From 1e716c36b23eac990bbdb9d64191a7a2bd8fb35c Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 00:29:52 +0800 Subject: [PATCH 01/29] research: review enterprise workflows and product pivots --- apps/docs/scripts/auth-cli.ts | 2 +- apps/docs/tests/research.test.ts | 4 +- content/research/ai-companies.seed.json | 484 ++++++++++++++++----- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 373 insertions(+), 123 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index abe5800..81eff96 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,7 +184,7 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1858); + assert.equal(research.evidence.length, 1874); assert.equal(research.observations.length, 237); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index ff08234..1d8b845 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,7 +24,7 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1858); + assert.equal(initial.evidence.length, 1874); assert.equal(initial.observations.length, 237); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 116); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c461883..0f4ba95 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-sales-models-1", + "version": "2026-10-31-enterprise-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -2760,29 +2760,31 @@ "id": "YC30296", "name": "Peppr AI", "url": "https://www.ycombinator.com/companies/peppr-ai", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：In-call AI teleprompter that helps reps close enterprise deals", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在销售通话中依据企业知识即时提示技术答案与发现问题。", + "buyer": "企业销售与赋能团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "现主营为实时销售辅助，旧发布为通用知识捕获。150多个工具是集成自述，不是客户数、合同或收入。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30296" + "YC-E-30296", + "ENTERPRISE1-CAT-YC30296" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在销售通话中依据企业知识即时提示技术答案与发现问题。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Sales", "Sales Enablement" - ] + ], + "businessModel": "销售辅助软件；席位、通话及知识连接收费待核" }, { "id": "YC30297", @@ -3018,30 +3020,33 @@ "id": "YC30324", "name": "Rebolt", "url": "https://www.ycombinator.com/companies/rebolt", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-Powered Company OS", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "面向航空维修连接维修系统、OEM资料及记录，协助编制工作包和处理文件，由工程师审核签字。", + "buyer": "航空维修、工程及MRO企业", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "官网现为航空维修，YC仍为通用Company OS及定制AI软件，两阶段分开。工程师签字是明确交付环节，不表述为全无人维修；合规标志与100倍宣传未独立核。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30324" + "YC-E-30324", + "ENTERPRISE1-CAT-YC30324", + "ENTERPRISE1-REBOLT-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：面向航空维修连接维修系统、OEM资料及记录，协助编制工作包和处理文件，由工程师审核签字。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Enterprise Software", "AI", "AI Assistant" - ] + ], + "businessModel": "行业软件与集成实施；许可、部署、人工及数据费用待拆" }, { "id": "YC30329", @@ -3081,28 +3086,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Agent teams for complex work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以Agent团队交付专业工作成果，具体任务及行业范围仍待核。", + "buyer": "企业专业工作团队，具体买家未给", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "YC主营仅一句，暂留企业通用工作并明确证据不足；不能仅按Finance/Legal标签或创始人旧雇主推行业、付费或收入。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30340" + "YC-E-30340", + "ENTERPRISE1-CAT-YC30340" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以Agent团队交付专业工作成果，具体任务及行业范围仍待核。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Finance", "Workflow Automation", "Legal", "Enterprise", "AI" - ] + ], + "businessModel": "企业Agent软件或服务；成果、席位与人工交付待核" }, { "id": "YC30350", @@ -3137,30 +3144,32 @@ "id": "YC30351", "name": "Thirdlayer", "url": "https://www.ycombinator.com/companies/thirdlayer", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Continual learning for enterprise AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结构化企业上下文与权限敏感数据，提供Agent评估及反馈学习循环。", + "buyer": "企业内部Agent及AI产品开发团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "从通用工作移Agent设施；旧Dex浏览器协作产品另列。持续学习是功能自述，未验证模型更新方式、成绩或客户留存。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30351" + "YC-E-30351", + "ENTERPRISE1-CAT-YC30351" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结构化企业上下文与权限敏感数据，提供Agent评估及反馈学习循环。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Productivity", "Consumer Products", "AI" - ] + ], + "businessModel": "Agent上下文、评估与学习设施；用量、部署及服务费待拆" }, { "id": "YC30352", @@ -3254,32 +3263,34 @@ "id": "YC30356", "name": "Artil", "url": "https://www.ycombinator.com/companies/artil", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "London, United Kingdom", - "business": "公司简介：Let your agents message teammates and other agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为Agent配置身份、联系人与跨渠道消息接口，可触发运行和传递文件。", + "buyer": "运行多个Agent的企业及开发团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "当前Artil Connect归Agent设施；旧Fira金融分析及金融数据连接分开。Slack为beta，免费试用及数据覆盖量不等付费、收入或全渠道已可用。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30356" + "YC-E-30356", + "ENTERPRISE1-CAT-YC30356" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为Agent配置身份、联系人与跨渠道消息接口，可触发运行和传递文件。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Developer Tools", "B2B", "Messaging", "Email", "AI" - ] + ], + "businessModel": "Agent连接与通信设施；消息、邮箱号码及托管收费待核" }, { "id": "YC30362", @@ -3518,27 +3529,29 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Agentic AI Security and Governance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业发现影子AI，控制Agent及MCP连接、执行策略并生成审计轨迹。", + "buyer": "企业IT、安全及治理团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "保留企业治理当前定位；旧MCP开源框架与托管网关发布分开。创始人14岁旧公司20万收入不归Golf，生产使用自述不等合同或收入。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30407" + "YC-E-30407", + "ENTERPRISE1-CAT-YC30407" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业发现影子AI，控制Agent及MCP连接、执行策略并生成审计轨迹。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Developer Tools", "Security", "Infrastructure", "AI" - ] + ], + "businessModel": "企业AI治理软件；许可、连接、部署及实施费用待拆" }, { "id": "YC30411", @@ -4005,28 +4018,30 @@ "id": "YC30440", "name": "Sim", "url": "https://www.ycombinator.com/companies/sim", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：Build autonomous AI agents for enterprise systems", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接企业系统，构建知识图谱，设计、部署并监控自主Agent及工作流。", + "buyer": "企业Agent构建及运营团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "从通用工作移Agent开发运行设施。旧Sim Studio画布为相关沿革；开源声明未打开源码验证，不提升技术等级。创始人WorkNinja用户及前雇主交易量不归Sim。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30440" + "YC-E-30440", + "ENTERPRISE1-CAT-YC30440" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接企业系统，构建知识图谱，设计、部署并监控自主Agent及工作流。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "AI" - ] + ], + "businessModel": "Agent构建运行平台；平台、模型、连接与实施费用待拆" }, { "id": "YC30441", @@ -4096,26 +4111,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Accelerating data analysis for research", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为研究人员分析和转换真实数据提供AI辅助，具体行业未明确。", + "buyer": "研究及数据分析团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "主营简短，暂留通用分析，不凭research一词推生命科学。YC当前标为Inactive，前创始人简介与公司主营不同，不能把Thinking Machines/Tinker归Percival。未核注销或实际停业。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC当前标为Inactive；法律及实际经营状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30444" + "YC-E-30444", + "ENTERPRISE1-CAT-YC30444" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为研究人员分析和转换真实数据提供AI辅助，具体行业未明确。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Developer Tools", "Data Science", "AI" - ] + ], + "businessModel": "数据分析辅助软件；许可、用量及服务模式待核" }, { "id": "YC30446", @@ -4462,26 +4479,28 @@ "id": "YC30466", "name": "Labric", "url": "https://www.ycombinator.com/companies/labric", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：The data layer for scientific research", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "采集科学实验室仪器及工具数据，清洗、连接并提供统一检索分析平台。", + "buyer": "科学实验室及科研企业", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "从通用工作移科学实验室行业应用；数据基础设施是行业交付，不据data layer归通用模型训练数据商。10至100倍科研效率为愿景，不是实测能力或收入。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30466" + "YC-E-30466", + "ENTERPRISE1-CAT-YC30466" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：采集科学实验室仪器及工具数据，清洗、连接并提供统一检索分析平台。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", + "directoryTags": [], + "businessModel": "实验室数据软件及仪器集成；许可、存储与实施成本待拆" }, { "id": "YC30468", @@ -4601,30 +4620,32 @@ "id": "YC30475", "name": "Morphik", "url": "https://www.ycombinator.com/companies/morphik", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI workers for Skilled Nursing and Senior Living Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为专业护理及养老机构自动处理应付、账单催收和护士行政工作。", + "buyer": "专业护理及养老机构运营团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "现主营移行业运营；旧开源多模态RAG和技术文档搜索为旧发布，未查源码或复测90%问答成绩。提高客户NOI不是Morphik收入或已实现毛利。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30475" + "YC-E-30475", + "ENTERPRISE1-CAT-YC30475" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为专业护理及养老机构自动处理应付、账单催收和护士行政工作。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "B2B", "Healthcare", "AI" - ] + ], + "businessModel": "行业运营软件与部署服务；账户、任务、集成及人工费用待核" }, { "id": "YC30476", @@ -5397,31 +5418,33 @@ "id": "YC30527", "name": "MindFort", "url": "https://www.ycombinator.com/companies/mindfort", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 6, "location": "Los Angeles, CA", - "business": "公司简介：Autonomous Security Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为Web应用提供自主安全测试、验证与修复辅助。", + "buyer": "软件开发及应用安全团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "从企业通用工作移软件开发安全环节。自研模型、低误报和安全基准为公司自述，未运行产品或验证结果，不据in-house models归基础模型。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30527" + "YC-E-30527", + "ENTERPRISE1-CAT-YC30527" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为Web应用提供自主安全测试、验证与修复辅助。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Developer Tools", "Cybersecurity", "Enterprise Software", "AI" - ] + ], + "businessModel": "应用安全软件与测试服务；测试用量、平台及人工复核费待拆" }, { "id": "YC30529", @@ -5550,30 +5573,32 @@ "id": "YC30541", "name": "Code Four", "url": "https://www.ycombinator.com/companies/code-four", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Modernizing the police workflow.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "面向执法机构整理摄像记录、转录与文书，衔接记录及证据管理系统。", + "buyer": "执法机构行政与记录管理团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "从通用工作移行业行政应用；处理数百视频不等付费客户或收入，节时与合规自述未独立核。设计伙伴目标10至200警员是客户规模，不是Code Four团队规模。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30541" + "YC-E-30541", + "ENTERPRISE1-CAT-YC30541" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：面向执法机构整理摄像记录、转录与文书，衔接记录及证据管理系统。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "GovTech", "Computer Vision", "AI" - ] + ], + "businessModel": "行业文书和证据软件；许可、处理量、集成及人工复核待拆" }, { "id": "YC30542", @@ -6513,25 +6538,27 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI workspace for software implementations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "捕获实施项目沟通，整理客户范围并利用历史项目辅助交付。", + "buyer": "企业软件实施及专业服务交付团队", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "保留企业项目工作；软件实施不是已证实自动写代码，客户交付更有利润不等Datafruit收入或毛利。当前简介短，实际成果与买家合同待核。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30628" + "YC-E-30628", + "ENTERPRISE1-CAT-YC30628" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：捕获实施项目沟通，整理客户范围并利用历史项目辅助交付。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", "directoryTags": [ "Enterprise Software", "AI" - ] + ], + "businessModel": "项目交付与范围管理软件；席位、项目及实施服务收费待核" }, { "id": "YC30629", @@ -6946,22 +6973,24 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Agents that learn your company and work 24/7", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接企业工具，通过记忆及权限设置运行跨业务的持续工作Agent。", + "buyer": "企业运营及流程负责人", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "保留跨业务工作交付；自建记忆和决策设施为实现方式，未据此归模型或开发设施。24小时、可靠、低成本和投资者标志均不证明付费、收入或单位经济性。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30648" + "YC-E-30648", + "ENTERPRISE1-CAT-YC30648" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接企业工具，通过记忆及权限设置运行跨业务的持续工作Agent。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", + "directoryTags": [], + "businessModel": "通用企业Agent软件；任务、连接、模型及人工配置成本待拆" }, { "id": "YC30649", @@ -6999,26 +7028,28 @@ "id": "YC30650", "name": "Imprezia", "url": "https://www.ycombinator.com/companies/imprezia", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The World's First AI Ad Network.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI应用接入上下文广告，连接品牌投放及应用开发者变现。", + "buyer": "广告主与AI应用开发者", + "delivery": "已读YC当前主营及相关发布节选；Rebolt另核官网。实际产品、合同及财务未独立验证。", + "notes": "从通用企业工作移客户收入运营。按展示或点击分成不等已实现收费；广告主总预算、开发者所得及平台收入须分开，不把创始人旧雇主十亿美元系统规模当Imprezia收入。 成立年和团队保留原YC快照，不把产品转向或旧经营业绩当新收入。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30650" + "YC-E-30650", + "ENTERPRISE1-CAT-YC30650" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为AI应用接入上下文广告，连接品牌投放及应用开发者变现。 按当前买家和交付分类；短简介保留暂定判断，旧产品沿革与现业务分开。", + "directoryTags": [], + "businessModel": "广告网络；广告预算、平台净费及开发者分成待拆" }, { "id": "YC30651", @@ -54953,6 +54984,182 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称从批次开始带来原文$2.7M以上GMV。", "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。" + }, + { + "id": "ENTERPRISE1-CAT-YC30296", + "companyId": "YC30296", + "title": "Peppr AI企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/peppr-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在销售通话中依据企业知识即时提示技术答案与发现问题。 现主营为实时销售辅助，旧发布为通用知识捕获。150多个工具是集成自述，不是客户数、合同或收入。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30324", + "companyId": "YC30324", + "title": "Rebolt企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/rebolt", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "面向航空维修连接维修系统、OEM资料及记录，协助编制工作包和处理文件，由工程师审核签字。 官网现为航空维修，YC仍为通用Company OS及定制AI软件，两阶段分开。工程师签字是明确交付环节，不表述为全无人维修；合规标志与100倍宣传未独立核。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30340", + "companyId": "YC30340", + "title": "TamLabs企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/tamlabs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以Agent团队交付专业工作成果，具体任务及行业范围仍待核。 YC主营仅一句，暂留企业通用工作并明确证据不足；不能仅按Finance/Legal标签或创始人旧雇主推行业、付费或收入。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30351", + "companyId": "YC30351", + "title": "Thirdlayer企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/thirdlayer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结构化企业上下文与权限敏感数据，提供Agent评估及反馈学习循环。 从通用工作移Agent设施；旧Dex浏览器协作产品另列。持续学习是功能自述，未验证模型更新方式、成绩或客户留存。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30356", + "companyId": "YC30356", + "title": "Artil企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/artil", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为Agent配置身份、联系人与跨渠道消息接口，可触发运行和传递文件。 当前Artil Connect归Agent设施；旧Fira金融分析及金融数据连接分开。Slack为beta，免费试用及数据覆盖量不等付费、收入或全渠道已可用。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30407", + "companyId": "YC30407", + "title": "Golf企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/golf", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业发现影子AI，控制Agent及MCP连接、执行策略并生成审计轨迹。 保留企业治理当前定位；旧MCP开源框架与托管网关发布分开。创始人14岁旧公司20万收入不归Golf，生产使用自述不等合同或收入。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30440", + "companyId": "YC30440", + "title": "Sim企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/sim", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接企业系统，构建知识图谱，设计、部署并监控自主Agent及工作流。 从通用工作移Agent开发运行设施。旧Sim Studio画布为相关沿革；开源声明未打开源码验证，不提升技术等级。创始人WorkNinja用户及前雇主交易量不归Sim。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30444", + "companyId": "YC30444", + "title": "Percival企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/percival", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为研究人员分析和转换真实数据提供AI辅助，具体行业未明确。 主营简短，暂留通用分析，不凭research一词推生命科学。YC当前标为Inactive，前创始人简介与公司主营不同，不能把Thinking Machines/Tinker归Percival。未核注销或实际停业。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30466", + "companyId": "YC30466", + "title": "Labric企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/labric", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "采集科学实验室仪器及工具数据，清洗、连接并提供统一检索分析平台。 从通用工作移科学实验室行业应用；数据基础设施是行业交付，不据data layer归通用模型训练数据商。10至100倍科研效率为愿景，不是实测能力或收入。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30475", + "companyId": "YC30475", + "title": "Morphik企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/morphik", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为专业护理及养老机构自动处理应付、账单催收和护士行政工作。 现主营移行业运营；旧开源多模态RAG和技术文档搜索为旧发布，未查源码或复测90%问答成绩。提高客户NOI不是Morphik收入或已实现毛利。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30527", + "companyId": "YC30527", + "title": "MindFort企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/mindfort", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为Web应用提供自主安全测试、验证与修复辅助。 从企业通用工作移软件开发安全环节。自研模型、低误报和安全基准为公司自述，未运行产品或验证结果，不据in-house models归基础模型。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30541", + "companyId": "YC30541", + "title": "Code Four企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/code-four", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "面向执法机构整理摄像记录、转录与文书，衔接记录及证据管理系统。 从通用工作移行业行政应用；处理数百视频不等付费客户或收入，节时与合规自述未独立核。设计伙伴目标10至200警员是客户规模，不是Code Four团队规模。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30628", + "companyId": "YC30628", + "title": "Datafruit企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/datafruit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "捕获实施项目沟通，整理客户范围并利用历史项目辅助交付。 保留企业项目工作；软件实施不是已证实自动写代码，客户交付更有利润不等Datafruit收入或毛利。当前简介短，实际成果与买家合同待核。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30648", + "companyId": "YC30648", + "title": "Janet AI企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/tryjanet", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接企业工具，通过记忆及权限设置运行跨业务的持续工作Agent。 保留跨业务工作交付；自建记忆和决策设施为实现方式，未据此归模型或开发设施。24小时、可靠、低成本和投资者标志均不证明付费、收入或单位经济性。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-CAT-YC30650", + "companyId": "YC30650", + "title": "Imprezia企业应用主营及业务沿革复核", + "url": "https://www.ycombinator.com/companies/imprezia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为AI应用接入上下文广告，连接品牌投放及应用开发者变现。 从通用企业工作移客户收入运营。按展示或点击分成不等已实现收费；广告主总预算、开发者所得及平台收入须分开，不把创始人旧雇主十亿美元系统规模当Imprezia收入。", + "limitation": "复核当前主营及相关发布节选，不等产品、财务或独立技术验证；部分简介较短。原成立及团队快照保留，前雇主、客户效果、广告总额、免费使用不当公司收入。" + }, + { + "id": "ENTERPRISE1-REBOLT-HOME", + "companyId": "YC30324", + "title": "Rebolt官网航空维修交付与人工审核", + "url": "https://www.rebolt.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网现面向飞机维修和MRO，Holocron连接维修/工程系统、ERP及OEM资料，Agent起草工作包与处理文件，工程师审核签字后写回系统；与YC通用Company OS定位有时间差。", + "limitation": "官网当前定位优先于旧发布；无精确转型日期、合同和收入。100倍与合规标志未独立核；2027会展属于未来安排，不当已交付或客户收入。" } ], "reviews": [ @@ -58066,6 +58273,49 @@ "SALES-LAUNCH-NATIVE" ], "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。" + }, + { + "id": "ENTERPRISE1-R-15", + "type": "企业通用工作首批15项主营及转型复核", + "company": "原C05规则初分中的15家公司", + "scope": "companies", + "companyIds": [ + "YC30296", + "YC30324", + "YC30340", + "YC30351", + "YC30356", + "YC30407", + "YC30440", + "YC30444", + "YC30466", + "YC30475", + "YC30527", + "YC30541", + "YC30628", + "YC30648", + "YC30650" + ], + "summary": "15项YC当前主营及相关发布节选已读，Rebolt补官网；5项暂留C05，10项转销售、Agent设施、行业及软件开发。短简介、Inactive及旧发布与当前业务差异分别记录。", + "evidenceIds": [ + "ENTERPRISE1-CAT-YC30296", + "ENTERPRISE1-CAT-YC30324", + "ENTERPRISE1-CAT-YC30340", + "ENTERPRISE1-CAT-YC30351", + "ENTERPRISE1-CAT-YC30356", + "ENTERPRISE1-CAT-YC30407", + "ENTERPRISE1-CAT-YC30440", + "ENTERPRISE1-CAT-YC30444", + "ENTERPRISE1-CAT-YC30466", + "ENTERPRISE1-CAT-YC30475", + "ENTERPRISE1-CAT-YC30527", + "ENTERPRISE1-CAT-YC30541", + "ENTERPRISE1-CAT-YC30628", + "ENTERPRISE1-CAT-YC30648", + "ENTERPRISE1-CAT-YC30650", + "ENTERPRISE1-REBOLT-HOME" + ], + "handling": "保留原始发现、成立及团队审计；Golf前公司收入、Sim前产品用户、客户利润、广告预算/分成与愿景不计当前公司收入。此批无新增可比MRR或ARR，剩余C05及C07仍待逐项复核，不代表完整来源覆盖。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7937053..cb253e2 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-1", + "version": "2026-10-31-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。", + "nextCheck": "原新增目录31条深化为个案并保留来源；当前基础项408条主营分类人工复核。本轮原C05首批15项：5项暂留通用工作、10项按现交付迁移，Rebolt官网已转航空维修而YC仍为Company OS；Percival标Inactive，短简介和旧发布差异保留。无新增可比收入。C05尚余74项规则初分、C07及其他非人工资料仍待核；主体、财务及技术逐项推进，不把主营复核当完整来源覆盖。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fa5ce66..f4a39d7 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-sales-models-1", + "sourceVersion": "2026-10-31-enterprise-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 7e4f4fe3e61db26cd04478eae49897a144fb6842 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 00:37:13 +0800 Subject: [PATCH 02/29] research: separate enterprise workflows and speech model evidence --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 10 +- content/research/ai-companies.seed.json | 664 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 554 insertions(+), 130 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 81eff96..1e0df37 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1874); - assert.equal(research.observations.length, 237); + assert.equal(research.evidence.length, 1898); + assert.equal(research.observations.length, 240); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 1d8b845..1e27b92 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1874); - assert.equal(initial.observations.length, 237); + assert.equal(initial.evidence.length, 1898); + assert.equal(initial.observations.length, 240); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 116); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 60); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 0f4ba95..4e7750a 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-enterprise-1", + "version": "2026-10-31-enterprise-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -7179,31 +7179,34 @@ "id": "YC30659", "name": "Proliferate", "url": "https://www.ycombinator.com/companies/proliferate", - "cat": "C05", + "cat": "C04", "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：Do your life's work with agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业后台编码Agent提供沙箱、内部服务连接、事件触发及多人预览验证。", + "buyer": "企业软件工程团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "旧发布明确编码Agent，当前YC概述和官网仅称人与Agent协作、更多内容将发布；暂按最近具体交付归软件开发，现可用范围待核，未查开源代码或实际运行。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30659" + "YC-E-30659", + "ENTERPRISE2-CAT-YC30659", + "ENTERPRISE2-PROLIFERATE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业后台编码Agent提供沙箱、内部服务连接、事件触发及多人预览验证。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Developer Tools", "SaaS", "B2B", "AI" - ] + ], + "businessModel": "后台编码Agent平台；托管、运行环境及实施费用待拆" }, { "id": "YC30660", @@ -7335,27 +7338,30 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：Open networking and security for your workforce, AI agents, and infra", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供企业应用及基础设施的安全访问和身份策略，兼AI模型网关。", + "buyer": "企业IT及安全团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "保留企业IT；官网AI Gateway提供模型访问控制，但整体仍是网络安全平台，AI工作负载兼容不等全部营收来自AI。安装数、GitHub星数及客户引语不当付费人数或收入。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30665" + "YC-E-30665", + "ENTERPRISE2-CAT-YC30665", + "ENTERPRISE2-PANGOLIN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供企业应用及基础设施的安全访问和身份策略，兼AI模型网关。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Security", "Open Source", "Enterprise Software", "Networks" - ] + ], + "businessModel": "通用网络安全平台，兼AI访问网关；托管、许可、连接和用量待拆" }, { "id": "YC30666", @@ -7977,26 +7983,28 @@ "year": 2025, "team": 6, "location": "New York City, NY", - "business": "公司简介：Your always-on red team.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业测试人员与安全控制，复核风险并跟进修复及再测。", + "buyer": "企业安全及风险管理团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "保留企业安全；交付包含测试、修复和再测，不单按AI标签推纯软件毛利。未运行安全测试、核授权合同或核独立效果。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30696" + "YC-E-30696", + "ENTERPRISE2-CAT-YC30696" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业测试人员与安全控制，复核风险并跟进修复及再测。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "B2B", "Cybersecurity", "AI" - ] + ], + "businessModel": "企业安全测试软件或服务；平台、演练和专家人工费用待拆" }, { "id": "YC30697", @@ -8151,32 +8159,34 @@ "id": "YC30702", "name": "TwentyTwo", "url": "https://www.ycombinator.com/companies/twentytwo", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI infrastructure for biosecurity", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "构建面向生物安全及疫情防御的AI设施，具体产品范围待核。", + "buyer": "生物安全及防御机构，具体买家未核", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "从企业通用移生物安全行业，当前简介宽泛，不把防御愿景当已部署能力。旧Mohi Agent调试工具属于旧发布，不拼接为同一技术成绩。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30702" + "YC-E-30702", + "ENTERPRISE2-CAT-YC30702" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：构建面向生物安全及疫情防御的AI设施，具体产品范围待核。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Synthetic Biology", "Biotech", "Compliance", "Security", "AI" - ] + ], + "businessModel": "防御领域软件或研究服务；产品、采购和收费模式待核" }, { "id": "YC30703", @@ -9084,27 +9094,29 @@ "year": 2025, "team": null, "location": "New York City, NY", - "business": "公司简介：Agentic Business Intelligence", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "分析企业数据并生成业务洞察及可视化。", + "buyer": "企业分析与运营团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "保留通用BI；旧消费者语音产品与未来硬件计划分开，不把硬件愿景当现成设备。原Team Size零是目录快照，不推公司无人或已倒闭。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30748" + "YC-E-30748", + "ENTERPRISE2-CAT-YC30748" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：分析企业数据并生成业务洞察及可视化。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Generative AI", "Analytics", "Big Data", "AI" - ] + ], + "businessModel": "商业智能软件；数据连接、用量、席位与服务费待拆" }, { "id": "YC30749", @@ -9254,56 +9266,61 @@ "id": "YC30763", "name": "Rebulk", "url": "https://www.ycombinator.com/companies/rebulk", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 3, "location": "Olathe, KS", - "business": "公司简介：AI-native software for managing rail and bulk operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "管理铁路、转运及散装货物的车辆、库存、维护、单据和计费运营。", + "buyer": "铁路转运、散装物流及设施运营商", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移行业运营；旧无人机/摄像库存测量与现铁路运营软件分期。列名客户为公司自述，未独立核合同，客户运输及货物价值不等Rebulk收入。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30763" + "YC-E-30763", + "ENTERPRISE2-CAT-YC30763" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：管理铁路、转运及散装货物的车辆、库存、维护、单据和计费运营。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Logistics", "Supply Chain", "AI", "Industrial" - ] + ], + "businessModel": "行业运营软件与部署；站点、车辆、数据及服务费待拆" }, { "id": "YC30765", "name": "Pollen", "url": "https://www.ycombinator.com/companies/pollen", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI employees trained on your firm's workflows.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将金融专业机构的文档与既有流程转为可追溯的自动化工作成果，关键判断由人审批。", + "buyer": "财富管理、税务会计、基金、保险及借贷专业机构", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "YC当前描述很短，官网明确金融专业工作，旧客户成功发布分开。示例家庭资产840万、输出匹配100%和99.2%置信度是演示或自述，不当公司收入或独立准确率。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30765" + "YC-E-30765", + "ENTERPRISE2-CAT-YC30765", + "ENTERPRISE2-POLLEN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：将金融专业机构的文档与既有流程转为可追溯的自动化工作成果，关键判断由人审批。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", + "directoryTags": [], + "businessModel": "行业文档工作软件加FDE实施；流程配置、运行与人工服务费待拆" }, { "id": "YC30768", @@ -9736,26 +9753,47 @@ "id": "YC30802", "name": "Freya", "url": "https://www.ycombinator.com/companies/freya", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 14, "location": "Istanbul, Turkey", - "business": "公司简介：Voice AI for Enterprises", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业部署语音Agent，兼提供自研语音合成模型及模型API。", + "buyer": "企业电话运营及受监管行业部署团队，兼模型开发者", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "按实际企业语音部署暂归客户运营，模型材料单列技术证据。小型土耳其语模型开放材料不等Adam V1、large模型权重或跨语言成绩；首页排名未在独立榜单核验。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30802" + "YC-E-30802", + "ENTERPRISE2-CAT-YC30802", + "ENTERPRISE2-FREYA-HOME", + "ENTERPRISE2-FREYA-PRICE", + "ENTERPRISE2-FREYA-MODEL", + "ENTERPRISE2-FREYA-FILES", + "ENTERPRISE2-FREYA-INFER", + "ENTERPRISE2-FREYA-LICENSE" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业部署语音Agent，兼提供自研语音合成模型及模型API。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", + "directoryTags": [], + "businessModel": "语音运营软件加模型与工程部署；通话量、模型、集成、硬件和FDE费用待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网语音产品及官方模型仓库相互关联；法律主体、全部签约实体与合并范围未核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "已读官方模型卡、权重文件目录、infer.py与Apache 2.0许可，仅确认公开材料可访问；未下载/运行或试听，未核首页榜单，不把small当Adam V1/large。", + "evidenceIds": [ + "ENTERPRISE2-FREYA-MODEL", + "ENTERPRISE2-FREYA-FILES", + "ENTERPRISE2-FREYA-INFER", + "ENTERPRISE2-FREYA-LICENSE" + ] + } }, { "id": "YC30804", @@ -10632,31 +10670,33 @@ "id": "YC30877", "name": "Trelium", "url": "https://www.ycombinator.com/companies/trelium", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 11, "location": "San Francisco", - "business": "公司简介：AI Agents for Enterprise Wide Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为印刷、商品及服装分销供应业务处理订单、采购、发票匹配和状态跟进。", + "buyer": "印刷、商品及服装分销商、供应商与装饰加工企业", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移行业运营，旧Questom入站销售与现Trelium后勤分开。创始人前SaaS 45k ARR不归Trelium；客户销售增幅、自动化比例及Paul演示非公司收入。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30877" + "YC-E-30877", + "ENTERPRISE2-CAT-YC30877" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为印刷、商品及服装分销供应业务处理订单、采购、发票匹配和状态跟进。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "B2B", "Workflow Automation", "Enterprise Software", "AI" - ] + ], + "businessModel": "行业后勤自动化软件；订单、工作流、集成及实施费待拆" }, { "id": "YC30878", @@ -10909,26 +10949,28 @@ "id": "YC30891", "name": "SF Tensor", "url": "https://www.ycombinator.com/companies/sf-tensor", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Infrastructure for AI labs to focus on research.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为模型训练选择跨云GPU、处理抢占中断，并优化适配不同硬件的训练内核。", + "buyer": "模型训练与研究团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移算力及模型基础设施；降低80%成本、击败手调内核为自述，未复测。客户云支出、训练数千GPU及CUDA竞争愿景不是SF Tensor收入或已拥有算力。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30891" + "YC-E-30891", + "ENTERPRISE2-CAT-YC30891" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为模型训练选择跨云GPU、处理抢占中断，并优化适配不同硬件的训练内核。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", + "directoryTags": [], + "businessModel": "训练算力托管和优化平台；GPU转售、调度、优化服务与净费待拆" }, { "id": "YC30894", @@ -11238,32 +11280,34 @@ "id": "YC30913", "name": "Captain", "url": "https://www.ycombinator.com/companies/captain", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Self-tuning search for products and files", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "同步多源产品和文件数据，通过托管API提供调优搜索及检索。", + "buyer": "构建产品搜索和AI检索的开发团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移Agent检索设施；78%到97%为公司自测概述，未见本轮独立复测，不能当可横比技术排名。客户监管场景不等已获合规认证。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30913" + "YC-E-30913", + "ENTERPRISE2-CAT-YC30913" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：同步多源产品和文件数据，通过托管API提供调优搜索及检索。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "B2B", "API", "Data Engineering", "Search", "Infrastructure" - ] + ], + "businessModel": "托管检索API；索引、存储、查询及调优服务收费待拆" }, { "id": "YC30915", @@ -11299,30 +11343,32 @@ "id": "YC30916", "name": "Rovr", "url": "https://www.ycombinator.com/companies/rovr", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI FDE Engine that runs your engineering workflows", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工程团队处理需求入口、分流、负责人分配及基础设施事件协作。", + "buyer": "平台工程及软件工程运营团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移软件工程运营，未描述直接生成代码。YC标Inactive，法律及实际停业状态待核；不把AI FDE称呼当已有人力或服务合同。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC当前标为Inactive；法律及实际经营状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30916" + "YC-E-30916", + "ENTERPRISE2-CAT-YC30916" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工程团队处理需求入口、分流、负责人分配及基础设施事件协作。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Developer Tools", "B2B", "AI" - ] + ], + "businessModel": "工程运营软件；席位、请求、连接及部署费用待拆" }, { "id": "YC30917", @@ -11390,29 +11436,31 @@ "id": "YC30919", "name": "Codyco", "url": "https://www.ycombinator.com/companies/codyco", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 4, "location": "Germany", - "business": "公司简介：The AI Reservation Team for Hotel Groups", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "承接酒店漏接电话，将客人预订写入酒店PMS。", + "buyer": "酒店集团及预订运营团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移客户运营；当前简介€5000新增预订为酒店成果，旧发布写$5000，币种差异保留，不换算或合并。53房和7酒店集团分别是客户规模/采用自述，非公司团队或收入。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30919" + "YC-E-30919", + "ENTERPRISE2-CAT-YC30919" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：承接酒店漏接电话，将客人预订写入酒店PMS。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "AI", "Conversational AI" - ] + ], + "businessModel": "酒店预订客户运营软件；电话、预订、集成及人工升级收费待拆" }, { "id": "YC30920", @@ -11745,31 +11793,33 @@ "id": "YC30938", "name": "Imagine AI", "url": "https://www.ycombinator.com/companies/imagine-ai", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：We reverse engineer B2B growth, starting with LinkedIn.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为B2B团队生成及安排LinkedIn内容与图形，将互动关联到销售管线。", + "buyer": "B2B增长、营销及企业高管团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移营销运营；4000万当前及旧3100万/1000万均为客户成果，不归Imagine收入。旧每客户专属Content Engineer与新Agent方向分期，不按纯SaaS估毛利；付费客户数无单价不推MRR。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30938" + "YC-E-30938", + "ENTERPRISE2-CAT-YC30938" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为B2B团队生成及安排LinkedIn内容与图形，将互动关联到销售管线。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "B2B", "Sales", "Marketing", "AI" - ] + ], + "businessModel": "营销Agent与内容服务；软件费、专属Content Engineer和人工审核待拆" }, { "id": "YC30942", @@ -12202,29 +12252,31 @@ "id": "YC30967", "name": "Perseus", "url": "https://www.ycombinator.com/companies/perseus", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 4, "location": "Bengaluru, India", - "business": "公司简介：Applied Lab focused on Search in Latent Spaces.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为编码Agent并行检索代码文件、符号及依赖，选择修改前的代码上下文。", + "buyer": "编码Agent开发及软件工程团队", + "delivery": "已读YC当前主营及相关发布节选；部分另核官网及Freya公开模型材料。实际合同及财务待核。", + "notes": "移软件开发；当前首产品是代码上下文，旧Mantle后勤自动化分开。不据Applied Lab归基础模型，Mythos/Opus能力比喻未在相同基准复测。 原成立年和团队仍为YC发现快照；新旧产品分开，不由转型推新公司成立。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30967" + "YC-E-30967", + "ENTERPRISE2-CAT-YC30967" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为编码Agent并行检索代码文件、符号及依赖，选择修改前的代码上下文。 按买家及具体交付分类；官网差异和旧业务分期，模式与主体边界待核。", "directoryTags": [ "Genetic Engineering", "AI" - ] + ], + "businessModel": "代码检索与上下文软件；查询、代码索引、模型及部署费待拆" }, { "id": "YC30969", @@ -34544,6 +34596,51 @@ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比", "bound": ">", "comparisonGroup": null + }, + { + "id": "ENTERPRISE2-O-CODYCO", + "company": "YC30919", + "name": "Codyco", + "kind": "酒店新增预订自述", + "value": 5000, + "unit": "EUR", + "timing": "当前YC简介称四周；经营截至日未给", + "scope": "客户53房酒店新增预订，非平台收入", + "selection": "excluded", + "reason": "当前€5000与旧2025-10-19发布$5000币种不同；不换算、不归公司收入、不推佣金或MRR", + "bound": "=", + "comparisonGroup": null, + "evidence": "ENTERPRISE2-CAT-YC30919" + }, + { + "id": "ENTERPRISE2-O-IMAGINE", + "company": "YC30938", + "name": "Imagine AI", + "kind": "客户归因收入自述", + "value": 40000000, + "unit": "原文$，币种待核", + "timing": "当前YC简介，准确累计经营期间未给", + "scope": "客户营销归因收入，非Imagine自身收入", + "selection": "excluded", + "reason": "旧发布1000万/3100万均称客户成果，不能合并为公司收入；付费客户数没有合同单价，不推MRR或ARR", + "bound": "=", + "comparisonGroup": null, + "evidence": "ENTERPRISE2-CAT-YC30938" + }, + { + "id": "ENTERPRISE2-O-TRELIUM", + "company": "YC30877", + "name": "Trelium", + "kind": "创始人前项目ARR", + "value": 45000, + "unit": "原文$，币种待核", + "timing": "2025-11-10旧发布中的个人经历；前项目截至日未给", + "scope": "创始人此前SaaS项目，非Trelium当前业务", + "selection": "excluded", + "reason": "前项目ARR及创始人75年家族批发企业经历均不归当前公司，不推自身ARR或规模", + "bound": "=", + "comparisonGroup": null, + "evidence": "ENTERPRISE2-CAT-YC30877" } ], "evidence": [ @@ -55160,6 +55257,270 @@ "kind": "公司官方资料", "summary": "官网现面向飞机维修和MRO，Holocron连接维修/工程系统、ERP及OEM资料，Agent起草工作包与处理文件，工程师审核签字后写回系统；与YC通用Company OS定位有时间差。", "limitation": "官网当前定位优先于旧发布；无精确转型日期、合同和收入。100倍与合规标志未独立核；2027会展属于未来安排，不当已交付或客户收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30659", + "companyId": "YC30659", + "title": "Proliferate当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/proliferate", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业后台编码Agent提供沙箱、内部服务连接、事件触发及多人预览验证。 旧发布明确编码Agent，当前YC概述和官网仅称人与Agent协作、更多内容将发布；暂按最近具体交付归软件开发，现可用范围待核，未查开源代码或实际运行。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30665", + "companyId": "YC30665", + "title": "Pangolin当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/pangolin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供企业应用及基础设施的安全访问和身份策略，兼AI模型网关。 保留企业IT；官网AI Gateway提供模型访问控制，但整体仍是网络安全平台，AI工作负载兼容不等全部营收来自AI。安装数、GitHub星数及客户引语不当付费人数或收入。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30696", + "companyId": "YC30696", + "title": "GhostEye当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/ghosteye", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业测试人员与安全控制，复核风险并跟进修复及再测。 保留企业安全；交付包含测试、修复和再测，不单按AI标签推纯软件毛利。未运行安全测试、核授权合同或核独立效果。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30702", + "companyId": "YC30702", + "title": "TwentyTwo当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/twentytwo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "构建面向生物安全及疫情防御的AI设施，具体产品范围待核。 从企业通用移生物安全行业，当前简介宽泛，不把防御愿景当已部署能力。旧Mohi Agent调试工具属于旧发布，不拼接为同一技术成绩。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30748", + "companyId": "YC30748", + "title": "Pleom当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/pleom", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "分析企业数据并生成业务洞察及可视化。 保留通用BI；旧消费者语音产品与未来硬件计划分开，不把硬件愿景当现成设备。原Team Size零是目录快照，不推公司无人或已倒闭。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30763", + "companyId": "YC30763", + "title": "Rebulk当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/rebulk", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "管理铁路、转运及散装货物的车辆、库存、维护、单据和计费运营。 移行业运营；旧无人机/摄像库存测量与现铁路运营软件分期。列名客户为公司自述，未独立核合同，客户运输及货物价值不等Rebulk收入。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30765", + "companyId": "YC30765", + "title": "Pollen当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/pollen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "将金融专业机构的文档与既有流程转为可追溯的自动化工作成果，关键判断由人审批。 YC当前描述很短，官网明确金融专业工作，旧客户成功发布分开。示例家庭资产840万、输出匹配100%和99.2%置信度是演示或自述，不当公司收入或独立准确率。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30802", + "companyId": "YC30802", + "title": "Freya当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/freya", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业部署语音Agent，兼提供自研语音合成模型及模型API。 按实际企业语音部署暂归客户运营，模型材料单列技术证据。小型土耳其语模型开放材料不等Adam V1、large模型权重或跨语言成绩；首页排名未在独立榜单核验。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30877", + "companyId": "YC30877", + "title": "Trelium当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/trelium", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为印刷、商品及服装分销供应业务处理订单、采购、发票匹配和状态跟进。 移行业运营，旧Questom入站销售与现Trelium后勤分开。创始人前SaaS 45k ARR不归Trelium；客户销售增幅、自动化比例及Paul演示非公司收入。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30891", + "companyId": "YC30891", + "title": "SF Tensor当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/sf-tensor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为模型训练选择跨云GPU、处理抢占中断，并优化适配不同硬件的训练内核。 移算力及模型基础设施；降低80%成本、击败手调内核为自述，未复测。客户云支出、训练数千GPU及CUDA竞争愿景不是SF Tensor收入或已拥有算力。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30913", + "companyId": "YC30913", + "title": "Captain当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/captain", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "同步多源产品和文件数据，通过托管API提供调优搜索及检索。 移Agent检索设施；78%到97%为公司自测概述，未见本轮独立复测，不能当可横比技术排名。客户监管场景不等已获合规认证。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30916", + "companyId": "YC30916", + "title": "Rovr当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/rovr", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为工程团队处理需求入口、分流、负责人分配及基础设施事件协作。 移软件工程运营，未描述直接生成代码。YC标Inactive，法律及实际停业状态待核；不把AI FDE称呼当已有人力或服务合同。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30919", + "companyId": "YC30919", + "title": "Codyco当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/codyco", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "承接酒店漏接电话，将客人预订写入酒店PMS。 移客户运营；当前简介€5000新增预订为酒店成果，旧发布写$5000，币种差异保留，不换算或合并。53房和7酒店集团分别是客户规模/采用自述，非公司团队或收入。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30938", + "companyId": "YC30938", + "title": "Imagine AI当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/imagine-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为B2B团队生成及安排LinkedIn内容与图形，将互动关联到销售管线。 移营销运营；4000万当前及旧3100万/1000万均为客户成果，不归Imagine收入。旧每客户专属Content Engineer与新Agent方向分期，不按纯SaaS估毛利；付费客户数无单价不推MRR。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-CAT-YC30967", + "companyId": "YC30967", + "title": "Perseus当前交付与旧业务复核", + "url": "https://www.ycombinator.com/companies/perseus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为编码Agent并行检索代码文件、符号及依赖，选择修改前的代码上下文。 移软件开发；当前首产品是代码上下文，旧Mantle后勤自动化分开。不据Applied Lab归基础模型，Mythos/Opus能力比喻未在相同基准复测。", + "limitation": "主营与相关发布节选不等财务或产品验证；旧业务收入、客户成果、广告/云预算和客户规模不归本公司收入。" + }, + { + "id": "ENTERPRISE2-PROLIFERATE-HOME", + "companyId": "YC30659", + "title": "Proliferate官网当前信息缺项", + "url": "https://proliferate.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网仅述小型旧金山团队探索人与AGI协作并称更多内容将发布，未列详细产品。", + "limitation": "暂按2026-02编码Agent发布具体交付分类，当前可用范围未获官网确认，不把官网简短当停业。" + }, + { + "id": "ENTERPRISE2-PANGOLIN-HOME", + "companyId": "YC30665", + "title": "Pangolin通用访问安全与AI网关", + "url": "https://pangolin.net/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网主体为开放网络安全平台，增加AI模型访问网关；列零信任访问、身份策略和Fossorial Inc.。", + "limitation": "AI工作负载不是全业务AI营收证据；23.3k星数、客户引语和版本号不当收入或独立性能验证，未运行代码。" + }, + { + "id": "ENTERPRISE2-POLLEN-HOME", + "companyId": "YC30765", + "title": "Pollen金融专业工作与FDE交付", + "url": "https://pollen.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网明确金融服务工作，覆盖财富、会计税务、基金、保险、借贷及家办，配置流程并在人判断点暂停，含FDE上线支持；页脚Daymi Inc.。", + "limitation": "示例家庭840万资产、100%匹配和置信度是页面示例，不是公司收入或独立准确率；主体、合同和实际自动化率未独立核。" + }, + { + "id": "ENTERPRISE2-FREYA-HOME", + "companyId": "YC30802", + "title": "Freya语音Agent及模型产品边界", + "url": "https://www.freyavoice.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网主推Adam V1并列语音Agent与模型API，另提供FreyaTTS-small开源模型入口。", + "limitation": "自列2026-09-16听感榜未核外部榜单；Adam V1、large和small材料不混，不能从100美元活动推收入。" + }, + { + "id": "ENTERPRISE2-FREYA-PRICE", + "companyId": "YC30802", + "title": "Freya项目报价及成本组成", + "url": "https://www.freyavoice.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "按通话量、模型、集成、部署及FDE工程范围报价，含土耳其云或客户本地硬件及维护。", + "limitation": "无统一公开价目；项目收入可能含工程和硬件部署，报价不等实收或同质软件ARR，不从通话量推收入。" + }, + { + "id": "ENTERPRISE2-FREYA-MODEL", + "companyId": "YC30802", + "title": "FreyaTTS-small模型卡", + "url": "https://huggingface.co/freyavoice/Freya-TTS", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官方模型卡描述183M土耳其语单目标说话人模型、冻结AudioVAE2潜空间、small开放与large商业闭源的区别。", + "limitation": "参数、WER/CER及硬件速度仍为作者报告，未复测；small不等首页Adam V1和large，不概括多语或克隆能力。" + }, + { + "id": "ENTERPRISE2-FREYA-FILES", + "companyId": "YC30802", + "title": "FreyaTTS权重文件目录", + "url": "https://huggingface.co/freyavoice/Freya-TTS/tree/main", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "公开目录可读，列config.json和733MB model.safetensors，页面显示d124e07。", + "limitation": "只确认文件目录可访问，未下载权重或核哈希/运行；main会变化，未取得完整固定提交。" + }, + { + "id": "ENTERPRISE2-FREYA-INFER", + "companyId": "YC30802", + "title": "FreyaTTS推理入口源码", + "url": "https://github.com/freyavoiceai/FreyaTTS/blob/main/infer.py", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "已读infer.py：从指定模型加载，接收文本、设备及步数，调用合成并保存音频。", + "limitation": "仅源码静态阅读，未安装、执行或试听；不证明训练过程、输出质量或生产吞吐。" + }, + { + "id": "ENTERPRISE2-FREYA-LICENSE", + "companyId": "YC30802", + "title": "FreyaTTS许可文件", + "url": "https://github.com/freyavoiceai/FreyaTTS/blob/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "公开LICENSE可读，为Apache 2.0，署名2026 Freya Voice AI。", + "limitation": "许可文本与开放材料可访问不等所有数据权利、闭源模型许可或第三方依赖已完整审查。" } ], "reviews": [ @@ -58316,6 +58677,69 @@ "ENTERPRISE1-REBOLT-HOME" ], "handling": "保留原始发现、成立及团队审计；Golf前公司收入、Sim前产品用户、客户利润、广告预算/分成与愿景不计当前公司收入。此批无新增可比MRR或ARR，剩余C05及C07仍待逐项复核，不代表完整来源覆盖。" + }, + { + "id": "ENTERPRISE2-R-15", + "type": "企业应用第二批及收入归属复核", + "company": "原C05规则初分中的15家公司", + "scope": "companies", + "companyIds": [ + "YC30659", + "YC30665", + "YC30696", + "YC30702", + "YC30748", + "YC30763", + "YC30765", + "YC30877", + "YC30891", + "YC30913", + "YC30916", + "YC30919", + "YC30938", + "YC30967" + ], + "summary": "15项当前主营及相关发布已读，3项保留C05、12项按交付迁移；Pollen官网明确金融专业工作，Proliferate当前官网短信息保留缺项。Freya技术专项另列。", + "evidenceIds": [ + "ENTERPRISE2-CAT-YC30659", + "ENTERPRISE2-CAT-YC30665", + "ENTERPRISE2-CAT-YC30696", + "ENTERPRISE2-CAT-YC30702", + "ENTERPRISE2-CAT-YC30748", + "ENTERPRISE2-CAT-YC30763", + "ENTERPRISE2-CAT-YC30765", + "ENTERPRISE2-CAT-YC30877", + "ENTERPRISE2-CAT-YC30891", + "ENTERPRISE2-CAT-YC30913", + "ENTERPRISE2-CAT-YC30916", + "ENTERPRISE2-CAT-YC30919", + "ENTERPRISE2-CAT-YC30938", + "ENTERPRISE2-CAT-YC30967", + "ENTERPRISE2-PROLIFERATE-HOME", + "ENTERPRISE2-PANGOLIN-HOME", + "ENTERPRISE2-POLLEN-HOME" + ], + "handling": "Codyco预订与币种差异、Imagine客户归因收入、Trelium前项目ARR均排除自身收入；Rovr Inactive只标目录状态，原发现审计、成立及团队快照保留。" + }, + { + "id": "ENTERPRISE2-R-FREYA", + "type": "语音交付模式及公开技术材料复核", + "company": "Freya", + "scope": "companies", + "companyIds": [ + "YC30802" + ], + "summary": "从基础目录深化为公开技术材料个案，仍无可用公司收入；语音Agent项目交付与模型API并列，small模型卡/权重目录/源码/许可可读。", + "evidenceIds": [ + "ENTERPRISE2-CAT-YC30802", + "ENTERPRISE2-FREYA-HOME", + "ENTERPRISE2-FREYA-PRICE", + "ENTERPRISE2-FREYA-MODEL", + "ENTERPRISE2-FREYA-FILES", + "ENTERPRISE2-FREYA-INFER", + "ENTERPRISE2-FREYA-LICENSE" + ], + "handling": "保留C06企业语音运营及模型第二业务，不按首页研究宣传推全公司基础模型。未运行模型、核首页独立榜单或评测，small与Adam V1/large分开；通话、FDE、部署和硬件成本不混作同质SaaS。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index cb253e2..620c144 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-2", + "version": "2026-10-31-3", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录31条深化为个案并保留来源；当前基础项408条主营分类人工复核。本轮原C05首批15项：5项暂留通用工作、10项按现交付迁移，Rebolt官网已转航空维修而YC仍为Company OS；Percival标Inactive，短简介和旧发布差异保留。无新增可比收入。C05尚余74项规则初分、C07及其他非人工资料仍待核；主体、财务及技术逐项推进，不把主营复核当完整来源覆盖。", + "nextCheck": "原新增目录32条深化为个案并保留来源；基础项422条主营人工复核。原C05累计30项已复核，8项暂留通用、22项迁移。Pollen现金融专业工作、Freya项目交付/模型材料双线及Rovr Inactive另记；Codyco酒店预订、Imagine客户归因收入、Trelium前项目ARR排除。原C05尚余59项规则初分；C07及其他非人工资料、主体、技术与财务仍待核，不把分类或公开材料可访问当完整覆盖或独立评测。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index f4a39d7..56905d8 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-enterprise-1", + "sourceVersion": "2026-10-31-enterprise-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 4942b86a4ab4a90d77e78297e3a76667894f8c32 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 00:57:16 +0800 Subject: [PATCH 03/29] research: finish enterprise classification and separate Tasklet product history --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 16 +- content/research/ai-companies.seed.json | 2153 +++++++++++++++----- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1708 insertions(+), 471 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 1e0df37..201c13b 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1898); - assert.equal(research.observations.length, 240); + assert.equal(research.evidence.length, 1973); + assert.equal(research.observations.length, 247); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 1e27b92..34b148f 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1898); - assert.equal(initial.observations.length, 240); + assert.equal(initial.evidence.length, 1973); + assert.equal(initial.observations.length, 247); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 43); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 44); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 987); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 986); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 60); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); @@ -228,6 +228,10 @@ test("directory coverage reconciles every candidate and keeps profile-only incom assert.equal(row.foundedYear, 2026, "original Native discovery remains unchanged"); assert.equal(company.year, null, "a model launch and YC date cannot settle the older business founding year"); assert.ok(snapshot.reviews.some((review) => review.id === "NATIVE-R-COHORT" && review.companyIds?.includes(company.id))); + } else if (company.id === "YC31470") { + assert.equal(row.foundedYear, 2025, "original Tasklet discovery remains unchanged"); + assert.equal(company.year, null, "a new product cannot establish a new company founding year"); + assert.ok(snapshot.reviews.some((review) => review.id === "ENTERPRISE3-R-TASKLET" && review.companyIds?.includes(company.id))); } else { assert.equal(company.year, row.foundedYear); assert.ok([2025, 2026].includes(company.year!)); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 4e7750a..050e0e1 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-enterprise-2", + "version": "2026-10-31-enterprise-3", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -12342,22 +12342,24 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI Employees for human-level roles", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业多类岗位执行任务，连接数据及业务系统。", + "buyer": "跨职能企业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用岗位交付；旧ML工程师切入与现多岗位分开，前雇主及20万招聘成本不是自身规模或收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30972" + "YC-E-30972", + "ENTERPRISE3-CAT-YC30972" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业多类岗位执行任务，连接数据及业务系统。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "通用AI员工软件；任务、用量和实施费待拆" }, { "id": "YC30977", @@ -13489,26 +13491,29 @@ "id": "YC31089", "name": "Lance", "url": "https://www.ycombinator.com/companies/lance", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 10, "location": "San Francisco", - "business": "公司简介：AI Agents That Run Hotel Operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为酒店处理电话、销售、客人请求及软件内操作。", + "buyer": "酒店客户及预订运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "以电话与销售运营归C06；50酒店及品牌为采用自述，非付费数或收入。CUA为实现方式，不归通用Agent设施，官网本次403。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31089" + "YC-E-31089", + "ENTERPRISE3-CAT-YC31089", + "ENTERPRISE3-LANCE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为酒店处理电话、销售、客人请求及软件内操作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "酒店客户运营软件；通话、流程、集成及人工服务待拆" }, { "id": "YC31090", @@ -13649,47 +13654,51 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Detect what AI can automate for your team", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以桌面历史工作资料发现团队可自动化的流程，并交给其他工具执行。", + "buyer": "企业运营及自动化负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留流程发现；本地模型及隐私为自述，旧Clam语义防火墙、硬件设计发布分开，不当现交付或独立性能。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31107" + "YC-E-31107", + "ENTERPRISE3-CAT-YC31107" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以桌面历史工作资料发现团队可自动化的流程，并交给其他工具执行。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "流程发现软件；席位、部署及服务费待核" }, { "id": "YC31109", "name": "Beacon Health", "url": "https://www.ycombinator.com/companies/beacon-health", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Employees for Primary Care", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在基层医疗EHR中处理预防筛查、授权、转诊及风险编码工作。", + "buyer": "基层医疗机构及价值医疗运营方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移行业医疗工作；翻倍客户诊所收入、覆盖两亿美国人等不归Beacon收入或实际患者数。W26批次不改2025成立快照。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31109" + "YC-E-31109", + "ENTERPRISE3-CAT-YC31109" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在基层医疗EHR中处理预防筛查、授权、转诊及风险编码工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "医疗运营软件与实施；患者、任务、合同及人工成本待拆" }, { "id": "YC31111", @@ -13832,26 +13841,28 @@ "id": "YC31121", "name": "Avoice", "url": "https://www.ycombinator.com/companies/avoice", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：AI-native workspace for AEC", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑事务所管理项目、规格文书、质量检查及施工阶段文件。", + "buyer": "建筑设计及AEC专业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移建筑专业工作；3亿项目价值非公司收入，创始人旧涂料1500万及教育项目100万ARR排除，客户数百人规模不当本公司团队。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31121" + "YC-E-31121", + "ENTERPRISE3-CAT-YC31121" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为建筑事务所管理项目、规格文书、质量检查及施工阶段文件。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "行业工作软件；许可、项目、文档与实施费用待拆" }, { "id": "YC31127", @@ -14015,31 +14026,33 @@ "id": "YC31133", "name": "Skillsync", "url": "https://www.ycombinator.com/companies/skillsync", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Search your agent session history", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "检索及转移不同编码Agent的会话历史和工具上下文。", + "buyer": "使用多种编码Agent的开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施；号称完整携带推理及所有工具记录未独立测，txcript开源声明本轮未开源码，不提升技术等级。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31133" + "YC-E-31133", + "ENTERPRISE3-CAT-YC31133" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：检索及转移不同编码Agent的会话历史和工具上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "AIOps", "Developer Tools", "Enterprise Software", "AI" - ] + ], + "businessModel": "Agent会话及上下文设施；许可、同步和存储收费待核" }, { "id": "YC31137", @@ -14072,57 +14085,62 @@ "id": "YC31138", "name": "Aemon", "url": "https://www.ycombinator.com/companies/aemon", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The Forward-Deployed AI Research Engineer", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在企业代码及研究上下文中定义评估、运行实验并优化算法和技术方案。", + "buyer": "软件研发及技术研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按代码及实验优化交付归软件研发；官网含工程师共建评估，不当纯无人SaaS。圆堆积世界纪录及小于10美元算力是自述，未核解或复测，不是收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31138" + "YC-E-31138", + "ENTERPRISE3-CAT-YC31138", + "ENTERPRISE3-AEMON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在企业代码及研究上下文中定义评估、运行实验并优化算法和技术方案。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "研发软件与前置工程服务；研究运行、算力和专家工时待拆" }, { "id": "YC31139", "name": "Ashr", "url": "https://www.ycombinator.com/companies/ashr", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Enterprise post-training, monitoring, and continual learning platform", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供企业开放权重模型的后训练、托管、可观测及持续学习平台。", + "buyer": "企业模型及AI平台团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型基础设施，旧Agent生产环境模拟发布分开。降低token成本不是公司收入，不因自建模型平台就认定出售基础模型。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31139" + "YC-E-31139", + "ENTERPRISE3-CAT-YC31139" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供企业开放权重模型的后训练、托管、可观测及持续学习平台。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Deep Learning", "Generative AI", "Reinforcement Learning", "Data Engineering", "AI" - ] + ], + "businessModel": "模型训练运行设施；算力、托管、优化和实施费待拆" }, { "id": "YC31140", @@ -14286,22 +14304,24 @@ "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：AI Document Workflows for Enterprises", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "处理多行业文档提取和工作流，支持云及本地部署。", + "buyer": "企业文档运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用文档任务；KYC/贷款为用例而非金融行业唯一业务。两家欧洲银行采用自述不等付费或收入，团队缺失继续未知。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31149" + "YC-E-31149", + "ENTERPRISE3-CAT-YC31149" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：处理多行业文档提取和工作流，支持云及本地部署。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "通用文档自动化；文档量、工作流、部署和人工校验待拆" }, { "id": "YC31153", @@ -14516,26 +14536,28 @@ "id": "YC31166", "name": "Unisson", "url": "https://www.ycombinator.com/companies/unisson", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that automate B2B software implementation", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为客户部署团队提供产品知识及辅助实施、上线和健康核查。", + "buyer": "技术客户成功、实施及售前工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移客户交付运营；20分钟学会任何产品、24小时及节约工时为自述，未验证通用性，不据custom integrations归编码主业。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31166" + "YC-E-31166", + "ENTERPRISE3-CAT-YC31166" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为客户部署团队提供产品知识及辅助实施、上线和健康核查。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "客户部署辅助软件；任务、集成、许可与服务费待拆" }, { "id": "YC31167", @@ -14680,22 +14702,25 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native transformation for operations-heavy companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为运营密集企业梳理并重建流程，以Agent、现有系统和人工控制点交付。", + "buyer": "跨行业企业运营部门", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留跨行业流程改造，官网明确先流程审核及重建，不视作纯软件订阅。前雇主部署经验不自动计入当前客户、收入或团队。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31172" + "YC-E-31172", + "ENTERPRISE3-CAT-YC31172", + "ENTERPRISE3-TERMINAL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为运营密集企业梳理并重建流程，以Agent、现有系统和人工控制点交付。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "流程咨询加AI实施服务；项目、持续运营和人工费用待拆" }, { "id": "YC31174", @@ -14916,26 +14941,28 @@ "id": "YC31185", "name": "Chamber", "url": "https://www.ycombinator.com/companies/chamber", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 4, "location": "Seattle, WA", - "business": "公司简介：The AIOps Agent for ML Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监控模型训练基础设施，定位故障并优化跨云AI工作负载。", + "buyer": "ML平台及基础设施团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型基础设施运维；节省GPU浪费、工程师时间及行业2400亿浪费不是自身收入，未独立核自动修复或云权限。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31185" + "YC-E-31185", + "ENTERPRISE3-CAT-YC31185" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：监控模型训练基础设施，定位故障并优化跨云AI工作负载。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "AI基础设施运维软件；算力、运行、平台及服务费待拆" }, { "id": "YC31186", @@ -14997,29 +15024,31 @@ "id": "YC31189", "name": "Revion", "url": "https://www.ycombinator.com/companies/revion", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 10, "location": "New York City, NY", - "business": "公司简介：Intelligence for Automotive Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为汽车零售技师自动处理行政工作，辅助服务车间运营。", + "buyer": "汽车零售及售后服务运营商", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移汽车运营；30至40%工时及客户高毛利收入为效果自述，不归Revion收入，不等已无人维修。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31189" + "YC-E-31189", + "ENTERPRISE3-CAT-YC31189" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为汽车零售技师自动处理行政工作，辅助服务车间运营。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "AI", "Automotive" - ] + ], + "businessModel": "汽车行业运营软件；门店、技师、任务和实施费待拆" }, { "id": "YC31191", @@ -15224,26 +15253,28 @@ "id": "YC31201", "name": "Robby", "url": "https://www.ycombinator.com/companies/robby", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI agents that grow revenue for home services businesses", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合技师到访和客户数据发现家政维修销售机会，辅助跟进成交。", + "buyer": "家庭服务企业增长及经营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移销售运营；40k新业务和每周六位数机会是客户成果/管线，非Robby收入。若干付费客户无合同单价不推MRR，考试备考不当已获认证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31201" + "YC-E-31201", + "ENTERPRISE3-CAT-YC31201" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合技师到访和客户数据发现家政维修销售机会，辅助跟进成交。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "行业销售软件；线索、门店、许可及服务收费待拆" }, { "id": "YC31203", @@ -15438,26 +15469,29 @@ "id": "YC31211", "name": "Sazabi", "url": "https://www.ycombinator.com/companies/sazabi", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：The AI-native observability platform for fast-moving engineering teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合生产日志与代码调查异常，向工程师和编码Agent提供排障上下文。", + "buyer": "软件工程及运维团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件开发运维；官网日志示例不是实际客户事件或独立性能。投资者所在公司标志不等付费客户，合规标志未核原报告。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31211" + "YC-E-31211", + "ENTERPRISE3-CAT-YC31211", + "ENTERPRISE3-SAZABI-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合生产日志与代码调查异常，向工程师和编码Agent提供排障上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "软件可观测及安全平台；日志量、存储、席位与支持费待拆" }, { "id": "YC31212", @@ -15637,22 +15671,24 @@ "year": 2026, "team": 4, "location": "Paris, France", - "business": "公司简介：AI agents for data science (enterprise)", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业整合分散数据，配置分析、催收及客户细分工作。", + "buyer": "企业分析及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留跨行业数据工作；养老和零售是例子，不混成单一行业。客户催收金额和促销收益不当Netter收入，P26不改成立快照。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31221" + "YC-E-31221", + "ENTERPRISE3-CAT-YC31221" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业整合分散数据，配置分析、催收及客户细分工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "数据分析与流程实施；项目、运行、数据和人工费用待拆" }, { "id": "YC31222", @@ -17014,28 +17050,30 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：AI Data Analyst for fast-growing teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "调查产品转化、用户挫折和流失数据并提供分析。", + "buyer": "产品分析及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业分析；转化和客户产品问题不是公司收入，安装一步与实时洞察为自述，未核归因准确率。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31318" + "YC-E-31318", + "ENTERPRISE3-CAT-YC31318" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：调查产品转化、用户挫折和流失数据并提供分析。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Analytics", "Data Engineering", "Infrastructure", "AI" - ] + ], + "businessModel": "产品数据分析软件；事件、用量、席位与服务费待核" }, { "id": "YC31325", @@ -17399,28 +17437,30 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Platform + FDEs that rebuild enterprises agent-first", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由前置部署工程师辅助企业发现并实施Agent流程。", + "buyer": "企业流程改造及部署负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留跨企业改造服务；平台复用不等已实现SaaS毛利，创始人Drapr出售及Gap旧经历不归Marker收入或客户。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31352" + "YC-E-31352", + "ENTERPRISE3-CAT-YC31352" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由前置部署工程师辅助企业发现并实施Agent流程。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Generative AI", "SaaS", "B2B", "Workflow Automation", "AI" - ] + ], + "businessModel": "平台加FDE咨询实施；项目、许可和持续服务费待拆" }, { "id": "YC31359", @@ -17457,26 +17497,28 @@ "id": "YC31360", "name": "LightSprint", "url": "https://www.ycombinator.com/companies/lightsprint", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Software factory for product teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让产品团队规划、预览并用云编码Agent交付软件。", + "buyer": "产品及软件工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件开发；非工程师是使用者而非企业通用分类依据，前雇主资产规模和经历不归LightSprint收入或资产。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31360" + "YC-E-31360", + "ENTERPRISE3-CAT-YC31360" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：让产品团队规划、预览并用云编码Agent交付软件。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "协作软件开发平台；Agent运行、环境、许可和服务费待拆" }, { "id": "YC31362", @@ -17754,28 +17796,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Turn how your team works into playbooks and agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从日常工具记录工作步骤、例外及知识，构建操作手册并自动化流程。", + "buyer": "企业运营、入职及知识管理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用工作；捕获隐性知识和收购整合为用例，不等已经完成并购、获授权录制或实测自动化。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31378" + "YC-E-31378", + "ENTERPRISE3-CAT-YC31378" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：从日常工具记录工作步骤、例外及知识，构建操作手册并自动化流程。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Enterprise", "Automation", "Operations", "AI" - ] + ], + "businessModel": "流程知识及自动化软件；席位、运行、集成与实施待拆" }, { "id": "YC31380", @@ -18139,24 +18183,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Autonomous research agents for R&D and applied science", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为研发及知识工作提供自主研究、测试和迭代辅助，产品范围待核。", + "buyer": "研发及知识工作团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "当前描述广泛暂留通用研究，不按愿景推新模型或单一科学行业。旧Salesgraph销售辅助分期；官网本次不可读，未核无人在环能力。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31408" + "YC-E-31408", + "ENTERPRISE3-CAT-YC31408", + "ENTERPRISE3-ANTINUOUS-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为研发及知识工作提供自主研究、测试和迭代辅助，产品范围待核。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "AI" - ] + ], + "businessModel": "研究Agent软件或服务；任务、算力及专家交付待核" }, { "id": "YC31410", @@ -18404,31 +18451,33 @@ "id": "YC31424", "name": "Lab0", "url": "https://www.ycombinator.com/companies/lab0", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 7, "location": "Bengaluru, India", - "business": "公司简介：AI FDEs to make your B2B SaaS Go Live in Days, not Months", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为B2B软件客户部署自动执行集成、配置和调优工作。", + "buyer": "B2B软件实施及售后部署团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移客户实施运营，与Unisson按同一买家划分。示例20万合同、前雇主Emergent一亿ARR不归Lab0收入或已签合同。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31424" + "YC-E-31424", + "ENTERPRISE3-CAT-YC31424" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为B2B软件客户部署自动执行集成、配置和调优工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SaaS", "B2B", "Enterprise", "AI" - ] + ], + "businessModel": "客户实施自动化加工程交付；项目、用量、平台和人力待拆" }, { "id": "YC31427", @@ -18465,26 +18514,28 @@ "year": 2026, "team": 3, "location": "Berlin, Germany", - "business": "公司简介：AI agents that interviews every employee to hand context to AI tools.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "访谈员工以识别实际流程、组织知识及自动化瓶颈。", + "buyer": "企业运营及流程改造负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留流程发现；五设计伙伴、150演示及70万融资不当收入，客户估计生产力损失不等已回收收益或公司ARR。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31428" + "YC-E-31428", + "ENTERPRISE3-CAT-YC31428" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：访谈员工以识别实际流程、组织知识及自动化瓶颈。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Robotic Process Automation", "Enterprise", "AI" - ] + ], + "businessModel": "流程发现和知识软件；访谈、席位及咨询费待核" }, { "id": "YC31430", @@ -18550,22 +18601,24 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Company brain every AI-native enterprise runs on", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接企业工具，整理文档与未记录流程，为员工及Agent提供工作知识。", + "buyer": "企业知识及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业知识；company brain不是自研基础模型证据，未经文档/代码复测，不据未记录知识主张推覆盖率。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31433" + "YC-E-31433", + "ENTERPRISE3-CAT-YC31433" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接企业工具，整理文档与未记录流程，为员工及Agent提供工作知识。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "组织知识软件；连接、席位、存储和实施费用待拆" }, { "id": "YC31436", @@ -18596,32 +18649,34 @@ "id": "YC31437", "name": "Sidekick", "url": "https://www.ycombinator.com/companies/textsidekick", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：AI agent that manages manufacturing operations over text", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过消息及设备数据处理定制制造现场知识、工单和采购任务。", + "buyer": "定制制造企业及车间团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移制造行业工作，文本和设备数据为交付接口，不等制造机器人。15%更多订单为客户效果，不归自身收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31437" + "YC-E-31437", + "ENTERPRISE3-CAT-YC31437" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过消息及设备数据处理定制制造现场知识、工单和采购任务。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SaaS", "B2B", "Manufacturing", "AI Assistant", "Industrial" - ] + ], + "businessModel": "制造运营软件；工厂、消息、任务与集成费待拆" }, { "id": "YC31440", @@ -19031,101 +19086,126 @@ "id": "YC31466", "name": "Walter", "url": "https://www.ycombinator.com/companies/walter", - "cat": "C05", + "cat": "C07", "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：AI Employee for Manufacturing Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在制造企业ERP及邮件内处理订单、采购和价格差异。", + "buyer": "制造企业后勤运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移制造运营；像员工登录与几秒处理为自述，非独立成功率，不因GUI自动化归通用开发设施。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31466" + "YC-E-31466", + "ENTERPRISE3-CAT-YC31466" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在制造企业ERP及邮件内处理订单、采购和价格差异。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "制造后勤自动化；任务、许可、系统配置和人工支持待拆" }, { "id": "YC31468", "name": "Chronicle Labs", "url": "https://www.ycombinator.com/companies/chronicle-labs", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Staging Environments for Enterprise AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业Agent记录生产事件并回测新行为，提供预发布验证环境。", + "buyer": "企业Agent开发及发布团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施；生产录制与安全改进为自述，不直接当审计或独立证明不会破坏生产。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31468" + "YC-E-31468", + "ENTERPRISE3-CAT-YC31468" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业Agent记录生产事件并回测新行为，提供预发布验证环境。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "Agent测试及回放设施；事件量、存储、运行与部署费待拆" }, { "id": "YC31470", "name": "Tasklet", "url": "https://www.ycombinator.com/companies/tasklet-2", "cat": "C05", - "year": 2025, + "year": null, "team": 8, "location": "San Francisco", - "business": "公司简介：Agents that own the work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2025年成立", + "business": "连接企业工具并持续执行报表、数据、邮件和跨应用工作。", + "buyer": "企业知识及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用工作，云沙箱写代码为交付方式。5M ARR仅自述，条款运营者为既有Shortwave主体，2025是新产品而非已证新公司；融资、估值、推荐奖金不归收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", + "cohort": "YC自述2025成立；官网明确2025为Shortwave新产品，创业/法律成立口径待核，按产品扩展对照", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网原文25/月含10000额度、100/月含40000额度；团队无席位费，一次性额度有效一年、最低25。币种、合同与确认政策待核", + "stage": "既有业务的新产品对照；有ARR自述，非已验证两年新成立公司", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31470" + "YC-E-31470", + "ENTERPRISE3-CAT-YC31470", + "ENTERPRISE3-TASKLET-HOME", + "ENTERPRISE3-TASKLET-PRICE", + "ENTERPRISE3-TASKLET-TERMS", + "ENTERPRISE3-TASKLET-LAUNCH", + "ENTERPRISE3-TASKLET-INTRO", + "ENTERPRISE3-SHORTWAVE-HISTORY" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接企业工具并持续执行报表、数据、邮件和跨应用工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "组织级订阅额度加一次性充值；模型、云执行和支持成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "现行条款Shortwave Communications Inc.运营，2025原始公告称Tasklet为独立产品，2022官方邮件业务与相同运营者形成旧业务链；精确注册、分立及收入合并范围未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读跨应用Agent、共享连接、用量计费和产品演示自述，未运行产品、阅读运行源码或核独立性能；不把全天运行与数千连接宣传当验收。", + "evidenceIds": [ + "ENTERPRISE3-CAT-YC31470", + "ENTERPRISE3-TASKLET-HOME" + ] + } }, { "id": "YC31472", "name": "Wato", "url": "https://www.ycombinator.com/companies/wato", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The control point for AI agents at work.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为团队Agent提供共享记忆、可复用工作流、工具连接及工作成果上下文。", + "buyer": "企业Agent构建及使用团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent上下文设施；聊天到知识复用不是模型训练已证实，授权、版本及实际跨Agent可用性未核。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31472" + "YC-E-31472", + "ENTERPRISE3-CAT-YC31472" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为团队Agent提供共享记忆、可复用工作流、工具连接及工作成果上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "Agent共享上下文与工具设施；连接、存储、运行及实施费待拆" }, { "id": "YC31477", @@ -19369,26 +19449,28 @@ "id": "YC31494", "name": "RASPIRE", "url": "https://www.ycombinator.com/companies/raspire", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 5, "location": "Cairo, Egypt", - "business": "公司简介：Autonomous Runtime Security", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在应用运行中监测并阻断欺诈、API滥用及安全威胁。", + "buyer": "应用开发及安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件运行安全，不与上线前扫描混为同一产品。自主、全天及无代码为自述，未测试拦截率或影响。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31494" + "YC-E-31494", + "ENTERPRISE3-CAT-YC31494" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在应用运行中监测并阻断欺诈、API滥用及安全威胁。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "应用运行时安全软件；请求、应用、部署及支持费用待拆" }, { "id": "YC31495", @@ -19475,55 +19557,62 @@ "id": "YC31498", "name": "Aster", "url": "https://www.ycombinator.com/companies/asterlab", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Automating open-ended research.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过自主研究优化推理栈，并提供模型推理API及套餐。", + "buyer": "模型推理及AI开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "官网有明确推理API报价，按当前可见商业交付移C02；自主研究另列，不据neolab直接归基础模型。644token速度和模型列表未独立核；20月费含30token额度不等利润。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31498" + "YC-E-31498", + "ENTERPRISE3-CAT-YC31498", + "ENTERPRISE3-ASTER-HOME", + "ENTERPRISE3-ASTER-INFERENCE", + "ENTERPRISE3-ASTER-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过自主研究优化推理栈，并提供模型推理API及套餐。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "推理服务和套餐额度；token成本、订阅及专用端点待拆" }, { "id": "YC31506", "name": "Tolmo", "url": "https://www.ycombinator.com/companies/tolmo", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 12, "location": "San Francisco", - "business": "公司简介：Tolmo is the AI security platform that secures every layer of cloud…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合代码、CI与云应用关系，调查及修复软件安全问题。", + "buyer": "开发、安全及云平台团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件安全，知识图谱为实现方式。全层覆盖和自主修复未测试，不把客户云资产或安全预算当收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31506" + "YC-E-31506", + "ENTERPRISE3-CAT-YC31506" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合代码、CI与云应用关系，调查及修复软件安全问题。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "DevSecOps", "Security", "AI" - ] + ], + "businessModel": "软件安全平台；代码、资产、运行及服务费待拆" }, { "id": "YC31509", @@ -19561,26 +19650,28 @@ "id": "YC31510", "name": "Auxos", "url": "https://www.ycombinator.com/companies/auxos", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Simulations of real people for market research", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "访谈真实目标客户并构建模拟受众，测试营销、产品及定价假设。", + "buyer": "市场研究、营销及产品团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移市场研究；所谓一比一客户孪生和总体级洞察未独立验证，模拟反馈不等真实购买/合同或训练数据主营。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31510" + "YC-E-31510", + "ENTERPRISE3-CAT-YC31510" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：访谈真实目标客户并构建模拟受众，测试营销、产品及定价假设。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "市场研究软件加访谈服务；受众、模拟、招募和人力费待拆" }, { "id": "YC31511", @@ -19611,32 +19702,34 @@ "id": "YC31515", "name": "Probe", "url": "https://www.ycombinator.com/companies/probe", - "cat": "C05", + "cat": "C02", "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：The Agent-Native Research Stack", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI/ML研究团队整合实验工具、历史上下文及运行可观测。", + "buyer": "模型研究及AI/ML实验团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型研究设施；个性化实验室是软件环境而非真实临床实验室，不把研究迭代提速当独立模型成绩。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31515" + "YC-E-31515", + "ENTERPRISE3-CAT-YC31515" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为AI/ML研究团队整合实验工具、历史上下文及运行可观测。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Machine Learning", "SaaS", "B2B", "Enterprise Software", "AI" - ] + ], + "businessModel": "模型实验基础设施；平台、算力编排、存储和实施费待拆" }, { "id": "YC31517", @@ -19991,30 +20084,32 @@ "id": "YC31537", "name": "Trident", "url": "https://www.ycombinator.com/companies/trident", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Autonomous offensive security agents. The best defense is offense", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为云、Web及API执行安全验证，定位可修复的软件风险。", + "buyer": "云应用及软件安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件安全测试；未运行任何攻击或验证漏洞，自动化宣传不等可授权覆盖全部环境或独立安全保证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31537" + "YC-E-31537", + "ENTERPRISE3-CAT-YC31537" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为云、Web及API执行安全验证，定位可修复的软件风险。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Security", "Cybersecurity", "AI" - ] + ], + "businessModel": "软件安全测试平台；资产、测试、运行及人工费用待拆" }, { "id": "YC31538", @@ -20024,22 +20119,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI implementation firm that maps and automates business processes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业梳理、优化并实施端到端AI流程自动化。", + "buyer": "企业流程及运营负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业通用流程改造，当前明确implementation firm；旧流程挖掘与现服务交付分期，不按纯软件估收入倍数或毛利。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31538" + "YC-E-31538", + "ENTERPRISE3-CAT-YC31538" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业梳理、优化并实施端到端AI流程自动化。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "AI流程咨询与实施服务；项目、维护、模型和人力待拆" }, { "id": "YC31539", @@ -20151,28 +20248,30 @@ "year": 2026, "team": 2, "location": "Melbourne, Australia", - "business": "公司简介：Modern automates the entire order-to-cash process for B2B companies.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动化企业订单到回款及财务团队工作。", + "buyer": "B2B企业内部财务运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业内部财务，不等只服务金融业。旧AI IT部门服务与现O2C分开；前Unmind等业务客户不归Modern。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31545" + "YC-E-31545", + "ENTERPRISE3-CAT-YC31545" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：自动化企业订单到回款及财务团队工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Finance", "B2B", "Enterprise", "Enterprise Software", "AI" - ] + ], + "businessModel": "通用财务运营软件；任务、集成、许可和人工服务待拆" }, { "id": "YC31548", @@ -20566,26 +20665,28 @@ "id": "YC31576", "name": "Akkari", "url": "https://www.ycombinator.com/companies/akkari", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Autonomous Customer Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "跟进从售前到扩展的客户承诺、问题与跨渠道工作闭环。", + "buyer": "客户成功及收入运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移客户运营；旧OrderAhead用户和BLADE12亿月交易量不归Akkari收入，执行闭环愿景不等完全无人或续费证明。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31576" + "YC-E-31576", + "ENTERPRISE3-CAT-YC31576" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：跟进从售前到扩展的客户承诺、问题与跨渠道工作闭环。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "客户运营软件；账户、渠道、任务和实施费待拆" }, { "id": "YC31591", @@ -21178,27 +21279,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI operations partner for enterprise order-to-cash", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以Agent及财务专家托管企业应收和订单到回款工作。", + "buyer": "企业内部财务及应收运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用企业财务；官网明确专属财务专家，不当纯SaaS。管理5亿以上应收为客户资产/待收款，非Rex收入或ARR，前Sequence经历单列。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32155" + "YC-E-32155", + "ENTERPRISE3-CAT-YC32155", + "ENTERPRISE3-REX-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以Agent及财务专家托管企业应收和订单到回款工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Enterprise", "Enterprise Software", "AI" - ] + ], + "businessModel": "AI托管财务服务；按成果/SLA定价，专家、人力与软件待拆" }, { "id": "YC32156", @@ -21298,29 +21402,31 @@ "id": "YC32161", "name": "Bernard", "url": "https://www.ycombinator.com/companies/bernard", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 9, "location": "New York City, NY", - "business": "公司简介：AI employees that run home appliance repair companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为家用及商用电器维修商处理沟通、派工、诊断资料及备件准备。", + "buyer": "电器维修服务企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移维修行业，包含技师备件和交接而不只前台电话。首次修复改善为自述，不当无需技师的自主维修或公司收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32161" + "YC-E-32161", + "ENTERPRISE3-CAT-YC32161" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为家用及商用电器维修商处理沟通、派工、诊断资料及备件准备。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Home Services", "AI" - ] + ], + "businessModel": "行业维修运营软件；工单、通话、数据及专家支持待拆" }, { "id": "YC32162", @@ -21946,32 +22052,35 @@ "id": "YC32206", "name": "DeepReach Inc.", "url": "https://www.ycombinator.com/companies/deepreach-inc", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Network for Physical AI Data Business", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以采集硬件和本地合作网络提供真实工作场景的机器人训练数据。", + "buyer": "机器人及物理AI模型训练团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按售出数据及质量管线移模型数据设施；475设备、100伙伴及15万片段是采集规模，未来一万设备不是已交付。旧HireIO1500万年收入不归DeepReach；官网403。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32206" + "YC-E-32206", + "ENTERPRISE3-CAT-YC32206", + "ENTERPRISE3-DEEPREACH-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以采集硬件和本地合作网络提供真实工作场景的机器人训练数据。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Hardware", "Machine Learning", "Robotics", "Computer Vision", "AI" - ] + ], + "businessModel": "训练数据网络加设备；数据授权、采集报酬、硬件与净费待拆" }, { "id": "YC32220", @@ -22812,26 +22921,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Organizing company knowledge", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "维护个人及团队的任务、知识、事项和工作上下文并执行任务。", + "buyer": "个人知识工作者及企业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按工作与团队知识暂留C05，个人切入和企业发展阶段分开；自更新套件及自主行动未核，不从productivity suite推付费收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32588" + "YC-E-32588", + "ENTERPRISE3-CAT-YC32588" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：维护个人及团队的任务、知识、事项和工作上下文并执行任务。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Generative AI", "AI", "AI Assistant" - ] + ], + "businessModel": "工作知识和执行软件；个人/团队订阅、同步及模型成本待拆" }, { "id": "YC32617", @@ -22988,32 +23099,34 @@ "id": "YC32623", "name": "Omanta", "url": "https://www.ycombinator.com/companies/omanta", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：A research lab for one", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为复杂病例组织个体化科研、资料整合和临床协作支持。", + "buyer": "复杂病例患者及其临床团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移专业医疗研究服务；完整人员与组织基础设施为交付一部分，不当纯AI软件。无临床疗效或收入核验，不把研究路线图当诊疗结果。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32623" + "YC-E-32623", + "ENTERPRISE3-CAT-YC32623" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为复杂病例组织个体化科研、资料整合和临床协作支持。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Digital Health", "Healthcare", "Health & Wellness", "Oncology", "AI" - ] + ], + "businessModel": "患者研究及专业服务；项目、检测、物流和专家费用待拆" }, { "id": "YC32624", @@ -23077,30 +23190,32 @@ "id": "YC32627", "name": "Tenor", "url": "https://www.ycombinator.com/companies/tenor", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Infrastructure for building and scaling AI-native businesses.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供企业Agent工作执行、决策记录、治理及反馈优化的全栈设施。", + "buyer": "构建AI业务及Agent工作流的团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施；前雇主模型带来10亿收入属履历，不归Tenor，负责商业成果主张不等结果费合同已签。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32627" + "YC-E-32627", + "ENTERPRISE3-CAT-YC32627" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供企业Agent工作执行、决策记录、治理及反馈优化的全栈设施。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Automation", "AI" - ] + ], + "businessModel": "Agent运行治理设施；平台、运行、存储和实施费待拆" }, { "id": "YC32649", @@ -24086,30 +24201,32 @@ "id": "YC33052", "name": "Mireye", "url": "https://www.ycombinator.com/companies/mireye", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Search Engine for the Physical World", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以API及MCP向Agent提供地理、设施、人口及政策上下文。", + "buyer": "构建现实世界数据应用的Agent开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent数据设施；覆盖地球愿景不等完整数据，前Poker Pit25万ARR不归Mireye，地理信号不等机器人自主控制交付。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33052" + "YC-E-33052", + "ENTERPRISE3-CAT-YC33052" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以API及MCP向Agent提供地理、设施、人口及政策上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Geographic Information System", "AI", "Location-based" - ] + ], + "businessModel": "Agent领域数据接口；查询、数据许可和更新成本待拆" }, { "id": "YC33053", @@ -24265,30 +24382,32 @@ "id": "YC33111", "name": "Skymerse", "url": "https://www.ycombinator.com/companies/skymerse", - "cat": "C05", + "cat": "C07", "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：Autopilot for Flight Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为航空运行规划与监控提供资料解释及决策辅助。", + "buyer": "航空运行中心、飞行员及航空专业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移航空行业应用；Notamify已有采用与未来驾驶舱全系统分开，autopilot标题不等已控制飞机或获适航批准。千名用户不等付费客户或收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33111" + "YC-E-33111", + "ENTERPRISE3-CAT-YC33111" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为航空运行规划与监控提供资料解释及决策辅助。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Airlines", "Aerospace", "AI" - ] + ], + "businessModel": "航空运行软件及专用模型；账户、用量、部署和支持费待拆" }, { "id": "YC33177", @@ -24390,25 +24509,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that run your business.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为创业者以Agent执行获客、交付及持续经营任务。", + "buyer": "创业者及小企业经营者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留综合经营工作；百人公司比喻不当团队数，创始人此前Branch一亿ARR不归Dock，不把创业愿景当独立盈利或全自动。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33248" + "YC-E-33248", + "ENTERPRISE3-CAT-YC33248" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为创业者以Agent执行获客、交付及持续经营任务。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "通用企业Agent软件；运行、平台、服务和人力费待拆" }, { "id": "YC33250", @@ -24829,32 +24950,34 @@ "id": "YC33348", "name": "Autoresearch, Inc.", "url": "https://www.ycombinator.com/companies/autoresearch-inc", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Autoresearch as a service: we solve your hardest measurable problems", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "针对可衡量任务组织模型后训练、实验、算力与统计验证。", + "buyer": "模型及Agent训练研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型训练设施，包含SFT和持续学习，不因调prompt就归通用工作。旧hiloop发布分期；最佳改进是公司交付主张，未独立验证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33348" + "YC-E-33348", + "ENTERPRISE3-CAT-YC33348" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：针对可衡量任务组织模型后训练、实验、算力与统计验证。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "Machine Learning", "Reinforcement Learning", "Infrastructure", "AI" - ] + ], + "businessModel": "模型研究优化服务；项目、算力、托管与专家费用待拆" }, { "id": "YC33349", @@ -25390,58 +25513,62 @@ "id": "YC34530", "name": "Theo", "url": "https://www.ycombinator.com/companies/theo", - "cat": "C05", + "cat": "C06", "year": 2026, "team": null, "location": "New York City, NY", - "business": "公司简介：The site-builder and engine that gets your business found.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小企业建站并持续依据搜索数据更新内容和获客页面。", + "buyer": "小企业营销及经营者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按持续获客闭环移营销运营，初始建站是交付环节。69.99月费是报价，前Endgrate10万年收入排除，不由网站价值或访问量推自身ARR。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34530" + "YC-E-34530", + "ENTERPRISE3-CAT-YC34530" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小企业建站并持续依据搜索数据更新内容和获客页面。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SMB", "SEO", "AI" - ] + ], + "businessModel": "建站加搜索增长软件；月订阅、内容、模型和维护待拆" }, { "id": "YC34597", "name": "Sentient OS", "url": "https://www.ycombinator.com/companies/sentient-os", - "cat": "C05", + "cat": "C09", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：On-device AI that knows your entire life and does your work overnight.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在个人Mac上整理邮件、文件及生活上下文，起草回复和辅助跨应用工作。", + "buyer": "个人Mac用户，兼企业试用团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按个人生活上下文和Mac体验移个人应用，30企业使用不自动代表企业主业。4000alpha用户和百万融资不是收入，开源/LiteRT-LM fork未开源码核查，端上不等零成本或绝对隐私。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34597" + "YC-E-34597", + "ENTERPRISE3-CAT-YC34597" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在个人Mac上整理邮件、文件及生活上下文，起草回复和辅助跨应用工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Productivity", "AI" - ] + ], + "businessModel": "个人端助手软件；许可、订阅、设备及支持费待拆" }, { "id": "YC34629", @@ -25657,25 +25784,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Superagent for Deployment Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为部署团队依据客户发现、业务目标和历史部署生成定制工作框架。", + "buyer": "部署团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "简介短且官网缺失，暂留企业通用工作；AGI称呼不等已证模型研究或独立能力，客户与当前可用性留缺。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34895" + "YC-E-34895", + "ENTERPRISE3-CAT-YC34895" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为部署团队依据客户发现、业务目标和历史部署生成定制工作框架。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "部署辅助软件或服务；具体交付、收费及人力待核" }, { "id": "YC34896", @@ -25861,31 +25990,33 @@ "id": "YC35126", "name": "Armorer Labs", "url": "https://www.ycombinator.com/companies/armorer-labs", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Continuous security verification for AI agents in regulated industries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "测试企业Agent安全并对生产动作进行检测、暂停或放行。", + "buyer": "受监管企业Agent开发及安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施，具体控制Agent运行而非通用合规。22%更准/88倍更快及六基准为自测，未核成绩；AWS十万客户是旧雇主项目，不归Armorer。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35126" + "YC-E-35126", + "ENTERPRISE3-CAT-YC35126" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：测试企业Agent安全并对生产动作进行检测、暂停或放行。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "DevSecOps", "Cybersecurity", "AI" - ] + ], + "businessModel": "Agent安全验证和运行守卫设施；动作、部署和专家支持费待拆" }, { "id": "YC35128", @@ -26221,29 +26352,31 @@ "id": "YC35291", "name": "Elimentary", "url": "https://www.ycombinator.com/companies/elimentary", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Agents that run middle/back-office operations for Private Capital", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私募资本管理人处理结构化信贷及投后中后台工作。", + "buyer": "私募资本及结构化信贷管理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移金融专业应用；客户每年节省15万、20小时到30分钟为自述，不归Elimentary收入，AUM不当公司资产或ARR。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35291" + "YC-E-35291", + "ENTERPRISE3-CAT-YC35291" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为私募资本管理人处理结构化信贷及投后中后台工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "FinOps", "Enterprise" - ] + ], + "businessModel": "金融行业运营软件；基金、任务、数据及服务费待拆" }, { "id": "YC35292", @@ -26408,25 +26541,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Maps what employees do and what it costs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "梳理员工工作及对应成本，具体产品范围待核。", + "buyer": "企业运营及流程负责人，待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "主营仅一句，暂留企业通用流程分析；映射成本不等已节省成本，不据短简介推实际客户、AI作用或收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35393" + "YC-E-35393", + "ENTERPRISE3-CAT-YC35393" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：梳理员工工作及对应成本，具体产品范围待核。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Enterprise", "AI" - ] + ], + "businessModel": "流程及成本分析软件或服务；收费与实施待核" }, { "id": "YC35395", @@ -26612,32 +26747,34 @@ "id": "YC35553", "name": "0.security", "url": "https://www.ycombinator.com/companies/0security", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The autonomous cybersecurity team", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为开发团队及企业验证软件风险并协助修复，含云产品和部署式工具。", + "buyer": "软件开发、安全及关键设施团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件安全；云/开源部署双线分开，未查源码或核漏洞，三十亿设备是涉及软件覆盖不是客户数或收入。EY等采用仍自述。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35553" + "YC-E-35553", + "ENTERPRISE3-CAT-YC35553" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为开发团队及企业验证软件风险并协助修复，含云产品和部署式工具。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Open Source", "Cybersecurity", "Enterprise", "Defense" - ] + ], + "businessModel": "软件安全平台加部署服务；仓库、测试、运行和人工费待拆" }, { "id": "YC35587", @@ -27094,31 +27231,33 @@ "id": "YC36147", "name": "Reconero", "url": "https://www.ycombinator.com/companies/reconero", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Reconero helps police officers automate their workflows with AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "帮助执法人员整理报告、表格及行政分析。", + "buyer": "执法机构行政与记录团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移行业工作；40%文书工时是问题描述，不代表已核节省，未独立核产品功能或合同。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36147" + "YC-E-36147", + "ENTERPRISE3-CAT-YC36147" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：帮助执法人员整理报告、表格及行政分析。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SaaS", "GovTech", "Data Visualization", "AI" - ] + ], + "businessModel": "行业行政软件；机构、席位、文档和实施费待拆" }, { "id": "YC36180", @@ -27798,30 +27937,32 @@ "id": "YC37005", "name": "Verdun", "url": "https://www.ycombinator.com/companies/verdun", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 6, "location": "Los Angeles, CA", - "business": "公司简介：The world's most advanced security monitoring service", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过AI视频预筛及人工操作员完成安防监控和升级调度。", + "buyer": "场地安防客户及监控服务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移行业监控服务；明确专业人工操作员，不当全无人SaaS。传统20分钟排队是问题陈述，不等现时响应实测或已确认安全保证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37005" + "YC-E-37005", + "ENTERPRISE3-CAT-YC37005" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过AI视频预筛及人工操作员完成安防监控和升级调度。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Machine Learning", "Computer Vision", "AI" - ] + ], + "businessModel": "AI加人工安防监控服务；站点、视频、值守与响应成本待拆" }, { "id": "YC37038", @@ -28390,30 +28531,32 @@ "id": "YC37896", "name": "Aucert", "url": "https://www.ycombinator.com/companies/aucert", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：A team of expert AI agents that test mobile apps on their own.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为移动应用执行功能、可访问性及应用商店政策测试。", + "buyer": "移动软件开发和QA团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件开发验证；性能和安全测试仍为下一步，不当已交付能力。数小时完成为自述，未实际运行产品或核商店认可。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37896" + "YC-E-37896", + "ENTERPRISE3-CAT-YC37896" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为移动应用执行功能、可访问性及应用商店政策测试。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "B2B", "AI" - ] + ], + "businessModel": "软件测试Agent平台；测试、设备运行、许可及服务费待拆" }, { "id": "YC37995", @@ -28584,30 +28727,32 @@ "id": "YC38226", "name": "Wondersearch", "url": "https://www.ycombinator.com/companies/wondersearch", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Instant semantic search over your data without embeddings.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过自研搜索模型与API/MCP为Agent提供语义数据检索。", + "buyer": "Agent及AI产品开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent检索设施，Evokoa Inc.为公开描述运营者，法律登记待核。自研模型是检索实现，未据此归基础模型；无embedding/摄取主张及无限数据范围未复测。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-38226" + "YC-E-38226", + "ENTERPRISE3-CAT-YC38226" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过自研搜索模型与API/MCP为Agent提供语义数据检索。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "Infrastructure", "AI" - ] + ], + "businessModel": "托管搜索接口，按查询收费；数据、模型和服务成本待拆" }, { "id": "YC38391", @@ -34641,6 +34786,111 @@ "bound": "=", "comparisonGroup": null, "evidence": "ENTERPRISE2-CAT-YC30877" + }, + { + "id": "ENTERPRISE3-O-TASKLET", + "company": "YC31470", + "name": "Tasklet", + "kind": "5M ARR自述", + "value": 5000000, + "unit": "原文$，币种待核", + "timing": "发布展示2026-04-07；年初以来增长，准确财务截至日未给", + "scope": "Tasklet产品或Shortwave主体合并范围待核", + "selection": "crosscheck", + "reason": "与既有Shortwave主体及2022业务关联，2025为产品发布，不将该ARR用于两年新公司同期比较；订阅、充值及实耗底账未核", + "evidence": "ENTERPRISE3-TASKLET-LAUNCH", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-AVOICE-PROJECTS", + "company": "YC31121", + "name": "Avoice", + "kind": "客户建筑项目价值", + "value": 300000000, + "unit": "原文$，币种待核", + "timing": "2026-02-11及03-08发布；项目统计截至日未给", + "scope": "客户在平台管理的建筑项目价值，非Avoice收入", + "selection": "excluded", + "reason": "项目预算不是平台软件收费，不推抽成、MRR或ARR", + "evidence": "ENTERPRISE3-CAT-YC31121", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-AVOICE-OLD-ARR", + "company": "YC31121", + "name": "Avoice", + "kind": "创始人此前教育项目ARR", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2026-03-08发布中的历史经历；实际经营日未给", + "scope": "创始人此前教育创业，非Avoice收入", + "selection": "excluded", + "reason": "创始人旧教育业务及涂料公司业绩均排除，不按新公司继承收入", + "evidence": "ENTERPRISE3-CAT-YC31121", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-ROBBY-CLIENT", + "company": "YC31201", + "name": "Robby", + "kind": "客户新增业务自述", + "value": 40000, + "unit": "原文$，币种待核", + "timing": "2026-02-11发布称上线首日一小时内；财务确认未给", + "scope": "家庭服务客户成交或新业务，非Robby收入", + "selection": "excluded", + "reason": "客户成果及每周六位数销售机会不当软件收入；无单价不从付费客户数推MRR", + "evidence": "ENTERPRISE3-CAT-YC31201", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-REX-AR", + "company": "YC32155", + "name": "Rex", + "kind": "管理的客户应收款", + "value": 500000000, + "unit": "原文$，币种待核", + "timing": "当前YC简介；应收余额截至日未给", + "scope": "客户应收资产或待收款，非Rex收入", + "selection": "excluded", + "reason": "托管应收及客户回款不是平台收入，按成果/SLA收费率和确认政策未核，不反推ARR", + "evidence": "ENTERPRISE3-CAT-YC32155", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-DEEPREACH-OLD", + "company": "YC32206", + "name": "DeepReach Inc.", + "kind": "创始人此前HireIO年收入", + "value": 15000000, + "unit": "币种未注明", + "timing": "2026-08-13发布中的此前经历；实际会计期未给", + "scope": "此前HireIO业务，非DeepReach收入", + "selection": "excluded", + "reason": "前业务年收入不转移给新数据网络；数据采集量、伙伴报酬及设备不等公司净收入", + "evidence": "ENTERPRISE3-CAT-YC32206", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-ELIMENTARY-SAVING", + "company": "YC35291", + "name": "Elimentary", + "kind": "客户年度成本节省自述", + "value": 150000, + "unit": "原文$，币种待核", + "timing": "当前YC简介估计年节省；实际期间未给", + "scope": "客户人工成本节省，非Elimentary收入", + "selection": "excluded", + "reason": "20小时减至30分钟及15万节省不是软件收费或ARR；未核客户实际工资及独立效果", + "evidence": "ENTERPRISE3-CAT-YC35291", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -55521,6 +55771,831 @@ "kind": "公司官方资料", "summary": "公开LICENSE可读，为Apache 2.0，署名2026 Freya Voice AI。", "limitation": "许可文本与开放材料可访问不等所有数据权利、闭源模型许可或第三方依赖已完整审查。" + }, + { + "id": "ENTERPRISE3-CAT-YC30972", + "companyId": "YC30972", + "title": "Jarmin企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/jarmin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业多类岗位执行任务，连接数据及业务系统。 保留通用岗位交付；旧ML工程师切入与现多岗位分开，前雇主及20万招聘成本不是自身规模或收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31089", + "companyId": "YC31089", + "title": "Lance企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/lance", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为酒店处理电话、销售、客人请求及软件内操作。 以电话与销售运营归C06；50酒店及品牌为采用自述，非付费数或收入。CUA为实现方式，不归通用Agent设施，官网本次403。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31107", + "companyId": "YC31107", + "title": "BaseFrame企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/baseframe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以桌面历史工作资料发现团队可自动化的流程，并交给其他工具执行。 保留流程发现；本地模型及隐私为自述，旧Clam语义防火墙、硬件设计发布分开，不当现交付或独立性能。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31109", + "companyId": "YC31109", + "title": "Beacon Health企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/beacon-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在基层医疗EHR中处理预防筛查、授权、转诊及风险编码工作。 移行业医疗工作；翻倍客户诊所收入、覆盖两亿美国人等不归Beacon收入或实际患者数。W26批次不改2025成立快照。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31121", + "companyId": "YC31121", + "title": "Avoice企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/avoice", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为建筑事务所管理项目、规格文书、质量检查及施工阶段文件。 移建筑专业工作；3亿项目价值非公司收入，创始人旧涂料1500万及教育项目100万ARR排除，客户数百人规模不当本公司团队。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31133", + "companyId": "YC31133", + "title": "Skillsync企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/skillsync", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "检索及转移不同编码Agent的会话历史和工具上下文。 移Agent设施；号称完整携带推理及所有工具记录未独立测，txcript开源声明本轮未开源码，不提升技术等级。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31138", + "companyId": "YC31138", + "title": "Aemon企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/aemon", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在企业代码及研究上下文中定义评估、运行实验并优化算法和技术方案。 按代码及实验优化交付归软件研发；官网含工程师共建评估，不当纯无人SaaS。圆堆积世界纪录及小于10美元算力是自述，未核解或复测，不是收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31139", + "companyId": "YC31139", + "title": "Ashr企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/ashr", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供企业开放权重模型的后训练、托管、可观测及持续学习平台。 移模型基础设施，旧Agent生产环境模拟发布分开。降低token成本不是公司收入，不因自建模型平台就认定出售基础模型。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31149", + "companyId": "YC31149", + "title": "EigenPal企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/eigenpal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "处理多行业文档提取和工作流，支持云及本地部署。 保留通用文档任务；KYC/贷款为用例而非金融行业唯一业务。两家欧洲银行采用自述不等付费或收入，团队缺失继续未知。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31166", + "companyId": "YC31166", + "title": "Unisson企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/unisson", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为客户部署团队提供产品知识及辅助实施、上线和健康核查。 移客户交付运营；20分钟学会任何产品、24小时及节约工时为自述，未验证通用性，不据custom integrations归编码主业。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31172", + "companyId": "YC31172", + "title": "Terminal Use企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/terminal-use", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为运营密集企业梳理并重建流程，以Agent、现有系统和人工控制点交付。 保留跨行业流程改造，官网明确先流程审核及重建，不视作纯软件订阅。前雇主部署经验不自动计入当前客户、收入或团队。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31185", + "companyId": "YC31185", + "title": "Chamber企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/chamber", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "监控模型训练基础设施，定位故障并优化跨云AI工作负载。 移模型基础设施运维；节省GPU浪费、工程师时间及行业2400亿浪费不是自身收入，未独立核自动修复或云权限。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31189", + "companyId": "YC31189", + "title": "Revion企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/revion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为汽车零售技师自动处理行政工作，辅助服务车间运营。 移汽车运营；30至40%工时及客户高毛利收入为效果自述，不归Revion收入，不等已无人维修。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31201", + "companyId": "YC31201", + "title": "Robby企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/robby", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合技师到访和客户数据发现家政维修销售机会，辅助跟进成交。 移销售运营；40k新业务和每周六位数机会是客户成果/管线，非Robby收入。若干付费客户无合同单价不推MRR，考试备考不当已获认证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31211", + "companyId": "YC31211", + "title": "Sazabi企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/sazabi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合生产日志与代码调查异常，向工程师和编码Agent提供排障上下文。 移软件开发运维；官网日志示例不是实际客户事件或独立性能。投资者所在公司标志不等付费客户，合规标志未核原报告。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31221", + "companyId": "YC31221", + "title": "Netter企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/netter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业整合分散数据，配置分析、催收及客户细分工作。 保留跨行业数据工作；养老和零售是例子，不混成单一行业。客户催收金额和促销收益不当Netter收入，P26不改成立快照。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31318", + "companyId": "YC31318", + "title": "Databuddy企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/databuddy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "调查产品转化、用户挫折和流失数据并提供分析。 保留企业分析；转化和客户产品问题不是公司收入，安装一步与实时洞察为自述，未核归因准确率。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31352", + "companyId": "YC31352", + "title": "Marker企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/marker", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "由前置部署工程师辅助企业发现并实施Agent流程。 保留跨企业改造服务；平台复用不等已实现SaaS毛利，创始人Drapr出售及Gap旧经历不归Marker收入或客户。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31360", + "companyId": "YC31360", + "title": "LightSprint企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/lightsprint", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "让产品团队规划、预览并用云编码Agent交付软件。 移软件开发；非工程师是使用者而非企业通用分类依据，前雇主资产规模和经历不归LightSprint收入或资产。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31378", + "companyId": "YC31378", + "title": "GodHands企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/godhands", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "从日常工具记录工作步骤、例外及知识，构建操作手册并自动化流程。 保留通用工作；捕获隐性知识和收购整合为用例，不等已经完成并购、获授权录制或实测自动化。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31408", + "companyId": "YC31408", + "title": "Antinuous企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/antinuous", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为研发及知识工作提供自主研究、测试和迭代辅助，产品范围待核。 当前描述广泛暂留通用研究，不按愿景推新模型或单一科学行业。旧Salesgraph销售辅助分期；官网本次不可读，未核无人在环能力。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31424", + "companyId": "YC31424", + "title": "Lab0企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/lab0", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为B2B软件客户部署自动执行集成、配置和调优工作。 移客户实施运营，与Unisson按同一买家划分。示例20万合同、前雇主Emergent一亿ARR不归Lab0收入或已签合同。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31428", + "companyId": "YC31428", + "title": "Ontora企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/ontora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "访谈员工以识别实际流程、组织知识及自动化瓶颈。 保留流程发现；五设计伙伴、150演示及70万融资不当收入，客户估计生产力损失不等已回收收益或公司ARR。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31433", + "companyId": "YC31433", + "title": "Savant企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/savant", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接企业工具，整理文档与未记录流程，为员工及Agent提供工作知识。 保留企业知识；company brain不是自研基础模型证据，未经文档/代码复测，不据未记录知识主张推覆盖率。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31437", + "companyId": "YC31437", + "title": "Sidekick企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/textsidekick", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过消息及设备数据处理定制制造现场知识、工单和采购任务。 移制造行业工作，文本和设备数据为交付接口，不等制造机器人。15%更多订单为客户效果，不归自身收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31466", + "companyId": "YC31466", + "title": "Walter企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/walter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在制造企业ERP及邮件内处理订单、采购和价格差异。 移制造运营；像员工登录与几秒处理为自述，非独立成功率，不因GUI自动化归通用开发设施。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31468", + "companyId": "YC31468", + "title": "Chronicle Labs企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/chronicle-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业Agent记录生产事件并回测新行为，提供预发布验证环境。 移Agent设施；生产录制与安全改进为自述，不直接当审计或独立证明不会破坏生产。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31470", + "companyId": "YC31470", + "title": "Tasklet企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/tasklet-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接企业工具并持续执行报表、数据、邮件和跨应用工作。 保留通用工作，云沙箱写代码为交付方式。5M ARR仅自述，条款运营者为既有Shortwave主体，2025是新产品而非已证新公司；融资、估值、推荐奖金不归收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31472", + "companyId": "YC31472", + "title": "Wato企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/wato", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为团队Agent提供共享记忆、可复用工作流、工具连接及工作成果上下文。 移Agent上下文设施；聊天到知识复用不是模型训练已证实，授权、版本及实际跨Agent可用性未核。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31494", + "companyId": "YC31494", + "title": "RASPIRE企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/raspire", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在应用运行中监测并阻断欺诈、API滥用及安全威胁。 移软件运行安全，不与上线前扫描混为同一产品。自主、全天及无代码为自述，未测试拦截率或影响。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31498", + "companyId": "YC31498", + "title": "Aster企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/asterlab", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过自主研究优化推理栈，并提供模型推理API及套餐。 官网有明确推理API报价，按当前可见商业交付移C02；自主研究另列，不据neolab直接归基础模型。644token速度和模型列表未独立核；20月费含30token额度不等利润。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31506", + "companyId": "YC31506", + "title": "Tolmo企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/tolmo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合代码、CI与云应用关系，调查及修复软件安全问题。 移软件安全，知识图谱为实现方式。全层覆盖和自主修复未测试，不把客户云资产或安全预算当收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31510", + "companyId": "YC31510", + "title": "Auxos企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/auxos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "访谈真实目标客户并构建模拟受众，测试营销、产品及定价假设。 移市场研究；所谓一比一客户孪生和总体级洞察未独立验证，模拟反馈不等真实购买/合同或训练数据主营。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31515", + "companyId": "YC31515", + "title": "Probe企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/probe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为AI/ML研究团队整合实验工具、历史上下文及运行可观测。 移模型研究设施；个性化实验室是软件环境而非真实临床实验室，不把研究迭代提速当独立模型成绩。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31537", + "companyId": "YC31537", + "title": "Trident企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/trident", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为云、Web及API执行安全验证，定位可修复的软件风险。 移软件安全测试；未运行任何攻击或验证漏洞，自动化宣传不等可授权覆盖全部环境或独立安全保证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31538", + "companyId": "YC31538", + "title": "flowscope企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/flowscope", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业梳理、优化并实施端到端AI流程自动化。 保留企业通用流程改造，当前明确implementation firm；旧流程挖掘与现服务交付分期，不按纯软件估收入倍数或毛利。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31545", + "companyId": "YC31545", + "title": "Modern企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/modern", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "自动化企业订单到回款及财务团队工作。 保留企业内部财务，不等只服务金融业。旧AI IT部门服务与现O2C分开；前Unmind等业务客户不归Modern。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31576", + "companyId": "YC31576", + "title": "Akkari企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/akkari", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "跟进从售前到扩展的客户承诺、问题与跨渠道工作闭环。 移客户运营；旧OrderAhead用户和BLADE12亿月交易量不归Akkari收入，执行闭环愿景不等完全无人或续费证明。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32155", + "companyId": "YC32155", + "title": "Rex企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/rex-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以Agent及财务专家托管企业应收和订单到回款工作。 保留通用企业财务；官网明确专属财务专家，不当纯SaaS。管理5亿以上应收为客户资产/待收款，非Rex收入或ARR，前Sequence经历单列。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32161", + "companyId": "YC32161", + "title": "Bernard企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/bernard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为家用及商用电器维修商处理沟通、派工、诊断资料及备件准备。 移维修行业，包含技师备件和交接而不只前台电话。首次修复改善为自述，不当无需技师的自主维修或公司收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32206", + "companyId": "YC32206", + "title": "DeepReach Inc.企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/deepreach-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以采集硬件和本地合作网络提供真实工作场景的机器人训练数据。 按售出数据及质量管线移模型数据设施；475设备、100伙伴及15万片段是采集规模，未来一万设备不是已交付。旧HireIO1500万年收入不归DeepReach；官网403。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32588", + "companyId": "YC32588", + "title": "Almanac企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/almanac", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "维护个人及团队的任务、知识、事项和工作上下文并执行任务。 按工作与团队知识暂留C05，个人切入和企业发展阶段分开；自更新套件及自主行动未核，不从productivity suite推付费收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32623", + "companyId": "YC32623", + "title": "Omanta企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/omanta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为复杂病例组织个体化科研、资料整合和临床协作支持。 移专业医疗研究服务；完整人员与组织基础设施为交付一部分，不当纯AI软件。无临床疗效或收入核验，不把研究路线图当诊疗结果。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32627", + "companyId": "YC32627", + "title": "Tenor企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/tenor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供企业Agent工作执行、决策记录、治理及反馈优化的全栈设施。 移Agent设施；前雇主模型带来10亿收入属履历，不归Tenor，负责商业成果主张不等结果费合同已签。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33052", + "companyId": "YC33052", + "title": "Mireye企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/mireye", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以API及MCP向Agent提供地理、设施、人口及政策上下文。 移Agent数据设施；覆盖地球愿景不等完整数据，前Poker Pit25万ARR不归Mireye，地理信号不等机器人自主控制交付。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33111", + "companyId": "YC33111", + "title": "Skymerse企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/skymerse", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为航空运行规划与监控提供资料解释及决策辅助。 移航空行业应用；Notamify已有采用与未来驾驶舱全系统分开，autopilot标题不等已控制飞机或获适航批准。千名用户不等付费客户或收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33248", + "companyId": "YC33248", + "title": "Dock企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/dock", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为创业者以Agent执行获客、交付及持续经营任务。 保留综合经营工作；百人公司比喻不当团队数，创始人此前Branch一亿ARR不归Dock，不把创业愿景当独立盈利或全自动。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33348", + "companyId": "YC33348", + "title": "Autoresearch, Inc.企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/autoresearch-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "针对可衡量任务组织模型后训练、实验、算力与统计验证。 移模型训练设施，包含SFT和持续学习，不因调prompt就归通用工作。旧hiloop发布分期；最佳改进是公司交付主张，未独立验证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC34530", + "companyId": "YC34530", + "title": "Theo企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/theo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为小企业建站并持续依据搜索数据更新内容和获客页面。 按持续获客闭环移营销运营，初始建站是交付环节。69.99月费是报价，前Endgrate10万年收入排除，不由网站价值或访问量推自身ARR。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC34597", + "companyId": "YC34597", + "title": "Sentient OS企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/sentient-os", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在个人Mac上整理邮件、文件及生活上下文，起草回复和辅助跨应用工作。 按个人生活上下文和Mac体验移个人应用，30企业使用不自动代表企业主业。4000alpha用户和百万融资不是收入，开源/LiteRT-LM fork未开源码核查，端上不等零成本或绝对隐私。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC34895", + "companyId": "YC34895", + "title": "OpenScaffold企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/openscaffold", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为部署团队依据客户发现、业务目标和历史部署生成定制工作框架。 简介短且官网缺失，暂留企业通用工作；AGI称呼不等已证模型研究或独立能力，客户与当前可用性留缺。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35126", + "companyId": "YC35126", + "title": "Armorer Labs企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/armorer-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "测试企业Agent安全并对生产动作进行检测、暂停或放行。 移Agent设施，具体控制Agent运行而非通用合规。22%更准/88倍更快及六基准为自测，未核成绩；AWS十万客户是旧雇主项目，不归Armorer。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35291", + "companyId": "YC35291", + "title": "Elimentary企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/elimentary", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为私募资本管理人处理结构化信贷及投后中后台工作。 移金融专业应用；客户每年节省15万、20小时到30分钟为自述，不归Elimentary收入，AUM不当公司资产或ARR。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35393", + "companyId": "YC35393", + "title": "Plek企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/plek", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "梳理员工工作及对应成本，具体产品范围待核。 主营仅一句，暂留企业通用流程分析；映射成本不等已节省成本，不据短简介推实际客户、AI作用或收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35553", + "companyId": "YC35553", + "title": "0.security企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/0security", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为开发团队及企业验证软件风险并协助修复，含云产品和部署式工具。 移软件安全；云/开源部署双线分开，未查源码或核漏洞，三十亿设备是涉及软件覆盖不是客户数或收入。EY等采用仍自述。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC36147", + "companyId": "YC36147", + "title": "Reconero企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/reconero", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "帮助执法人员整理报告、表格及行政分析。 移行业工作；40%文书工时是问题描述，不代表已核节省，未独立核产品功能或合同。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC37005", + "companyId": "YC37005", + "title": "Verdun企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/verdun", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过AI视频预筛及人工操作员完成安防监控和升级调度。 移行业监控服务；明确专业人工操作员，不当全无人SaaS。传统20分钟排队是问题陈述，不等现时响应实测或已确认安全保证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC37896", + "companyId": "YC37896", + "title": "Aucert企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/aucert", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为移动应用执行功能、可访问性及应用商店政策测试。 移软件开发验证；性能和安全测试仍为下一步，不当已交付能力。数小时完成为自述，未实际运行产品或核商店认可。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC38226", + "companyId": "YC38226", + "title": "Wondersearch企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/wondersearch", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过自研搜索模型与API/MCP为Agent提供语义数据检索。 移Agent检索设施，Evokoa Inc.为公开描述运营者，法律登记待核。自研模型是检索实现，未据此归基础模型；无embedding/摄取主张及无限数据范围未复测。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-AEMON-HOME", + "companyId": "YC31138", + "title": "Aemon技术研发与工程服务", + "url": "https://aemon.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网描述代码库内实验优化，先由工程师共建数据、指标与失败案例，再部署研究循环。", + "limitation": "圆堆积及低于10美元算力为自述；未开解文件、执行notebook或复测，示意回放不是实际产品UI。" + }, + { + "id": "ENTERPRISE3-TERMINAL-HOME", + "companyId": "YC31172", + "title": "Terminal Use流程审核及实施服务", + "url": "https://www.terminaluse.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网要求先做流程审核和改造，面向建筑、物流、制造及零售，页脚TERMINAL USE INC.。", + "limitation": "数周上线及创始人前雇主项目不能当当前公司已签收入，实施及持续人工费用待拆。" + }, + { + "id": "ENTERPRISE3-SAZABI-HOME", + "companyId": "YC31211", + "title": "Sazabi生产日志及代码排障", + "url": "https://www.sazabi.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网明确为工程团队和编码Agent连接日志与代码、排查故障并向工程工具提供上下文。", + "limitation": "演示日志、投资者名单及合规标志不是独立性能、付费客户或已取得审计报告。" + }, + { + "id": "ENTERPRISE3-LANCE-ACCESS", + "companyId": "YC31089", + "title": "Lance官网访问缺项", + "url": "https://www.lance.live/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "官网访问缺项", + "summary": "官网本次返回403，当前分类依据YC主营及相关发布节选。", + "limitation": "访问失败不当停业或不存在，不以页面标题补造产品、收入或合同。" + }, + { + "id": "ENTERPRISE3-ANTINUOUS-ACCESS", + "companyId": "YC31408", + "title": "Antinuous官网访问缺项", + "url": "https://www.antinuous.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "官网访问缺项", + "summary": "网页工具未取得官网可读响应，保留YC研究Agent当前描述和旧Salesgraph发布。", + "limitation": "不以不可读页面推断完整产品或停业；研究愿景及无人闭环待核。" + }, + { + "id": "ENTERPRISE3-DEEPREACH-ACCESS", + "companyId": "YC32206", + "title": "DeepReach官网访问缺项", + "url": "https://www.deepreach.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "官网访问缺项", + "summary": "官网本次返回403，数据网络、设备和片段量仅有YC自述。", + "limitation": "未核采集、数据权利、模型客户、实际交付或收入，硬件数量不等数据净营收。" + }, + { + "id": "ENTERPRISE3-ASTER-HOME", + "companyId": "YC31498", + "title": "Aster研究定位与商业交付", + "url": "https://www.asterlab.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网称Aster AI Labs PBC，目标自动化研究，并链接推理和套餐产品。", + "limitation": "研究方向不等可出售基础模型，自述研究成果本轮未开代码或复测，法律登记未核。" + }, + { + "id": "ENTERPRISE3-ASTER-INFERENCE", + "companyId": "YC31498", + "title": "Aster托管推理API", + "url": "https://www.asterlab.ai/inference", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网按token报价提供推理API，描述自主研究用于优化推理栈，支持API兼容调用。", + "limitation": "报价与644token每秒为公司展示，模型名称、供应商及速度未独立验证；托管其他模型不算自研基础模型。" + }, + { + "id": "ENTERPRISE3-ASTER-PRICE", + "companyId": "YC31498", + "title": "Aster订阅及token额度", + "url": "https://www.asterlab.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "套餐原文20/月含30token额度、100/月含150额度，并有企业定制端点。", + "limitation": "标价不当实收，额度补贴、token实际成本、使用率和确认政策待核，不由额度差额算毛利。" + }, + { + "id": "ENTERPRISE3-REX-HOME", + "companyId": "YC32155", + "title": "Rex专家在环的应收托管模式", + "url": "https://www.rex.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网明确财务专家参与部署及持续交付，Agent按政策处理应收工作并按成果和SLA定价。", + "limitation": "管理应收、客户回款及示例发票不是Rex收入；SLA、客户合同、人工工时和确认政策未核。" + }, + { + "id": "ENTERPRISE3-TASKLET-HOME", + "companyId": "YC31470", + "title": "Tasklet组织级Agent工作产品", + "url": "https://tasklet.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网描述连接业务工具、共享Agent与上下文，并以用量而非席位收费，含浏览器和内部应用生成功能。", + "limitation": "主页示例账单、管线、logo、免费试用均不作实际公司收入或审计；多模型、可靠性及自主交付未运行核。" + }, + { + "id": "ENTERPRISE3-TASKLET-PRICE", + "companyId": "YC31470", + "title": "Tasklet订阅额度及一次性充值", + "url": "https://tasklet.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网25月费含10000额度、100月费含40000额度，团队无额外席位费；一次性额度有效一年、最低25购买。", + "limitation": "订阅、充值、免费奖励和实际消耗分开，现金预收不等经常性收入；报价不推真实ARPA、毛利或ARR。" + }, + { + "id": "ENTERPRISE3-TASKLET-TERMS", + "companyId": "YC31470", + "title": "Tasklet运营者为Shortwave", + "url": "https://tasklet.ai/terms-of-service", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "现行条款明确Tasklet运营者为Shortwave Communications Inc.，并描述持续订阅、支付及取消。", + "limitation": "条款不是独立注册证明；不能把产品2025上线当法人或创业公司成立，不将旧业务收入自动归入新产品。" + }, + { + "id": "ENTERPRISE3-TASKLET-LAUNCH", + "companyId": "YC31470", + "title": "Tasklet公司自述5M ARR", + "url": "https://www.ycombinator.com/launches/PsX-tasklet-the-cloud-agent-os-for-knowledge-work", + "publishedAt": "2026-04-07", + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "发布正文称原文$5M ARR、年初至今增长超过1200%，另有2000万融资及1.75亿估值。", + "limitation": "页面展示2026-04-07但正文可更新，准确经营截至日、币种、经常性定义和产品/集团范围未核；融资与估值排除，不入同期比较。" + }, + { + "id": "ENTERPRISE3-TASKLET-INTRO", + "companyId": "YC31470", + "title": "Shortwave把Tasklet描述为新产品", + "url": "https://www.shortwave.com/blog/introducing-tasklet-ai-automation/", + "publishedAt": "2025-10-09", + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "2025-10-09原始公告称Tasklet是从既有Agent技术发展出的独立自动化产品，并继续投资两个产品。", + "limitation": "独立产品不等独立新公司；与现行同名运营者条款形成延续线索，但精确注册及财务合并范围未核。" + }, + { + "id": "ENTERPRISE3-SHORTWAVE-HISTORY", + "companyId": "YC31470", + "title": "2022 Shortwave业务沿革", + "url": "https://www.shortwave.com/blog/introducing-shortwave/", + "publishedAt": "2022-02-15", + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官方2022-02-15发布邮件产品，作者Andrew Lee，页面与现Tasklet条款均出现Shortwave Communications Inc.。", + "limitation": "2022产品发布不当精确法律成立日；只证明既有业务，不能将当时900万融资或Firebase经历当Tasklet收入。" } ], "reviews": [ @@ -58740,6 +59815,164 @@ "ENTERPRISE2-FREYA-LICENSE" ], "handling": "保留C06企业语音运营及模型第二业务，不按首页研究宣传推全公司基础模型。未运行模型、核首页独立榜单或评测，small与Adam V1/large分开；通话、FDE、部署和硬件成本不混作同质SaaS。" + }, + { + "id": "ENTERPRISE3-R-59", + "type": "企业通用工作剩余规则初分类复核", + "company": "原C05规则初分剩余59家公司", + "scope": "companies", + "companyIds": [ + "YC30972", + "YC31089", + "YC31107", + "YC31109", + "YC31121", + "YC31133", + "YC31138", + "YC31139", + "YC31149", + "YC31166", + "YC31172", + "YC31185", + "YC31189", + "YC31201", + "YC31211", + "YC31221", + "YC31318", + "YC31352", + "YC31360", + "YC31378", + "YC31408", + "YC31424", + "YC31428", + "YC31433", + "YC31437", + "YC31466", + "YC31468", + "YC31472", + "YC31494", + "YC31498", + "YC31506", + "YC31510", + "YC31515", + "YC31537", + "YC31538", + "YC31545", + "YC31576", + "YC32155", + "YC32161", + "YC32206", + "YC32588", + "YC32623", + "YC32627", + "YC33052", + "YC33111", + "YC33248", + "YC33348", + "YC34530", + "YC34597", + "YC34895", + "YC35126", + "YC35291", + "YC35393", + "YC35553", + "YC36147", + "YC37005", + "YC37896", + "YC38226" + ], + "summary": "59项YC当前主营及相关发布节选已读；补选定官网、产品模式与访问缺项。按通用工作、工程运维、模型/Agent设施、行业及营销等交付重新划分，Tasklet主体专项另列。", + "evidenceIds": [ + "ENTERPRISE3-CAT-YC30972", + "ENTERPRISE3-CAT-YC31089", + "ENTERPRISE3-CAT-YC31107", + "ENTERPRISE3-CAT-YC31109", + "ENTERPRISE3-CAT-YC31121", + "ENTERPRISE3-CAT-YC31133", + "ENTERPRISE3-CAT-YC31138", + "ENTERPRISE3-CAT-YC31139", + "ENTERPRISE3-CAT-YC31149", + "ENTERPRISE3-CAT-YC31166", + "ENTERPRISE3-CAT-YC31172", + "ENTERPRISE3-CAT-YC31185", + "ENTERPRISE3-CAT-YC31189", + "ENTERPRISE3-CAT-YC31201", + "ENTERPRISE3-CAT-YC31211", + "ENTERPRISE3-CAT-YC31221", + "ENTERPRISE3-CAT-YC31318", + "ENTERPRISE3-CAT-YC31352", + "ENTERPRISE3-CAT-YC31360", + "ENTERPRISE3-CAT-YC31378", + "ENTERPRISE3-CAT-YC31408", + "ENTERPRISE3-CAT-YC31424", + "ENTERPRISE3-CAT-YC31428", + "ENTERPRISE3-CAT-YC31433", + "ENTERPRISE3-CAT-YC31437", + "ENTERPRISE3-CAT-YC31466", + "ENTERPRISE3-CAT-YC31468", + "ENTERPRISE3-CAT-YC31472", + "ENTERPRISE3-CAT-YC31494", + "ENTERPRISE3-CAT-YC31498", + "ENTERPRISE3-CAT-YC31506", + "ENTERPRISE3-CAT-YC31510", + "ENTERPRISE3-CAT-YC31515", + "ENTERPRISE3-CAT-YC31537", + "ENTERPRISE3-CAT-YC31538", + "ENTERPRISE3-CAT-YC31545", + "ENTERPRISE3-CAT-YC31576", + "ENTERPRISE3-CAT-YC32155", + "ENTERPRISE3-CAT-YC32161", + "ENTERPRISE3-CAT-YC32206", + "ENTERPRISE3-CAT-YC32588", + "ENTERPRISE3-CAT-YC32623", + "ENTERPRISE3-CAT-YC32627", + "ENTERPRISE3-CAT-YC33052", + "ENTERPRISE3-CAT-YC33111", + "ENTERPRISE3-CAT-YC33248", + "ENTERPRISE3-CAT-YC33348", + "ENTERPRISE3-CAT-YC34530", + "ENTERPRISE3-CAT-YC34597", + "ENTERPRISE3-CAT-YC34895", + "ENTERPRISE3-CAT-YC35126", + "ENTERPRISE3-CAT-YC35291", + "ENTERPRISE3-CAT-YC35393", + "ENTERPRISE3-CAT-YC35553", + "ENTERPRISE3-CAT-YC36147", + "ENTERPRISE3-CAT-YC37005", + "ENTERPRISE3-CAT-YC37896", + "ENTERPRISE3-CAT-YC38226", + "ENTERPRISE3-AEMON-HOME", + "ENTERPRISE3-TERMINAL-HOME", + "ENTERPRISE3-SAZABI-HOME", + "ENTERPRISE3-LANCE-ACCESS", + "ENTERPRISE3-ANTINUOUS-ACCESS", + "ENTERPRISE3-DEEPREACH-ACCESS", + "ENTERPRISE3-ASTER-HOME", + "ENTERPRISE3-ASTER-INFERENCE", + "ENTERPRISE3-ASTER-PRICE", + "ENTERPRISE3-REX-HOME" + ], + "handling": "原C05规则初分89项现均有主营复核，短简介、跨业务及实际产品能力仍待核，不等所有企业公司深查。Rex托管含专家、Omanta含专业人员、Verdun含人工操作员；项目价值、客户节省/资产、旧公司ARR与融资排除，自述技术未提升为独立测试。" + }, + { + "id": "ENTERPRISE3-R-TASKLET", + "type": "新产品与既有主体及ARR边界复核", + "company": "Tasklet / Shortwave产品扩展对照", + "scope": "companies", + "companyIds": [ + "YC31470" + ], + "summary": "YC原2025成立发现审计保留；现行Shortwave运营条款、2025新产品公告和2022旧业务链与新公司口径不一致，当前year=null，精确法律成立及分立未核。", + "evidenceIds": [ + "ENTERPRISE3-CAT-YC31470", + "ENTERPRISE3-TASKLET-HOME", + "ENTERPRISE3-TASKLET-PRICE", + "ENTERPRISE3-TASKLET-TERMS", + "ENTERPRISE3-TASKLET-LAUNCH", + "ENTERPRISE3-TASKLET-INTRO", + "ENTERPRISE3-SHORTWAVE-HISTORY" + ], + "handling": "5M ARR仅交叉核对自述，日期、币种、充值/订阅和产品/集团范围留缺，不纳入两年新公司同期比较；20M融资、估值、Firebase经历及演示发票排除收入。目录8人和发布9人不改成已验证当前团队。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 620c144..9c34247 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-3", + "version": "2026-10-31-4", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录32条深化为个案并保留来源；基础项422条主营人工复核。原C05累计30项已复核，8项暂留通用、22项迁移。Pollen现金融专业工作、Freya项目交付/模型材料双线及Rovr Inactive另记；Codyco酒店预订、Imagine客户归因收入、Trelium前项目ARR排除。原C05尚余59项规则初分；C07及其他非人工资料、主体、技术与财务仍待核，不把分类或公开材料可访问当完整覆盖或独立评测。", + "nextCheck": "原新增目录33条深化个案并保留来源；基础项480条主营人工复核。原C05规则初分89项现均有主营及相关发布节选复核，短简介与混合交付仍待核，不等完整商业验证；继续原C07的184项规则初分及其他非人工资料。Tasklet条款Shortwave运营、2025新产品与2022旧业务链使当前year=null，原发现保留，5M ARR仅交叉核对。算力/数据、Agent设施、专业服务与人工托管分开；客户项目/应收/节省、前公司业绩和融资均不作公司ARR。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 56905d8..8cd735b 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-enterprise-2", + "sourceVersion": "2026-10-31-enterprise-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 8e5df06fdd47fcb3b0351536e2c938f58ded5441 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:07:22 +0800 Subject: [PATCH 04/29] research: review industry workflows and historical ARR boundaries --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 12 +- content/research/ai-companies.seed.json | 1067 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 884 insertions(+), 205 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index abe5800..f943bef 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1858); - assert.equal(research.observations.length, 237); + assert.equal(research.evidence.length, 1896); + assert.equal(research.observations.length, 242); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index ff08234..5caebf7 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1858); - assert.equal(initial.observations.length, 237); + assert.equal(initial.evidence.length, 1896); + assert.equal(initial.observations.length, 242); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 43); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 45); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 987); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 985); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c461883..7b058ee 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-sales-models-1", + "version": "2026-10-31-industry-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -2788,62 +2788,67 @@ "id": "YC30297", "name": "OpenIntake", "url": "https://www.ycombinator.com/companies/openintake", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：The AI Front Door For Law Firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律师事务所接听咨询电话并将来电转为潜在客户。", + "buyer": "律所获客及接待团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户运营；旧TripleZip商业地产会计发布分开。官网本次只返回JS外壳，未据此补造收入、产品能力或停业结论。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30297" + "YC-E-30297", + "INDUSTRY1-CAT-YC30297", + "INDUSTRY1-OPENINTAKE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为律师事务所接听咨询电话并将来电转为潜在客户。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "SaaS", "B2B", "Sales", "Legal", "LegalTech" - ] + ], + "businessModel": "法律客户接待软件或服务；通话、线索及人工费用待拆" }, { "id": "YC30299", "name": "Miyagi Labs", "url": "https://www.ycombinator.com/companies/miyagi-labs", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI tutors for exam prep", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人学生提供标准化考试辅导、练习材料及学习分析。", + "buyer": "备考学生及家庭", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移个人应用；考试覆盖表为自述，不等已获学校合同、认证或独立提分。旧YouTube转课程与现备考主业分开。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30299" + "YC-E-30299", + "INDUSTRY1-CAT-YC30299" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为个人学生提供标准化考试辅导、练习材料及学习分析。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "AI-Enhanced Learning", "Education", "eLearning", "Edtech" - ] + ], + "businessModel": "个人考试学习应用；订阅、课程、模型和辅导费待拆" }, { "id": "YC30302", @@ -2961,58 +2966,62 @@ "year": 2025, "team": 2, "location": "Salt Lake City, UT", - "business": "公司简介：AI co-pilot for building plan review and building code compliance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "辅助城市建筑部门审核建筑图纸及许可。", + "buyer": "城市建筑及图审部门", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留建筑许可行业；十倍效率为自述，地方政府最盈利部门论断未独立核，不当采购预算或Permitify收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30317" + "YC-E-30317", + "INDUSTRY1-CAT-YC30317" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：辅助城市建筑部门审核建筑图纸及许可。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Generative AI", "GovTech", "Computer Vision", "Construction" - ] + ], + "businessModel": "政府行业审图软件；许可、部署及专家审核费待核" }, { "id": "YC30318", "name": "Wildcard", "url": "https://www.ycombinator.com/companies/wildcard", - "cat": "C07", + "cat": "C06", "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：AEO/GEO for E-Commerce and Retail", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为电商及零售品牌分析并执行AI搜索可见度和内容获客工作。", + "buyer": "电商及零售品牌营销团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移营销运营；20品牌和五倍客户搜索收入不作自身营收。创始人在Scale AI帮助成交1500万合同属旧雇主，不归Wildcard。ACP/UCP支持程度未独立核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30318" + "YC-E-30318", + "INDUSTRY1-CAT-YC30318" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为电商及零售品牌分析并执行AI搜索可见度和内容获客工作。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Generative AI", "E-commerce", "Marketing", "Retail Tech", "AI" - ] + ], + "businessModel": "AEO/GEO软件加营销执行；订阅、内容、代理及模型成本待拆" }, { "id": "YC30324", @@ -3312,26 +3321,32 @@ "id": "YC30364", "name": "Wayline", "url": "https://www.ycombinator.com/companies/wayline", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI voice for property managers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI及可选人工接听物业电话消息，处理租赁、维护及催收沟通。", + "buyer": "物业管理接待和租赁运营团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户运营；官网明确人工备援，不当纯无人SaaS。同YC附载2023 Second旧发布，现条款Wayline Inc.，旧主体沿革未核；不单由旧帖改成立年或继承旧收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30364" + "YC-E-30364", + "INDUSTRY1-CAT-YC30364", + "INDUSTRY1-WAYLINE-HOME", + "INDUSTRY1-WAYLINE-TERMS", + "INDUSTRY1-WAYLINE-OLD", + "INDUSTRY1-SECOND-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：以AI及可选人工接听物业电话消息，处理租赁、维护及催收沟通。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "物业客户运营软件加人工呼叫中心；订阅、通话、值守及系统费用待拆" }, { "id": "YC30384", @@ -3608,53 +3623,57 @@ "year": 2025, "team": 7, "location": "New York City, NY", - "business": "公司简介：AI agents for insurance claims operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "处理保险理赔中的日常电话及文档任务。", + "buyer": "保险公司、理赔管理员及服务团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留保险行业流程；理赔员薪酬和创始人此前FINN 1500万ARR不归Avallon，未核处理准确率及保险公司合同。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30415" + "YC-E-30415", + "INDUSTRY1-CAT-YC30415" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：处理保险理赔中的日常电话及文档任务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "保险理赔运营软件；案件、通话、文档及人工服务待拆" }, { "id": "YC30418", "name": "Kanava AI", "url": "https://www.ycombinator.com/companies/kanava-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Your First AI Sales Hire for Wholesale Distributors", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为批发分销商处理销售电话、库存价格查询及CRM更新。", + "buyer": "批发分销销售及收入团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户销售运营；全销售、教练及唤回账户是后续升级愿景，不全当已交付。YC标Inactive，不推法律注销；行业9万亿销售额非Kanava收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC当前标Inactive；实际经营及法律状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30418" + "YC-E-30418", + "INDUSTRY1-CAT-YC30418" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为批发分销商处理销售电话、库存价格查询及CRM更新。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Sales", "Supply Chain", "AI", "AI Assistant", "Industrial" - ] + ], + "businessModel": "销售语音软件；通话、订单、ERP连接及人工成本待拆" }, { "id": "YC30419", @@ -3664,47 +3683,52 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI native financial institution", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供面向小企业的AI会计及财务服务，当前范围仍待核。", + "buyer": "小企业及财务服务客户", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留专业财务服务；官网称AI-native financial institution，但未取得牌照或主体证明，不把名称当已验证受监管金融机构。旧AI Accountant能力及实际人工比例未核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30419" + "YC-E-30419", + "INDUSTRY1-CAT-YC30419", + "INDUSTRY1-MINERVA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：提供面向小企业的AI会计及财务服务，当前范围仍待核。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "会计及金融服务；软件、专业人员、交易和服务费用待核" }, { "id": "YC30422", "name": "Galen AI", "url": "https://www.ycombinator.com/companies/galen-ai", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Personal AI healthcare agent, powered by clinical and wearable data.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人连接病历及可穿戴数据，提供健康信息整理和辅助理解。", + "buyer": "个人患者及健康应用用户", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移消费者应用；YC标Acquired，收购方及交割未核；旧beta未来上架说明不当当前可用性。800机构、设备连接及医疗支持为自述，不等付费客户或临床效果。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC当前标Acquired；收购方、交割及现产品可用性未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30422" + "YC-E-30422", + "INDUSTRY1-CAT-YC30422" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为个人连接病历及可穿戴数据，提供健康信息整理和辅助理解。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "消费者健康应用；订阅、数据接入和人工支持费待核" }, { "id": "YC30423", @@ -4067,26 +4091,28 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Units builds full-stack AI education infrastructure.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供高中课程、学分及项目作品教育路径。", + "buyer": "高中学生、家庭及教育合作方", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留教育服务；一年完成和认证学分为公司主张，未核独立认证或结果。旧VibeGrade教师评分工具与现Units教育业务分期。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30443" + "YC-E-30443", + "INDUSTRY1-CAT-YC30443" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：提供高中课程、学分及项目作品教育路径。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Education", "Consumer", "AI" - ] + ], + "businessModel": "教育课程和学校服务；学费、授课及认证成本待核" }, { "id": "YC30444", @@ -4293,26 +4319,28 @@ "id": "YC30458", "name": "Jeevy Fabrication", "url": "https://www.ycombinator.com/companies/jeevy-fabrication", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 3, "location": "Cleburne, TX", - "business": "公司简介：AI Driven EPC - Weld Fabrication Contractor", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以软件协调焊接件采购、加工厂排程、质量及项目交付。", + "buyer": "焊接制造采购方及加工厂", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移实体产业；公司实际定位承包商，不把整笔制造项目款当软件ARR或以软件毛利估整体。80%排程节省是自述，质量和交付待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30458" + "YC-E-30458", + "INDUSTRY1-CAT-YC30458" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：以软件协调焊接件采购、加工厂排程、质量及项目交付。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "实体制造承包加供应网络；项目款、材料、加工、软件和质检成本待拆" }, { "id": "YC30461", @@ -4322,22 +4350,24 @@ "year": 2025, "team": 8, "location": "London, United Kingdom", - "business": "公司简介：AI Coworker for Accountants", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为会计师事务所处理记账、增值税、工资、税务和账务工作。", + "buyer": "会计及税务事务所", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留会计行业工作，50多个Agent是功能自述，不等50付费客户或全自动报税保证。事务所增加收入不归Combinely。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30461" + "YC-E-30461", + "INDUSTRY1-CAT-YC30461" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为会计师事务所处理记账、增值税、工资、税务和账务工作。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "专业会计软件；客户、工作流、许可和人工复核待拆" }, { "id": "YC30462", @@ -4376,26 +4406,28 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Your new AI-powered math tutor.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "面向中学数学课程设计交互式教学内容，并规划消费者数学产品。", + "buyer": "学校、教师及学生", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留学校教育；与湾区高中合作为自述，消费者产品仍在开发，两者不混作已付费采用。未核学习效果或课程采购合同。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30463" + "YC-E-30463", + "INDUSTRY1-CAT-YC30463" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：面向中学数学课程设计交互式教学内容，并规划消费者数学产品。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Education", "Consumer", "AI" - ] + ], + "businessModel": "学校教学软件，兼消费者产品方向；许可、课程和服务待拆" }, { "id": "YC30464", @@ -4692,26 +4724,28 @@ "year": 2025, "team": 7, "location": "London, United Kingdom", - "business": "公司简介：The AI Associate for Litigation Lawyers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为复杂诉讼整理案件上下文，辅助法律分析、起草和案件管理。", + "buyer": "诉讼律师及法律团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留法律行业应用；AI associate是产品比喻，不等具备律师资格或独立法律判断；合同、正确率和实际收费待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30479" + "YC-E-30479", + "INDUSTRY1-CAT-YC30479" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为复杂诉讼整理案件上下文，辅助法律分析、起草和案件管理。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "SaaS", "Legal", "AI" - ] + ], + "businessModel": "诉讼专业软件；席位、案件、文档与实施费待拆" }, { "id": "YC30480", @@ -4721,27 +4755,42 @@ "year": 2025, "team": 2, "location": "Paris, France", - "business": "公司简介：AI-native operating system for vehicle fleet management", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为车队交叉检查运营记录、费用及真实行程，辅助调查成本差异。", + "buyer": "运输及车队运营商", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留运输行业；官网现重核对差异，旧综合车队平台发布和200k ARR自述分期，准确截至日、币种和经常性定义未核。页面示例油量差异不是已审客户欺诈。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有历史ARR自述；现合同、经常性及交付范围未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30480" + "YC-E-30480", + "INDUSTRY1-CAT-YC30480", + "INDUSTRY1-FLOTT-HOME", + "INDUSTRY1-FLOTT-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为车队交叉检查运营记录、费用及真实行程，辅助调查成本差异。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Logistics", "Transportation", "Operations", "AI Assistant" - ] + ], + "businessModel": "车队运营软件；车辆、连接、许可和实施成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC公司与官网产品关联；精确注册、全部签约主体及合并范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读当前产品及相关交付自述，未运行产品、查运行源码或核独立效果；现官网与旧发布分期，收入不等技术验证。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30480", + "INDUSTRY1-FLOTT-LAUNCH" + ] + } }, { "id": "YC30482", @@ -4751,55 +4800,59 @@ "year": 2025, "team": 17, "location": "Paris, France", - "business": "公司简介：Function Health for Europe", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合血液检测、医疗专业人员及AI分析提供预防健康服务。", + "buyer": "个人健康客户及医疗合作方", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留医疗检测服务，与仅个人健康软件分开。同行五万欧年费不是Lucis定价，百岁健康愿景不当临床效果或已实现收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30482" + "YC-E-30482", + "INDUSTRY1-CAT-YC30482" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：结合血液检测、医疗专业人员及AI分析提供预防健康服务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Telehealth", "Digital Health", "Health & Wellness", "AI" - ] + ], + "businessModel": "检测加医疗专业服务；检测套餐、专业人员与软件成本待拆" }, { "id": "YC30485", "name": "Anana", "url": "https://www.ycombinator.com/companies/anana", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Workspace for Hospitality Commercial Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接酒店预订、沟通及市场数据，辅助收入、营销和销售团队行动。", + "buyer": "酒店集团商业及收入团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户收入运营；预订和客人数据为营销上下文，不因hotel标签全归行业应用。客户营收、入住率和渠道转化不归Anana收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30485" + "YC-E-30485", + "INDUSTRY1-CAT-YC30485" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：连接酒店预订、沟通及市场数据，辅助收入、营销和销售团队行动。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "酒店营销和商业运营软件；物业、连接、模型与实施费待拆" }, { "id": "YC30488", @@ -5222,22 +5275,24 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Valuemate automates real estate appraisals with AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以LiDAR扫描物业并生成估价相关报告。", + "buyer": "银行、估价管理机构及估价师", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留估价行业工作；三分钟扫描、80%效率和regulator-ready是自述。旧发布的未来几月格式切换不能沿访问日推现行法规，未独立核监管接受或估价准确性。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30517" + "YC-E-30517", + "INDUSTRY1-CAT-YC30517" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：以LiDAR扫描物业并生成估价相关报告。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "地产估价软件及数据采集；报告、许可、设备和专业复核成本待拆" }, { "id": "YC30518", @@ -5370,28 +5425,30 @@ "year": 2025, "team": 5, "location": "San Clemente, CA", - "business": "公司简介：chrt is a logistics platform for time-critical shipping", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为紧急货运提供接单、派送、航班及追踪协调，兼售跟踪设备。", + "buyer": "紧急货运代理、专业快递及货主", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留物流行业；30B市场和20%增长是问题背景，不归chrt收入。软件、运费和设备分开，是否作为承运人和净额确认待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30526" + "YC-E-30526", + "INDUSTRY1-CAT-YC30526" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为紧急货运提供接单、派送、航班及追踪协调，兼售跟踪设备。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Autonomous Shipping", "Logistics", "Healthcare", "Manufacturing", "Industrial" - ] + ], + "businessModel": "物流协调软件加设备；软件费、运费转付、硬件及客服成本待拆" }, { "id": "YC30527", @@ -5431,28 +5488,44 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Real-time AI Compliance & Revenue Integrity for Medical Providers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构处理文书、编码、授权和拒赔，兼提供账单托管服务。", + "buyer": "医疗机构及医疗收入完整性团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留医疗专业运营；54k ARR旧自述与现免费/100月费/企业定制分期，报价不推收入。自助不含EHR集成，AI Web Agent是企业层，不把所有套餐表述为全系统自动化。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网原文100/月自助、25项每类用量；免费样本和企业年度定制另列。EHR接入及CSM为企业层，实际合同、币种及收入未核", + "stage": "有历史ARR自述；现合同、经常性及交付范围未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30529" + "YC-E-30529", + "INDUSTRY1-CAT-YC30529", + "INDUSTRY1-ADENTRIS-HOME", + "INDUSTRY1-ADENTRIS-PRICE", + "INDUSTRY1-ADENTRIS-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为医疗机构处理文书、编码、授权和拒赔，兼提供账单托管服务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Health Tech", "B2B", "Compliance", "Enterprise Software", "AI" - ] + ], + "businessModel": "医疗软件订阅加企业实施与账单服务；平台、人力和回款服务成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC公司与官网产品关联；精确注册、全部签约主体及合并范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读当前产品及相关交付自述，未运行产品、查运行源码或核独立效果；现官网与旧发布分期，收入不等技术验证。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30529", + "INDUSTRY1-ADENTRIS-LAUNCH" + ] + } }, { "id": "YC30532", @@ -5523,28 +5596,30 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI Digital Workers for Supply Chain", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动处理直接材料采购、报价请求、订单跟催及供应链协作。", + "buyer": "制造及实体供应链采购团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留实体供应链行业；数百Agent、Fortune 500及前Stripe支付量为自述/履历，不当收入、客户合同或已证独立能力。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30540" + "YC-E-30540", + "INDUSTRY1-CAT-YC30540" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：自动处理直接材料采购、报价请求、订单跟催及供应链协作。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "B2B", "Manufacturing", "Supply Chain", "Operations", "AI" - ] + ], + "businessModel": "供应链执行软件；采购工作流、连接、运行和实施费用待拆" }, { "id": "YC30541", @@ -5579,31 +5654,34 @@ "id": "YC30542", "name": "Linewise", "url": "https://www.ycombinator.com/companies/linewise", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 25, "location": "San Francisco", - "business": "公司简介：Industrial data layer for physical RSI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "采集设计、加工和装配工作，交付模型训练用工业数据。", + "buyer": "前沿AI及机器人模型团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移模型数据基础设施；旧制造copilot与现Vision Lab数据交付分开。官网称许可及专家检查，实际权利链/模型训练收益未核，不把客户模型成绩当自身测试。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30542" + "YC-E-30542", + "INDUSTRY1-CAT-YC30542", + "INDUSTRY1-LINEWISE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：采集设计、加工和装配工作，交付模型训练用工业数据。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Robotics", "Manufacturing", "Data Engineering", "AI" - ] + ], + "businessModel": "训练数据与采集质量服务；授权、采集、标注及专业审核成本待拆" }, { "id": "YC30545", @@ -5728,28 +5806,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI-Native Consumer + Plaintiff Law Firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过软件接入及律师团队提供法律指导、代理与诉讼服务。", + "buyer": "个人法律服务客户及需代理的当事方", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留法律服务，律师实际承办，不当纯软件SaaS。未核执业实体/地域和结果，AI接口入口不等取得律师资格或全无人法律服务。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30553" + "YC-E-30553", + "INDUSTRY1-CAT-YC30553" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：通过软件接入及律师团队提供法律指导、代理与诉讼服务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Consumer", "B2B", "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "全栈律师事务所服务加AI工具；案件、律师工时及软件成本待拆" }, { "id": "YC30554", @@ -5789,22 +5869,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI Agents to win denied health insurance claims.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构处理拒赔发现、申诉生成、提交和追踪。", + "buyer": "医疗机构及医疗账单团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留医疗收入流程；追回客户款项不等Aegis收入，行业2600亿拒赔及200亿抗辩成本不是公司规模，实际服务合同和确认政策待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30557" + "YC-E-30557", + "INDUSTRY1-CAT-YC30557" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为医疗机构处理拒赔发现、申诉生成、提交和追踪。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "医疗申诉软件；案件、回款服务、集成及专业复核待拆" }, { "id": "YC30559", @@ -6018,25 +6100,28 @@ "year": 2025, "team": 8, "location": "New York City, NY", - "business": "公司简介：Superintelligent financial advisor", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人组织财务信息并提供投资、税务和规划辅助。", + "buyer": "个人财富管理及财务顾问服务客户", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留专业财富服务；0%顾问费不等公司零收入，演示资产/税损/转账不当AUM、收入或可执行承诺。superintelligence和机构策略为营销主张，未独立核牌照、收益或模型。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30591" + "YC-E-30591", + "INDUSTRY1-CAT-YC30591", + "INDUSTRY1-AUTONOMOUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为个人组织财务信息并提供投资、税务和规划辅助。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Consumer Finance", "AI" - ] + ], + "businessModel": "财富服务与AI软件；顾问费、订阅、交易和其他渠道待核" }, { "id": "YC30602", @@ -34513,6 +34598,83 @@ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比", "bound": ">", "comparisonGroup": null + }, + { + "id": "INDUSTRY1-O-FLOTT", + "company": "YC30480", + "name": "Flott HQ", + "kind": "旧发布200k ARR", + "value": 200000, + "unit": "原文$，币种待核", + "timing": "历史发布展示2025-05-27；准确经营截至日未给", + "scope": "Flott业务，法律主体合并范围未核", + "selection": "historical", + "reason": "旧厂商自述，币种与经常性定义未核；官网现产品核对定位不把旧数当当前ARR", + "evidence": "INDUSTRY1-FLOTT-LAUNCH", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "INDUSTRY1-O-ADENTRIS", + "company": "YC30529", + "name": "Adentris", + "kind": "旧发布54k ARR", + "value": 54000, + "unit": "原文$，币种待核", + "timing": "历史发布展示2025-05-08，称自YC开始；准确经营截至日未给", + "scope": "Adentris业务，软件与实施/服务收入未拆", + "selection": "historical", + "reason": "厂商自述，试点与PoC不直接当付费；旧金额与现套餐不能反推客户数，不入同期ARR比较", + "evidence": "INDUSTRY1-ADENTRIS-LAUNCH", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "INDUSTRY1-O-WILDCARD-OLD", + "company": "YC30318", + "name": "Wildcard", + "kind": "前雇主帮助成交合同额", + "value": 15000000, + "unit": "原文$，币种待核", + "timing": "2026-07-20发布中的此前经历，实际合同期间未给", + "scope": "创始人在Scale AI的客户合同，非Wildcard收入", + "selection": "excluded", + "reason": "旧雇主合同及客户五倍搜索收入不归当前公司，不推ARR", + "evidence": "INDUSTRY1-CAT-YC30318", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "INDUSTRY1-O-WAYLINE-OLD-ARR", + "company": "YC30364", + "name": "Wayline", + "kind": "创始人前物业公司ARR", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2025-08-22发布中的此前经历，实际经营截至日未给", + "scope": "创始人此前物业管理公司，非Wayline收入", + "selection": "excluded", + "reason": "前物业公司、WeWork产品及旧Second均不自动归当前公司收入，未核转移或并表", + "evidence": "INDUSTRY1-CAT-YC30364", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "INDUSTRY1-O-AVALLON-OLD-ARR", + "company": "YC30415", + "name": "Avallon AI", + "kind": "创始人前FINN业务ARR", + "value": 15000000, + "unit": "原文$，币种待核", + "timing": "2025-05-27发布中的此前经历，实际经营期间未给", + "scope": "创始人在FINN US参与扩展的业务，非Avallon收入", + "selection": "excluded", + "reason": "前雇主ARR、理赔员薪酬和客户索赔额不归本公司，不推软件ARR", + "evidence": "INDUSTRY1-CAT-YC30415", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -54953,6 +55115,424 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称从批次开始带来原文$2.7M以上GMV。", "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。" + }, + { + "id": "INDUSTRY1-CAT-YC30297", + "companyId": "YC30297", + "title": "OpenIntake行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/openintake", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为律师事务所接听咨询电话并将来电转为潜在客户。 移客户运营；旧TripleZip商业地产会计发布分开。官网本次只返回JS外壳，未据此补造收入、产品能力或停业结论。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30299", + "companyId": "YC30299", + "title": "Miyagi Labs行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/miyagi-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为个人学生提供标准化考试辅导、练习材料及学习分析。 移个人应用；考试覆盖表为自述，不等已获学校合同、认证或独立提分。旧YouTube转课程与现备考主业分开。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30317", + "companyId": "YC30317", + "title": "Permitify行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/permitify", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "辅助城市建筑部门审核建筑图纸及许可。 保留建筑许可行业；十倍效率为自述，地方政府最盈利部门论断未独立核，不当采购预算或Permitify收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30318", + "companyId": "YC30318", + "title": "Wildcard行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/wildcard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为电商及零售品牌分析并执行AI搜索可见度和内容获客工作。 移营销运营；20品牌和五倍客户搜索收入不作自身营收。创始人在Scale AI帮助成交1500万合同属旧雇主，不归Wildcard。ACP/UCP支持程度未独立核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30364", + "companyId": "YC30364", + "title": "Wayline行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/wayline", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以AI及可选人工接听物业电话消息，处理租赁、维护及催收沟通。 移客户运营；官网明确人工备援，不当纯无人SaaS。同YC附载2023 Second旧发布，现条款Wayline Inc.，旧主体沿革未核；不单由旧帖改成立年或继承旧收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30415", + "companyId": "YC30415", + "title": "Avallon AI行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/avallon-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "处理保险理赔中的日常电话及文档任务。 保留保险行业流程；理赔员薪酬和创始人此前FINN 1500万ARR不归Avallon，未核处理准确率及保险公司合同。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30418", + "companyId": "YC30418", + "title": "Kanava AI行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/kanava-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为批发分销商处理销售电话、库存价格查询及CRM更新。 移客户销售运营；全销售、教练及唤回账户是后续升级愿景，不全当已交付。YC标Inactive，不推法律注销；行业9万亿销售额非Kanava收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30419", + "companyId": "YC30419", + "title": "Minerva行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/minerva", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供面向小企业的AI会计及财务服务，当前范围仍待核。 保留专业财务服务；官网称AI-native financial institution，但未取得牌照或主体证明，不把名称当已验证受监管金融机构。旧AI Accountant能力及实际人工比例未核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30422", + "companyId": "YC30422", + "title": "Galen AI行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/galen-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为个人连接病历及可穿戴数据，提供健康信息整理和辅助理解。 移消费者应用；YC标Acquired，收购方及交割未核；旧beta未来上架说明不当当前可用性。800机构、设备连接及医疗支持为自述，不等付费客户或临床效果。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30443", + "companyId": "YC30443", + "title": "Units行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/units", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供高中课程、学分及项目作品教育路径。 保留教育服务；一年完成和认证学分为公司主张，未核独立认证或结果。旧VibeGrade教师评分工具与现Units教育业务分期。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30458", + "companyId": "YC30458", + "title": "Jeevy Fabrication行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/jeevy-fabrication", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以软件协调焊接件采购、加工厂排程、质量及项目交付。 移实体产业；公司实际定位承包商，不把整笔制造项目款当软件ARR或以软件毛利估整体。80%排程节省是自述，质量和交付待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30461", + "companyId": "YC30461", + "title": "Combinely行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/combinely", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为会计师事务所处理记账、增值税、工资、税务和账务工作。 保留会计行业工作，50多个Agent是功能自述，不等50付费客户或全自动报税保证。事务所增加收入不归Combinely。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30463", + "companyId": "YC30463", + "title": "Tegore行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/tegore", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "面向中学数学课程设计交互式教学内容，并规划消费者数学产品。 保留学校教育；与湾区高中合作为自述，消费者产品仍在开发，两者不混作已付费采用。未核学习效果或课程采购合同。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30479", + "companyId": "YC30479", + "title": "Crimson行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/crimson", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为复杂诉讼整理案件上下文，辅助法律分析、起草和案件管理。 保留法律行业应用；AI associate是产品比喻，不等具备律师资格或独立法律判断；合同、正确率和实际收费待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30480", + "companyId": "YC30480", + "title": "Flott HQ行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/flott-hq", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为车队交叉检查运营记录、费用及真实行程，辅助调查成本差异。 保留运输行业；官网现重核对差异，旧综合车队平台发布和200k ARR自述分期，准确截至日、币种和经常性定义未核。页面示例油量差异不是已审客户欺诈。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30482", + "companyId": "YC30482", + "title": "Lucis行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/lucis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合血液检测、医疗专业人员及AI分析提供预防健康服务。 保留医疗检测服务，与仅个人健康软件分开。同行五万欧年费不是Lucis定价，百岁健康愿景不当临床效果或已实现收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30485", + "companyId": "YC30485", + "title": "Anana行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/anana", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接酒店预订、沟通及市场数据，辅助收入、营销和销售团队行动。 移客户收入运营；预订和客人数据为营销上下文，不因hotel标签全归行业应用。客户营收、入住率和渠道转化不归Anana收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30517", + "companyId": "YC30517", + "title": "ValueMate行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/valuemate", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以LiDAR扫描物业并生成估价相关报告。 保留估价行业工作；三分钟扫描、80%效率和regulator-ready是自述。旧发布的未来几月格式切换不能沿访问日推现行法规，未独立核监管接受或估价准确性。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30526", + "companyId": "YC30526", + "title": "chrt行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/chrt", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为紧急货运提供接单、派送、航班及追踪协调，兼售跟踪设备。 保留物流行业；30B市场和20%增长是问题背景，不归chrt收入。软件、运费和设备分开，是否作为承运人和净额确认待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30529", + "companyId": "YC30529", + "title": "Adentris行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/adentris", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为医疗机构处理文书、编码、授权和拒赔，兼提供账单托管服务。 保留医疗专业运营；54k ARR旧自述与现免费/100月费/企业定制分期，报价不推收入。自助不含EHR集成，AI Web Agent是企业层，不把所有套餐表述为全系统自动化。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30540", + "companyId": "YC30540", + "title": "Lumari行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/lumari", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "自动处理直接材料采购、报价请求、订单跟催及供应链协作。 保留实体供应链行业；数百Agent、Fortune 500及前Stripe支付量为自述/履历，不当收入、客户合同或已证独立能力。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30542", + "companyId": "YC30542", + "title": "Linewise行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/linewise", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "采集设计、加工和装配工作，交付模型训练用工业数据。 移模型数据基础设施；旧制造copilot与现Vision Lab数据交付分开。官网称许可及专家检查，实际权利链/模型训练收益未核，不把客户模型成绩当自身测试。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30553", + "companyId": "YC30553", + "title": "Blueshoe行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/blueshoe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过软件接入及律师团队提供法律指导、代理与诉讼服务。 保留法律服务，律师实际承办，不当纯软件SaaS。未核执业实体/地域和结果，AI接口入口不等取得律师资格或全无人法律服务。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30557", + "companyId": "YC30557", + "title": "Aegis行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/aegis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为医疗机构处理拒赔发现、申诉生成、提交和追踪。 保留医疗收入流程；追回客户款项不等Aegis收入，行业2600亿拒赔及200亿抗辩成本不是公司规模，实际服务合同和确认政策待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30591", + "companyId": "YC30591", + "title": "Autonomous Technologies Group行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/autonomous-technologies-group", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为个人组织财务信息并提供投资、税务和规划辅助。 保留专业财富服务；0%顾问费不等公司零收入，演示资产/税损/转账不当AUM、收入或可执行承诺。superintelligence和机构策略为营销主张，未独立核牌照、收益或模型。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-LINEWISE-HOME", + "companyId": "YC30542", + "title": "Linewise工业训练数据交付", + "url": "https://linewise.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网现为设计、加工和装配数据供给，面向前沿模型与机器人训练，区分工程、机器人数据和研究质量控制。", + "limitation": "许可、来源及专业审核是公司流程主张，未查原始协议或数据样本，Physical RSI愿景不等已实现自改进机器人。" + }, + { + "id": "INDUSTRY1-MINERVA-HOME", + "companyId": "YC30419", + "title": "Minerva财务服务定位及信息缺项", + "url": "https://www.joinminerva.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网仅称从会计开始的AI-native financial institution，并提供联系入口。", + "limitation": "未取得牌照、法律主体、详细产品、报价或财务，不把金融机构标签当已验证资质。" + }, + { + "id": "INDUSTRY1-FLOTT-HOME", + "companyId": "YC30480", + "title": "Flott现车队核对与成本控制", + "url": "https://www.flotthq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网当前连接费用、任务、GPS及车队活动，发现记录差异并交由人核查。", + "limitation": "示例行程/油量不是实际客户欺诈，未取得客户合同、实测性能或当前收入；与旧统一车队平台分期。" + }, + { + "id": "INDUSTRY1-ADENTRIS-HOME", + "companyId": "YC30529", + "title": "Adentris软件及专业服务", + "url": "https://www.adentris.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网提供文书、编码、授权及申诉模块，另列由团队交付的应收诊断、合规监测和审计准备服务。", + "limitation": "准确率、拒赔率及部署效果为客户/厂商数据，未独立核；与实际账单托管和软件收费须按合同拆分。" + }, + { + "id": "INDUSTRY1-ADENTRIS-PRICE", + "companyId": "YC30529", + "title": "Adentris套餐与集成差异", + "url": "https://www.adentris.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "免费和100/月自助主要为文件上传；企业年度定价按机构、模块及部署范围，才含EHR接入、配置、CSM和SLA。", + "limitation": "自助报价不能代表企业ARPA或实收，广告式50k企业例子不当统一合同额；人工、实施与经常性费用待拆。" + }, + { + "id": "INDUSTRY1-WAYLINE-HOME", + "companyId": "YC30364", + "title": "Wayline AI及人工呼叫中心", + "url": "https://www.wayline.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网现为物业电话及消息运营，明确AI处理常规、人工处理需要判断的情况，兼租赁、维护和催收。", + "limitation": "呼叫量、客户引语及页面初始零值/示例不是收入、独立成功率或审计；人工成本和实际定价未核。" + }, + { + "id": "INDUSTRY1-WAYLINE-TERMS", + "companyId": "YC30364", + "title": "Wayline现行运营者与订阅", + "url": "https://www.wayline.com/terms-privacy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "条款列Wayline Inc.为Delaware公司，服务包括AI物业沟通和可选人工支持，按订阅及订单收费。", + "limitation": "2026-06-25条款生效不当成立日；尚未核现Wayline与旧Second的主体/资产转移链，不仅凭附载旧帖改2025字段或继承收入。" + }, + { + "id": "INDUSTRY1-WAYLINE-OLD", + "companyId": "YC30364", + "title": "同YC附载Second旧发布", + "url": "https://www.ycombinator.com/launches/J1C-second-the-world-s-first-fully-automated-codebase-migration-platform", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "2023-07-16旧发布称Second来自W23，重做代码迁移，作者及当前Wayline团队有Eric Rowell。", + "limitation": "同页旧帖及共同创始人不充分证明相同法律主体或收入连续；当前Wayline Inc.未见完整登记链，旧业务不自动归Wayline。" + }, + { + "id": "INDUSTRY1-SECOND-ACCESS", + "companyId": "YC30364", + "title": "Second旧域名访问缺项", + "url": "https://www.second.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "旧发布所链second.dev本次读取超时，未取得当前条款或跳转正文。", + "limitation": "不可读不当不存在、已并入Wayline或已停业；保留主体沿革缺项，不猜法律成立日。" + }, + { + "id": "INDUSTRY1-OPENINTAKE-HOME", + "companyId": "YC30297", + "title": "OpenIntake官网JS外壳", + "url": "https://www.openintake.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网本次响应仅要求启用JavaScript，未取得产品正文。", + "limitation": "不把外壳当已验证产品能力；按YC当前律所来电转化主营暂分，旧TripleZip会计发布另列。" + }, + { + "id": "INDUSTRY1-AUTONOMOUS-HOME", + "companyId": "YC30591", + "title": "Autonomous个人财富服务及演示边界", + "url": "https://becomeautonomous.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网展示统一财务资料、投资税务及规划流程，含资产、税损及转账的产品示例。", + "limitation": "演示数字不当真实AUM、收入、交易记录或收益承诺；0%顾问费不等无其他收费，牌照、合同、资金托管及模型能力未核。" + }, + { + "id": "INDUSTRY1-FLOTT-LAUNCH", + "companyId": "YC30480", + "title": "Flott HQ历史ARR原始自述", + "url": "https://www.ycombinator.com/launches/Nbv-flott-hq-ai-native-operating-system-for-fleet-management", + "publishedAt": "2025-05-27", + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "发布称原文$200k ARR、月增长45%，来自口碑。", + "limitation": "发布日不是精确财务截至日，正文可更新；币种、经常性定义、付费合同与账单未核，不按访问日刷新为当前ARR。" + }, + { + "id": "INDUSTRY1-ADENTRIS-LAUNCH", + "companyId": "YC30529", + "title": "Adentris历史ARR原始自述", + "url": "https://www.ycombinator.com/launches/NSr-adentris-ai-compliance-autopilot-for-hospitals-and-clinics", + "publishedAt": "2025-05-08", + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "发布称自YC开始达到原文$54k ARR，另有试点及PoC。", + "limitation": "发布日不是精确财务截至日，正文可更新；币种、经常性定义、付费合同与账单未核，不按访问日刷新为当前ARR。" } ], "reviews": [ @@ -58066,6 +58646,105 @@ "SALES-LAUNCH-NATIVE" ], "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。" + }, + { + "id": "INDUSTRY1-R-25", + "type": "行业专业应用首批分类及交付模式复核", + "company": "原C07规则初分首批25家公司", + "scope": "companies", + "companyIds": [ + "YC30297", + "YC30299", + "YC30317", + "YC30318", + "YC30364", + "YC30415", + "YC30418", + "YC30419", + "YC30422", + "YC30443", + "YC30458", + "YC30461", + "YC30463", + "YC30479", + "YC30482", + "YC30485", + "YC30517", + "YC30526", + "YC30540", + "YC30542", + "YC30553", + "YC30557", + "YC30591" + ], + "summary": "25项当前主营与相关发布节选已读，16项留C07、9项转销售/消费者/模型数据/实体产业；另核11项官网或旧发布资料，Flott/Adentris收入专项分列。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30297", + "INDUSTRY1-CAT-YC30299", + "INDUSTRY1-CAT-YC30317", + "INDUSTRY1-CAT-YC30318", + "INDUSTRY1-CAT-YC30364", + "INDUSTRY1-CAT-YC30415", + "INDUSTRY1-CAT-YC30418", + "INDUSTRY1-CAT-YC30419", + "INDUSTRY1-CAT-YC30422", + "INDUSTRY1-CAT-YC30443", + "INDUSTRY1-CAT-YC30458", + "INDUSTRY1-CAT-YC30461", + "INDUSTRY1-CAT-YC30463", + "INDUSTRY1-CAT-YC30479", + "INDUSTRY1-CAT-YC30482", + "INDUSTRY1-CAT-YC30485", + "INDUSTRY1-CAT-YC30517", + "INDUSTRY1-CAT-YC30526", + "INDUSTRY1-CAT-YC30540", + "INDUSTRY1-CAT-YC30542", + "INDUSTRY1-CAT-YC30553", + "INDUSTRY1-CAT-YC30557", + "INDUSTRY1-CAT-YC30591", + "INDUSTRY1-LINEWISE-HOME", + "INDUSTRY1-MINERVA-HOME", + "INDUSTRY1-WAYLINE-HOME", + "INDUSTRY1-WAYLINE-TERMS", + "INDUSTRY1-WAYLINE-OLD", + "INDUSTRY1-SECOND-ACCESS", + "INDUSTRY1-OPENINTAKE-HOME", + "INDUSTRY1-AUTONOMOUS-HOME" + ], + "handling": "保留原发现、成立及团队快照；Wayline同页Second旧帖与当前不同运营者关联未充分核，不强行改年或转移收入。Kanava Inactive、Galen Acquired仅列YC状态。医疗/法律/教育/金融宣传和客户成果不当资格、收益或公司收入。" + }, + { + "id": "INDUSTRY1-R-FLOTT", + "type": "历史ARR与现交付边界复核", + "company": "Flott HQ", + "scope": "companies", + "companyIds": [ + "YC30480" + ], + "summary": "旧车队平台200k ARR与现核对成本/活动产品分期，客户油量及行程示例不是财务审计。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30480", + "INDUSTRY1-FLOTT-HOME", + "INDUSTRY1-FLOTT-LAUNCH" + ], + "handling": "只保留历史自述，币种、财务截至日、经常性定义及法律主体/收入确认未核，不纳入可比同期ARR或平台MRR，未做独立技术测试。" + }, + { + "id": "INDUSTRY1-R-ADENTRIS", + "type": "历史ARR与现交付边界复核", + "company": "Adentris", + "scope": "companies", + "companyIds": [ + "YC30529" + ], + "summary": "旧54k ARR、当前文件自助/企业集成及专业账单服务分开，不从100月费或试点数量推总收入。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30529", + "INDUSTRY1-ADENTRIS-HOME", + "INDUSTRY1-ADENTRIS-PRICE", + "INDUSTRY1-ADENTRIS-LAUNCH" + ], + "handling": "只保留历史自述，币种、财务截至日、经常性定义及法律主体/收入确认未核，不纳入可比同期ARR或平台MRR，未做独立技术测试。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7937053..fdac2de 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-1", + "version": "2026-10-31-industry-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。", + "nextCheck": "原新增目录33条深化个案并保留来源；当前基础项416条主营人工复核。本分支新增原C07首批25项复核：16保留、9按现买家与交付迁移，Flott/Adentris历史ARR单列。Linewise现训练数据，实体承包、专业服务和个人应用分开。Wayline附载Second旧帖未充分核主体延续，不强改2025年或继承前业务。原C07尚余159项规则初分；本快照原C05仍有89项规则初分，继续补充人工结果；继续其他非人工资料与来源缺项，不把分类当财务/技术全量验证。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fa5ce66..10855e4 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-sales-models-1", + "sourceVersion": "2026-10-31-industry-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From a8b054381fe94a8f14abc54429632c2351539948 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:12:51 +0800 Subject: [PATCH 05/29] research: distinguish industry services and model training inputs --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 789 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 647 insertions(+), 158 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index f943bef..2f2244f 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1896); - assert.equal(research.observations.length, 242); + assert.equal(research.evidence.length, 1925); + assert.equal(research.observations.length, 246); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 5caebf7..aa2d17c 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1896); - assert.equal(initial.observations.length, 242); + assert.equal(initial.evidence.length, 1925); + assert.equal(initial.observations.length, 246); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 119); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 7b058ee..a28e02c 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-1", + "version": "2026-10-31-industry-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -6131,55 +6131,59 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：We provide hedge funds with information they can trade on", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研究数据中心设备供应链、厂商份额和建设瓶颈。", + "buyer": "数据中心产业研究及采购决策团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留产业研究，不把浏览器Agent实现归通用开发设施，也不把研究数据中心当实际出售算力。大学项目10万经费不是Meteor收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30602" + "YC-E-30602", + "INDUSTRY2-CAT-YC30602" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：研究数据中心设备供应链、厂商份额和建设瓶颈。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Big Data", "Data Engineering", "AI" - ] + ], + "businessModel": "行业研究和数据服务；订阅、定制报告及人工成本待拆" }, { "id": "YC30603", "name": "Closera", "url": "https://www.ycombinator.com/companies/closera", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Shopping Agent for Your Ecommerce Store", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为电商店铺提供购物Agent，具体产品与部署范围待核。", + "buyer": "电商经营者及销售团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移客户销售运营；简介仅一句，AI作用及实际采用仍缺。YC标Inactive，不当已注销或全部停止服务，不推交易额为收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC标Inactive；实际经营及法律状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30603" + "YC-E-30603", + "INDUSTRY2-CAT-YC30603" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为电商店铺提供购物Agent，具体产品与部署范围待核。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Generative AI", "B2B", "AI" - ] + ], + "businessModel": "电商销售软件；会话、订阅、交易和服务费待核" }, { "id": "YC30605", @@ -6361,27 +6365,30 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Your personal investing agent", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "面向个人投资者提供持仓分析、市场关注及经用户批准的交易流程辅助。", + "buyer": "个人投资者及财富服务用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留专业金融服务；官网明确示例持仓及订单，不当真实AUM、成交或收益保证。未核牌照、托管、实际交易能力和合同，不将retail市场份额当客户数。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30614" + "YC-E-30614", + "INDUSTRY2-CAT-YC30614", + "INDUSTRY2-ASTOR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：面向个人投资者提供持仓分析、市场关注及经用户批准的交易流程辅助。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Fintech", "Investing", "Consumer Finance", "AI" - ] + ], + "businessModel": "专业投资软件或服务；订阅、交易、顾问及其他费用待核" }, { "id": "YC30615", @@ -6622,32 +6629,35 @@ "id": "YC30629", "name": "Topological", "url": "https://www.ycombinator.com/companies/topological", - "cat": "C07", + "cat": "C01", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Physics-based foundation models for CAD optimization.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发用于CAD物理约束及拓扑优化的专用模型。", + "buyer": "硬件设计及工程模型使用团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "按明确模型研发定位暂移C01；UToP-v1的1930倍及小于5%误差是自测主张，未见本轮代码或复测，不当通用模型能力或已实现模型收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30629" + "YC-E-30629", + "INDUSTRY2-CAT-YC30629", + "INDUSTRY2-TOPOLOGICAL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：研发用于CAD物理约束及拓扑优化的专用模型。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Reinforcement Learning", "Robotics", "Design Tools", "3D Printing", "AI" - ] + ], + "businessModel": "专用模型研发；授权、推理、工程软件与服务费待核" }, { "id": "YC30630", @@ -6837,22 +6847,26 @@ "year": 2025, "team": 1, "location": "New York City, NY", - "business": "公司简介：AI-Native Medical Billing Services", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合AI及专业账单人员为医疗机构处理账单与回款。", + "buyer": "医疗机构，初始含救护车服务商", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留医疗服务，官网明确Human Led。旧拟收购账单机构50m年度索赔和官网现100m处理额是客户款项；未核交割及并表，不相加或按比例反推公司ARR。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30641" + "YC-E-30641", + "INDUSTRY2-CAT-YC30641", + "INDUSTRY2-OVERDRIVE-HOME", + "INDUSTRY2-OVERDRIVE-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合AI及专业账单人员为医疗机构处理账单与回款。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "医疗账单托管服务；按回款/合同收费及人工软件成本待拆" }, { "id": "YC30642", @@ -7202,32 +7216,34 @@ "id": "YC30657", "name": "Nori", "url": "https://www.ycombinator.com/companies/nori", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI health coach in your pocket", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整理个人病历、可穿戴及健康资料，生成日常健康计划。", + "buyer": "个人健康应用用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移消费者应用；用户睡眠或心率改善是个案引语，不等临床效果或公司收入。未核医疗服务范围、订阅及隐私主张。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30657" + "YC-E-30657", + "INDUSTRY2-CAT-YC30657" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：整理个人病历、可穿戴及健康资料，生成日常健康计划。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Consumer Health Services", "Health Tech", "Digital Health", "Health & Wellness", "AI" - ] + ], + "businessModel": "个人健康助手软件；订阅、数据连接和人工支持费待拆" }, { "id": "YC30659", @@ -7419,22 +7435,24 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI scribe for Ambulance Reports", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在救护车报告系统内辅助急救人员填写记录并提示错误。", + "buyer": "急救服务机构及现场文书团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留急救行业工作；三分钟及80%节时为自述，未独立核文书准确性、支付方接受或客户合同。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30666" + "YC-E-30666", + "INDUSTRY2-CAT-YC30666" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在救护车报告系统内辅助急救人员填写记录并提示错误。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "医疗报告软件；机构、记录、集成及专业校验费待拆" }, { "id": "YC30668", @@ -7444,22 +7462,25 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Employees for Healthcare", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构部署、治理及运营后台AI Agent。", + "buyer": "大型医疗系统及医疗运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留医疗运营，官网明确服务医疗后台，不据OS名称归通用Agent设施。全后台、合规、稳定和上线效果未独立核。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30668" + "YC-E-30668", + "INDUSTRY2-CAT-YC30668", + "INDUSTRY2-WEDGE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗机构部署、治理及运营后台AI Agent。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "医疗自动化平台加部署服务；流程、集成、运行及人力费待拆" }, { "id": "YC30669", @@ -7615,22 +7636,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Deep research for class action law firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为集体诉讼律师整理大量记录并辅助案件资格分析。", + "buyer": "原告及集体诉讼法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留法律行业；60万页、两大律所为处理/采用自述，不当收入或独立正确率。资格最终判断和法律责任未独立核，前公益7000学生不算客户。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30677" + "YC-E-30677", + "INDUSTRY2-CAT-YC30677" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为集体诉讼律师整理大量记录并辅助案件资格分析。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "法律记录分析软件；案件、页数、许可及专业审核费待拆" }, { "id": "YC30680", @@ -7696,29 +7719,32 @@ "id": "YC30683", "name": "Theora", "url": "https://www.ycombinator.com/companies/theora", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Building medical school for AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗Agent提供专家训练数据、奖励标准及仿真任务环境。", + "buyer": "医疗AI模型及Agent训练团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移模型数据与训练设施；官网Louiza Inc. dba Theora，法律登记待核。FHIR/PACS环境及去标识数据为自述，未核权利链、独立训练效果或临床部署。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30683" + "YC-E-30683", + "INDUSTRY2-CAT-YC30683", + "INDUSTRY2-THEORA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗Agent提供专家训练数据、奖励标准及仿真任务环境。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Marketing", "Market Research" - ] + ], + "businessModel": "模型训练数据和环境服务；数据授权、环境、标注及专家成本待拆" }, { "id": "YC30684", @@ -7759,22 +7785,24 @@ "year": 2025, "team": null, "location": "New York City, NY", - "business": "公司简介：AI-enabled Corporate Cards and Invoice Processing for Real Estate", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为物业管理、开发商及承包商自动处理地产会计与应付。", + "buyer": "物业及地产专业会计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留地产会计行业；10万管理单位是服务覆盖自述，不等付费客户。客户千元节省及已于2025到期折扣不作当前价格或收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30685" + "YC-E-30685", + "INDUSTRY2-CAT-YC30685" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为物业管理、开发商及承包商自动处理地产会计与应付。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "地产财务软件；单位、流程、许可与实施成本待拆" }, { "id": "YC30686", @@ -7889,25 +7917,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Making hard molecules for Pharma and Biotech", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为药企提供分子设计、实验规划及化学制造交付。", + "buyer": "药企及早期药物研发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留专业科研服务；旧copilot与新Foundry制造分期，不能全作软件ARR。付费试点未给收入，论文及一次转化效果未独立核，不列为本公司第三方评测。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30689" + "YC-E-30689", + "INDUSTRY2-CAT-YC30689", + "INDUSTRY2-B12-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为药企提供分子设计、实验规划及化学制造交付。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "AI-powered Drug Discovery", "Robotics" - ] + ], + "businessModel": "科研软件加实验/分子交付服务；项目、材料、实验及专业人员待拆" }, { "id": "YC30690", @@ -8089,26 +8120,28 @@ "id": "YC30698", "name": "Comena", "url": "https://www.ycombinator.com/companies/comena", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 8, "location": "Germany", - "business": "公司简介：AI agents for distributors and manufacturers to automate order entry.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工业分销和制造销售团队处理报价及订单录入，写回ERP。", + "buyer": "企业内勤销售及客户服务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移客户收入运营；发布明确销售人员快速复核并一键发送，非全无人订单处理。客户订单金额、节时和ERP数据不是Comena收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30698" + "YC-E-30698", + "INDUSTRY2-CAT-YC30698" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工业分销和制造销售团队处理报价及订单录入，写回ERP。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "订单销售自动化；单据、许可、集成及人工复核成本待拆" }, { "id": "YC30699", @@ -8176,30 +8209,32 @@ "id": "YC30701", "name": "Mimos", "url": "https://www.ycombinator.com/companies/mimos", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：The growth OS for plaintiff-side law firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为原告律所管理获客渠道、客户接待及签约结果归因。", + "buyer": "法律服务获客及接待团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移营销客户运营；旧跨监管行业AEO与现律所获客分期。五付费客户无合同金额不推MRR；客户AUM、媒体支出和签约案值不是Mimos收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30701" + "YC-E-30701", + "INDUSTRY2-CAT-YC30701" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为原告律所管理获客渠道、客户接待及签约结果归因。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "SaaS", "LegalTech", "AI" - ] + ], + "businessModel": "营销执行与客户接待软件；广告预算、服务费和软件费待拆" }, { "id": "YC30702", @@ -8301,22 +8336,24 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The AI data analyst for biology labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为生物实验室分析实验数据并生成研究图表。", + "buyer": "生命科学研究及生物信息团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留生命科学应用；机构使用与出版可用图表为自述，不等机构合同或独立科研验证。10万分析师费用是客户成本，不归Novaflow收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30709" + "YC-E-30709", + "INDUSTRY2-CAT-YC30709" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为生物实验室分析实验数据并生成研究图表。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "实验数据分析软件；存储、计算、分析和专业支持费待拆" }, { "id": "YC30710", @@ -8386,56 +8423,61 @@ "id": "YC30715", "name": "Autumn", "url": "https://www.ycombinator.com/companies/autumn-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The people-intelligence company.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业研究人员及公司，支持线索丰富、筛选和身份核对。", + "buyer": "销售、招聘及企业尽调团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "按当前企业线索研究移C06；未来Agent搜索引擎愿景单列。十亿人索引不是用户数或收入，演示新公司和联系人不当已核真实记录；未检索任何个人档案。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30715" + "YC-E-30715", + "INDUSTRY2-CAT-YC30715", + "INDUSTRY2-AUTUMN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业研究人员及公司，支持线索丰富、筛选和身份核对。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "人员及企业数据研究软件；查询、数据许可与人工服务费待拆" }, { "id": "YC30716", "name": "Finto", "url": "https://www.ycombinator.com/companies/finto-de", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 10, "location": "Munich, Germany", - "business": "公司简介：AI accounting for enterprise finance teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业内部财务团队自动处理发票录入、科目及审批。", + "buyer": "跨行业企业财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移企业通用财务，与只服务专业会计事务所分开。80%工作替代是自述，未核效果、审批控制和合同，不从发票金额推营收。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30716" + "YC-E-30716", + "INDUSTRY2-CAT-YC30716" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业内部财务团队自动处理发票录入、科目及审批。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Fintech", "B2B", "Enterprise", "AI" - ] + ], + "businessModel": "通用财务运营软件；发票量、连接、许可和实施费待拆" }, { "id": "YC30717", @@ -8473,27 +8515,29 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-powered accounting automation for construction and manufacturing", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑及制造企业自动处理应收应付、对账及供应商工作。", + "buyer": "建筑和制造企业专业财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留明确建筑/制造行业交付，33%效率是自述，不当公司增长或毛利。客户款项、供应商金额与平台收费分开。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30719" + "YC-E-30719", + "INDUSTRY2-CAT-YC30719" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为建筑及制造企业自动处理应收应付、对账及供应商工作。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Fintech", "Finance", "B2B", "AI" - ] + ], + "businessModel": "行业财务自动化；单据、连接、许可和实施服务待拆" }, { "id": "YC30720", @@ -8649,22 +8693,24 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI coworkers for fraud and compliance teams.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为银行及金融科技的欺诈合规团队调查告警并汇总判断依据。", + "buyer": "金融机构欺诈及风险团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留金融行业；前DoorDash每年3000万节省、LinkedIn5000万增收属于旧雇主。自主判断、低误报及人力替代未核，不直接证明当前公司收入或控制有效。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30726" + "YC-E-30726", + "INDUSTRY2-CAT-YC30726" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为银行及金融科技的欺诈合规团队调查告警并汇总判断依据。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "金融风险分析软件；告警、案件、许可及专业复核待拆" }, { "id": "YC30727", @@ -8674,26 +8720,29 @@ "year": 2025, "team": null, "location": null, - "business": "公司简介：Procurement Platform for Dental Offices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为牙科诊所聚合供应商价格并提供统一购物车。", + "buyer": "牙科诊所及采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留牙科专业采购，官网称免费且有商品报价；免费不等零收入，商品总额不等平台净收费。当前AI具体作用及支付/采购合同仍待核。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30727" + "YC-E-30727", + "INDUSTRY2-CAT-YC30727", + "INDUSTRY2-ALARA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为牙科诊所聚合供应商价格并提供统一购物车。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Dental", "Procurement", "AI" - ] + ], + "businessModel": "牙科供应采购平台；佣金、交易、供应商费用和软件费待拆" }, { "id": "YC30728", @@ -34675,6 +34724,66 @@ "evidence": "INDUSTRY1-CAT-YC30415", "bound": "=", "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-OVERDRIVE-50M", + "company": "YC30641", + "name": "Overdrive Health", + "kind": "客户索赔或旧雇主成果边界", + "value": 50000000, + "unit": "原文$，币种待核", + "scope": "拟收购账单机构客户年度索赔，非Overdrive收入", + "timing": "2026-03-03发布，具体经营截至日未给", + "reason": "未核收购交割、索赔付款及并表，索赔不是供应商收入或ARR", + "bound": ">", + "evidence": "INDUSTRY2-OVERDRIVE-LAUNCH", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-OVERDRIVE-100M", + "company": "YC30641", + "name": "Overdrive Health", + "kind": "客户索赔或旧雇主成果边界", + "value": 100000000, + "unit": "原文$，币种待核", + "scope": "官网年度客户索赔提交额，非公司收入", + "timing": "官网当前展示，具体业务期间未给", + "reason": "提交额不等赔付或平台收入；与旧50M不相加，不乘假设费率", + "bound": ">", + "evidence": "INDUSTRY2-OVERDRIVE-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-SOCRATIX-OLD-REVENUE", + "company": "YC30726", + "name": "Socratix AI", + "kind": "客户索赔或旧雇主成果边界", + "value": 50000000, + "unit": "原文$，币种待核", + "scope": "创始人在LinkedIn参与的增收，非Socratix收入", + "timing": "当前YC简介中的旧经历，具体会计期未给", + "reason": "前雇主业绩不转移，当前平台合同和持续付费未知", + "bound": ">", + "evidence": "INDUSTRY2-CAT-YC30726", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-SOCRATIX-OLD-SAVING", + "company": "YC30726", + "name": "Socratix AI", + "kind": "客户索赔或旧雇主成果边界", + "value": 30000000, + "unit": "原文$，币种待核", + "scope": "前DoorDash年度成本节省，非Socratix收入", + "timing": "当前YC简介中的旧经历，具体经营截至日未给", + "reason": "节省与收入定义不同，且属于旧雇主，不计当前ARR", + "bound": ">", + "evidence": "INDUSTRY2-CAT-YC30726", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -55533,6 +55642,325 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称自YC开始达到原文$54k ARR，另有试点及PoC。", "limitation": "发布日不是精确财务截至日，正文可更新；币种、经常性定义、付费合同与账单未核，不按访问日刷新为当前ARR。" + }, + { + "id": "INDUSTRY2-CAT-YC30602", + "companyId": "YC30602", + "title": "Meteor Labs行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/meteor-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研究数据中心设备供应链、厂商份额和建设瓶颈。 保留产业研究，不把浏览器Agent实现归通用开发设施，也不把研究数据中心当实际出售算力。大学项目10万经费不是Meteor收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30603", + "companyId": "YC30603", + "title": "Closera行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/closera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为电商店铺提供购物Agent，具体产品与部署范围待核。 移客户销售运营；简介仅一句，AI作用及实际采用仍缺。YC标Inactive，不当已注销或全部停止服务，不推交易额为收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30614", + "companyId": "YC30614", + "title": "Astor行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/astor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "面向个人投资者提供持仓分析、市场关注及经用户批准的交易流程辅助。 保留专业金融服务；官网明确示例持仓及订单，不当真实AUM、成交或收益保证。未核牌照、托管、实际交易能力和合同，不将retail市场份额当客户数。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30629", + "companyId": "YC30629", + "title": "Topological行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/topological", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发用于CAD物理约束及拓扑优化的专用模型。 按明确模型研发定位暂移C01；UToP-v1的1930倍及小于5%误差是自测主张，未见本轮代码或复测，不当通用模型能力或已实现模型收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30641", + "companyId": "YC30641", + "title": "Overdrive Health行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/overdrive-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合AI及专业账单人员为医疗机构处理账单与回款。 保留医疗服务，官网明确Human Led。旧拟收购账单机构50m年度索赔和官网现100m处理额是客户款项；未核交割及并表，不相加或按比例反推公司ARR。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30657", + "companyId": "YC30657", + "title": "Nori行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/nori", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整理个人病历、可穿戴及健康资料，生成日常健康计划。 移消费者应用；用户睡眠或心率改善是个案引语，不等临床效果或公司收入。未核医疗服务范围、订阅及隐私主张。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30666", + "companyId": "YC30666", + "title": "CareSwift行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/careswift", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在救护车报告系统内辅助急救人员填写记录并提示错误。 保留急救行业工作；三分钟及80%节时为自述，未独立核文书准确性、支付方接受或客户合同。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30668", + "companyId": "YC30668", + "title": "Wedge行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/wedge", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构部署、治理及运营后台AI Agent。 保留医疗运营，官网明确服务医疗后台，不据OS名称归通用Agent设施。全后台、合规、稳定和上线效果未独立核。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30677", + "companyId": "YC30677", + "title": "Kalinda行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/kalinda", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为集体诉讼律师整理大量记录并辅助案件资格分析。 保留法律行业；60万页、两大律所为处理/采用自述，不当收入或独立正确率。资格最终判断和法律责任未独立核，前公益7000学生不算客户。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30683", + "companyId": "YC30683", + "title": "Theora行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/theora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗Agent提供专家训练数据、奖励标准及仿真任务环境。 移模型数据与训练设施；官网Louiza Inc. dba Theora，法律登记待核。FHIR/PACS环境及去标识数据为自述，未核权利链、独立训练效果或临床部署。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30685", + "companyId": "YC30685", + "title": "IronLedger.ai行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/ironledger-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为物业管理、开发商及承包商自动处理地产会计与应付。 保留地产会计行业；10万管理单位是服务覆盖自述，不等付费客户。客户千元节省及已于2025到期折扣不作当前价格或收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30689", + "companyId": "YC30689", + "title": "b12 Labs行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/b12-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为药企提供分子设计、实验规划及化学制造交付。 保留专业科研服务；旧copilot与新Foundry制造分期，不能全作软件ARR。付费试点未给收入，论文及一次转化效果未独立核，不列为本公司第三方评测。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30698", + "companyId": "YC30698", + "title": "Comena行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/comena", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工业分销和制造销售团队处理报价及订单录入，写回ERP。 移客户收入运营；发布明确销售人员快速复核并一键发送，非全无人订单处理。客户订单金额、节时和ERP数据不是Comena收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30701", + "companyId": "YC30701", + "title": "Mimos行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/mimos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为原告律所管理获客渠道、客户接待及签约结果归因。 移营销客户运营；旧跨监管行业AEO与现律所获客分期。五付费客户无合同金额不推MRR；客户AUM、媒体支出和签约案值不是Mimos收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30709", + "companyId": "YC30709", + "title": "Novaflow行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/novaflow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为生物实验室分析实验数据并生成研究图表。 保留生命科学应用；机构使用与出版可用图表为自述，不等机构合同或独立科研验证。10万分析师费用是客户成本，不归Novaflow收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30715", + "companyId": "YC30715", + "title": "Autumn行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/autumn-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业研究人员及公司，支持线索丰富、筛选和身份核对。 按当前企业线索研究移C06；未来Agent搜索引擎愿景单列。十亿人索引不是用户数或收入，演示新公司和联系人不当已核真实记录；未检索任何个人档案。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30716", + "companyId": "YC30716", + "title": "Finto行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/finto-de", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业内部财务团队自动处理发票录入、科目及审批。 移企业通用财务，与只服务专业会计事务所分开。80%工作替代是自述，未核效果、审批控制和合同，不从发票金额推营收。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30719", + "companyId": "YC30719", + "title": "ProcIndex行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/procindex", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为建筑及制造企业自动处理应收应付、对账及供应商工作。 保留明确建筑/制造行业交付，33%效率是自述，不当公司增长或毛利。客户款项、供应商金额与平台收费分开。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30726", + "companyId": "YC30726", + "title": "Socratix AI行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/socratix-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为银行及金融科技的欺诈合规团队调查告警并汇总判断依据。 保留金融行业；前DoorDash每年3000万节省、LinkedIn5000万增收属于旧雇主。自主判断、低误报及人力替代未核，不直接证明当前公司收入或控制有效。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30727", + "companyId": "YC30727", + "title": "Alara行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/alara", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为牙科诊所聚合供应商价格并提供统一购物车。 保留牙科专业采购，官网称免费且有商品报价；免费不等零收入，商品总额不等平台净收费。当前AI具体作用及支付/采购合同仍待核。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-TOPOLOGICAL-HOME", + "companyId": "YC30629", + "title": "Topological专用模型研发定位", + "url": "https://www.topological.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述UToP-v1物理约束及拓扑优化模型，面向硬件工程设计。", + "limitation": "foundation及SOTA为自述；未开权重、源码或同口径测评，1930倍加速不等已验证通用能力或付费模型供给。" + }, + { + "id": "INDUSTRY2-THEORA-HOME", + "companyId": "YC30683", + "title": "Theora模型训练数据和环境", + "url": "https://www.theorahq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述SFT数据、专家奖励标准及EHR/PACS仿真环境，页脚Louiza Inc. dba Theora。", + "limitation": "医学院/前雇主标志不等客户，真实数据去标识及许可链未核，未独立验证临床效果或训练收益。" + }, + { + "id": "INDUSTRY2-B12-HOME", + "companyId": "YC30689", + "title": "b12软件与分子交付", + "url": "https://b12-labs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网兼有实验规划软件、实验自动化接口及Foundry制造方向；商业交付需拆软件和专业实验服务。", + "limitation": "未执行实验、核制造合同或性能，论文/人物旧成绩和示例实验结果不当本公司独立评测或收入。" + }, + { + "id": "INDUSTRY2-AUTUMN-HOME", + "companyId": "YC30715", + "title": "Autumn人员与企业研究产品", + "url": "https://www.autumn.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向企业数据研究，宣称大型人和公司索引并展示线索研究与可回查来源的示例。", + "limitation": "索引覆盖、更新、权利和身份匹配未核；只读产品描述，未查个人资料，示例公司/注册/联系人不当独立事实。" + }, + { + "id": "INDUSTRY2-OVERDRIVE-HOME", + "companyId": "YC30641", + "title": "Overdrive人工主导账单及索赔规模", + "url": "https://www.overdrive.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确技术驱动、人工主导医疗账单服务，列100M以上年度提交索赔及10万以上资格检查。", + "limitation": "客户提交索赔不是公司收入，也不必等已付款；人员、收购并表、费率及实际合同未核，与旧50M口径不相加。" + }, + { + "id": "INDUSTRY2-ASTOR-HOME", + "companyId": "YC30614", + "title": "Astor个人投资流程及演示边界", + "url": "https://www.astor.app/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示市场关注、持仓研究和经用户批准的下单流程，标注示例及非推荐。", + "limitation": "示例50万持仓及10250订单不是客户AUM、真实成交或公司收入；未执行交易、核牌照/托管或独立收益。" + }, + { + "id": "INDUSTRY2-WEDGE-HOME", + "companyId": "YC30668", + "title": "Wedge医疗后台交付", + "url": "https://wedge.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网将医疗Agent OS落实到大型医疗系统后台流程及部署治理。", + "limitation": "医疗机构/前雇主标志不是已核合同，不据OS名称归通用运行设施，合规与稳定性能未独立复测。" + }, + { + "id": "INDUSTRY2-ALARA-HOME", + "companyId": "YC30727", + "title": "Alara免费采购与商品金额", + "url": "https://alaradental.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供牙科供应比价、供应商连接和统一购物车，自称免费平台。", + "limitation": "商品标价及折扣不等平台收入或真实成交，佣金/转付与净收入未知；AI实际作用、供应商合同及数据权利未核。" + }, + { + "id": "INDUSTRY2-OVERDRIVE-LAUNCH", + "companyId": "YC30641", + "title": "Overdrive拟收购账单机构及客户索赔", + "url": "https://www.ycombinator.com/launches/PbA-overdrive-health-ai-powered-rcm-for-ambulance-agencies", + "publishedAt": "2026-03-03", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称正收购服务约20家救护车提供方的传统账单机构，年度客户索赔超过50M，收入/人接近翻倍。", + "limitation": "正收购不等交割完成；索赔和收入/人增长不提供公司收入金额，不能与100M现官网加总或乘假设佣金。" } ], "reviews": [ @@ -58745,6 +59173,67 @@ "INDUSTRY1-ADENTRIS-LAUNCH" ], "handling": "只保留历史自述，币种、财务截至日、经常性定义及法律主体/收入确认未核，不纳入可比同期ARR或平台MRR，未做独立技术测试。" + }, + { + "id": "INDUSTRY2-R-20", + "type": "行业第二批训练数据及专业交付复核", + "company": "原C07第二批20家公司", + "scope": "companies", + "companyIds": [ + "YC30602", + "YC30603", + "YC30614", + "YC30629", + "YC30641", + "YC30657", + "YC30666", + "YC30668", + "YC30677", + "YC30683", + "YC30685", + "YC30689", + "YC30698", + "YC30701", + "YC30709", + "YC30715", + "YC30716", + "YC30719", + "YC30726", + "YC30727" + ], + "summary": "20项当前主营及相关发布已读，8项官网及Overdrive原始发布补充；12项留C07、8项转其他类别。Topological模型研发、Theora训练数据、Nori个人应用、Finto通用财务及销售/市场研究分开。", + "evidenceIds": [ + "INDUSTRY2-CAT-YC30602", + "INDUSTRY2-CAT-YC30603", + "INDUSTRY2-CAT-YC30614", + "INDUSTRY2-CAT-YC30629", + "INDUSTRY2-CAT-YC30641", + "INDUSTRY2-CAT-YC30657", + "INDUSTRY2-CAT-YC30666", + "INDUSTRY2-CAT-YC30668", + "INDUSTRY2-CAT-YC30677", + "INDUSTRY2-CAT-YC30683", + "INDUSTRY2-CAT-YC30685", + "INDUSTRY2-CAT-YC30689", + "INDUSTRY2-CAT-YC30698", + "INDUSTRY2-CAT-YC30701", + "INDUSTRY2-CAT-YC30709", + "INDUSTRY2-CAT-YC30715", + "INDUSTRY2-CAT-YC30716", + "INDUSTRY2-CAT-YC30719", + "INDUSTRY2-CAT-YC30726", + "INDUSTRY2-CAT-YC30727", + "INDUSTRY2-TOPOLOGICAL-HOME", + "INDUSTRY2-THEORA-HOME", + "INDUSTRY2-B12-HOME", + "INDUSTRY2-AUTUMN-HOME", + "INDUSTRY2-OVERDRIVE-HOME", + "INDUSTRY2-ASTOR-HOME", + "INDUSTRY2-WEDGE-HOME", + "INDUSTRY2-ALARA-HOME", + "INDUSTRY2-OVERDRIVE-LAUNCH" + ], + "handling": "Overdrive人工账单及拟收购、b12科研软件/实验交付、Alara商品采购分别记业务模式。索赔、旧雇主增收/节省、客户AUM、演示资产、数据索引和科研宣传不当自身收入或独立技术验证。无新增可比MRR。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index fdac2de..ede27e0 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-1", + "version": "2026-10-31-industry-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化个案并保留来源；当前基础项416条主营人工复核。本分支新增原C07首批25项复核：16保留、9按现买家与交付迁移，Flott/Adentris历史ARR单列。Linewise现训练数据，实体承包、专业服务和个人应用分开。Wayline附载Second旧帖未充分核主体延续，不强改2025年或继承前业务。原C07尚余159项规则初分；本快照原C05仍有89项规则初分，继续补充人工结果；继续其他非人工资料与来源缺项，不把分类当财务/技术全量验证。", + "nextCheck": "原新增目录33条深化并保留来源；本快照基础项436条主营人工复核。原C07累计45项已读主营与相关发布：28保留、17按交付迁移，尚余139项规则初分。训练数据/环境、专用模型研发、实体承包、人工账单及科研制造与行业软件分开；Overdrive客户年度索赔50M/100M不当收入、不相加，旧雇主成果和客户资产排除。本快照C05仍89项规则初分，继续纳入后续复核。主体、定价、技术及同口径财务和非YC来源缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 10855e4..5d9a104 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-1", + "sourceVersion": "2026-10-31-industry-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From c25fb79eee72b768800e557057789784ed9434d3 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:18:08 +0800 Subject: [PATCH 06/29] research: separate industry software from brokerage and operations services --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 938 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 760 insertions(+), 194 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 2f2244f..ae6eca1 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1925); - assert.equal(research.observations.length, 246); + assert.equal(research.evidence.length, 1958); + assert.equal(research.observations.length, 251); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index aa2d17c..7fe6eff 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1925); - assert.equal(initial.observations.length, 246); + assert.equal(initial.evidence.length, 1958); + assert.equal(initial.observations.length, 251); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 119); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index a28e02c..a6177e0 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-2", + "version": "2026-10-31-industry-3", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -8871,22 +8871,24 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：We audit medical claims for self-insured employers and health plans.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为自保雇主及健康计划核查医疗索赔及支付差错。", + "buyer": "自保雇主及健康计划运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留医疗支付行业；旧个人账单工具与现付款方业务分开。60患者减少30万账单是客户成果，3至7%节省是自述，不归Avelis收入；旧Zuvy收购不作本公司退出。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30734" + "YC-E-30734", + "INDUSTRY3-CAT-YC30734" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为自保雇主及健康计划核查医疗索赔及支付差错。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "医疗支付核查软件及回收服务；许可、按节省收费和专业人员待拆" }, { "id": "YC30735", @@ -8896,26 +8898,28 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：Instant healthcare for all, starting with work comp", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工伤管理及康复网络自动处理电话和照护协调。", + "buyer": "工伤管理、专业康复及相关服务机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留工伤照护行业；年50万电话为运行/目标口径，未核已实现全年总量，60%降本和40%完成改善不当收入。旧Newfront13亿收购值不归Evergrove。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30735" + "YC-E-30735", + "INDUSTRY3-CAT-YC30735" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工伤管理及康复网络自动处理电话和照护协调。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Healthcare", "Insurance", "AI" - ] + ], + "businessModel": "行业协调软件与运营服务；电话、工作流、实施及人工费待拆" }, { "id": "YC30736", @@ -8925,27 +8929,30 @@ "year": 2025, "team": 3, "location": "Los Angeles, CA", - "business": "公司简介：AI-native real estate services firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为地产投资销售及物业运营提供AI工具和专业服务。", + "buyer": "地产所有者、投资者、经纪及物业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留地产行业；YC强调服务公司，官网强调软件OS，两种范围并列而不强推单一SaaS。官网20亿分析项目与创始人旧5亿基金均非PARES收入或实际自有资产。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30736" + "YC-E-30736", + "INDUSTRY3-CAT-YC30736", + "INDUSTRY3-PARES-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为地产投资销售及物业运营提供AI工具和专业服务。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Real Estate", "Proptech", "AI", "Conversational AI" - ] + ], + "businessModel": "地产软件与经纪/物业服务双线；许可、佣金、管理费及人工待拆" }, { "id": "YC30737", @@ -9065,26 +9072,28 @@ "id": "YC30742", "name": "Sira", "url": "https://www.ycombinator.com/companies/sira", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI Native Rippling for Deskless Workers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小时制员工团队处理排班、工时、工资及HR。", + "buyer": "跨行业小时制用工企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业HR通用工作，小时制不是单一行业。自动补班和工时检查为自述，不当实测合规保证或处理工资等同收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30742" + "YC-E-30742", + "INDUSTRY3-CAT-YC30742" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小时制员工团队处理排班、工时、工资及HR。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "通用劳动力管理软件；员工、通话、工资处理和服务费待拆" }, { "id": "YC30743", @@ -9158,26 +9167,28 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The world's first AI-maximalist pharma company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI辅助筛选药物、规划临床并推进资产交易。", + "buyer": "药物研发及药品资产投资运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留医药研发；买药、试验、出售获利是商业方向，10倍/20倍为自述，未核已获资产、临床试验、审批或利润。模型调用不是自研基础模型销售。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30747" + "YC-E-30747", + "INDUSTRY3-CAT-YC30747" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI辅助筛选药物、规划临床并推进资产交易。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "AI-powered Drug Discovery", "Biotech", "Drug Delivery" - ] + ], + "businessModel": "药物资产与临床研发业务；许可交易、研发、试验及专业人员成本待拆" }, { "id": "YC30748", @@ -9217,22 +9228,25 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：AI-native insurance brokerage.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI配合持牌经纪人员为企业配置复杂保险。", + "buyer": "建筑、安防及技工企业保险客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留保险专业服务；500企业是管理风险采用自述，不等付费数或保费净收入。执照及合同未独立核，官网本次不可读。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30749" + "YC-E-30749", + "INDUSTRY3-CAT-YC30749", + "INDUSTRY3-FERNSTONE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI配合持牌经纪人员为企业配置复杂保险。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "保险经纪服务；佣金、保费转付、人工与软件成本待拆" }, { "id": "YC30754", @@ -9242,22 +9256,24 @@ "year": 2025, "team": 4, "location": "New York City, NY", - "business": "公司简介：AI Referral Automation for Primary Care Clinics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为基层医疗机构处理转诊、授权、状态更新及患者跟进。", + "buyer": "基层医疗及区域健康机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留医疗流程；两周签区域机构及100小时节省为自述，未给合同收入。前Google十亿用户和全国转诊量不归Locata客户或规模。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30754" + "YC-E-30754", + "INDUSTRY3-CAT-YC30754" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为基层医疗机构处理转诊、授权、状态更新及患者跟进。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "医疗转诊软件；工作流、集成、机构及人工支持费用待拆" }, { "id": "YC30756", @@ -9503,27 +9519,29 @@ "year": 2025, "team": 11, "location": "New York City, NY", - "business": "公司简介：Optimizing fleet planning with data driven algorithms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合车队数据及司机限制优化卡车装载与调度。", + "buyer": "中大型卡车车队及调度团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留运输行业，算法适配为产品方式，不当通用模型供给。每错误数千成本及智能调度宣传未独立核，不当收入或保证无违规。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30775" + "YC-E-30775", + "INDUSTRY3-CAT-YC30775" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合车队数据及司机限制优化卡车装载与调度。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Logistics", "Supply Chain", "Data Science", "AI" - ] + ], + "businessModel": "运输优化软件；车辆、计划、数据及实施费待拆" }, { "id": "YC30779", @@ -9533,22 +9551,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native ERP for manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为制造企业管理ERP及采购订单录入。", + "buyer": "制造企业订单和运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留制造运营，旧发布明确人复核批准订单，不当全自动。YC标Inactive，仅为目录状态；创始人旧项目200万融资不归当前收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC标Inactive；实际经营及法律状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30779" + "YC-E-30779", + "INDUSTRY3-CAT-YC30779" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为制造企业管理ERP及采购订单录入。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "制造ERP及订单软件；单据、集成、许可和实施成本待拆" }, { "id": "YC30782", @@ -9708,22 +9728,25 @@ "year": 2025, "team": 17, "location": "Austin, TX", - "business": "公司简介：Secure frontier AI for government & adjacent knowledge work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为政府及相关法律政策团队提供知识Agent和公众办事助手。", + "buyer": "政府机构及企业法律政策团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留政务行业；最大数据库、Virginia法律要求和政府logo均未本轮独立核法律原文或采购。FedRAMP Ready展示不扩写成全部产品已获授权，不推合同额。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30794" + "YC-E-30794", + "INDUSTRY3-CAT-YC30794", + "INDUSTRY3-VULCAN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为政府及相关法律政策团队提供知识Agent和公众办事助手。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "政府行业软件；许可、部署、数据及服务成本待拆" }, { "id": "YC30795", @@ -9814,26 +9837,28 @@ "id": "YC30799", "name": "Avent", "url": "https://www.ycombinator.com/companies/avent", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI agents for industrial commerce", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工业销售团队处理销售邮箱、产品报价及订单录入。", + "buyer": "制造及工业分销销售团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移客户销售运营；每日20万报价是客户潜在订单金额，非Avent成交或收入。报价、采购及库存协调不等自营商品销售或平台抽成已核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30799" + "YC-E-30799", + "INDUSTRY3-CAT-YC30799" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工业销售团队处理销售邮箱、产品报价及订单录入。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "销售订单自动化；报价量、单据、平台及实施费用待拆" }, { "id": "YC30802", @@ -9956,28 +9981,30 @@ "id": "YC30818", "name": "Nox Metals", "url": "https://www.ycombinator.com/companies/nox-metals", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 52, "location": "Detroit, MI", - "business": "公司简介：Supplying America's Industrial Base", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "供应制造用金属材料，并建设自动化加工交付能力。", + "buyer": "制造企业金属材料采购方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移实体产业；自动化工厂在建/规划与已交付材料分开，项目销售额不当软件ARR，AI使用未独立核，不按轻资产SaaS估整体毛利。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30818" + "YC-E-30818", + "INDUSTRY3-CAT-YC30818" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：供应制造用金属材料，并建设自动化加工交付能力。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Manufacturing" - ] + ], + "businessModel": "金属供应及加工实体业务；材料、加工、仓储、物流和自动化成本待拆" }, { "id": "YC30822", @@ -10150,27 +10177,29 @@ "year": 2025, "team": 11, "location": "New York City, NY", - "business": "公司简介：The AI drawing review platform for architects and engineers.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑工程PDF及Revit图纸执行QA、规范检查及协调复核。", + "buyer": "建筑师及工程设计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留工程行业；最准/千页数分钟为自述，未复测或验证规范适用。行业1770亿返工成本不归公司市场份额或收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30845" + "YC-E-30845", + "INDUSTRY3-CAT-YC30845" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为建筑工程PDF及Revit图纸执行QA、规范检查及协调复核。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Computer Vision", "Construction", "Architecture", "AI" - ] + ], + "businessModel": "建筑图纸质量软件；项目、图页、许可和专业审核费用待拆" }, { "id": "YC30847", @@ -10769,22 +10798,24 @@ "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：AI Tax prep and accounting software for CPA firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为CPA事务所处理税务准备、底稿及持续记账。", + "buyer": "会计及税务事务所", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业事务所业务；明确提交人类审核，未核税务资格、账目准确性或付费。未来事务所完整系统方向与当前税务/账务交付分开。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30878" + "YC-E-30878", + "INDUSTRY3-CAT-YC30878" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为CPA事务所处理税务准备、底稿及持续记账。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "会计行业软件及辅助服务；客户、税表、许可及人复核成本待拆" }, { "id": "YC30879", @@ -10984,29 +11015,31 @@ "id": "YC30889", "name": "Alder", "url": "https://www.ycombinator.com/companies/alder", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI employees for finance, starting with accounts receivable.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业财务团队跟进应收、整理单据、对账并处理例外。", + "buyer": "跨行业企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业通用财务；发送客户内容须人同意，免费两周不作已付费。旧Uber每周500万司机的支付系统是履历，不归Alder客户或交易量。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30889" + "YC-E-30889", + "INDUSTRY3-CAT-YC30889" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业财务团队跟进应收、整理单据、对账并处理例外。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "通用财务Agent软件；任务、单据、实施及运营费用待拆" }, { "id": "YC30891", @@ -11286,28 +11319,30 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Automatic Construction Drawing Clash Detection", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "检查施工前多专业图纸差错并生成澄清请求草稿。", + "buyer": "建设项目协调及施工团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留建筑行业；节省数百万项目成本为自述，不当Helonic收入。RFI草稿仍需团队解决，不当已签工程责任或无需专家。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30911" + "YC-E-30911", + "INDUSTRY3-CAT-YC30911" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：检查施工前多专业图纸差错并生成澄清请求草稿。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Construction", "B2B", "Workflow Automation", "Architecture", "AI" - ] + ], + "businessModel": "建筑协调软件；项目、图页、集成和专业审核成本待拆" }, { "id": "YC30912", @@ -11431,63 +11466,67 @@ "id": "YC30917", "name": "Bravi", "url": "https://www.ycombinator.com/companies/bravi", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 8, "location": "New York City, NY", - "business": "公司简介：AI operating system for home improvement manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为门窗及家装产品销售和客服连接技术资料、配置产品并生成报价。", + "buyer": "制造商及安装商销售客服团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移客户运营；旧语音聊天助手与现技术商业数据工具分期。欧洲美国使用及减少漏单为自述，客户销售额不归Bravi收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30917" + "YC-E-30917", + "INDUSTRY3-CAT-YC30917" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为门窗及家装产品销售和客服连接技术资料、配置产品并生成报价。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "B2B", "Manufacturing", "Automation", "Home Services", "AI Assistant" - ] + ], + "businessModel": "行业销售客服软件；会话、配置、连接及实施费待拆" }, { "id": "YC30918", "name": "ComplyDo", "url": "https://www.ycombinator.com/companies/complydo", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 17, "location": "Berlin, Germany", - "business": "公司简介：Global Compliance for Enterprises", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为跨行业企业提取合规要求、映射控制并监测差距变化。", + "buyer": "企业GRC及内控团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移通用企业治理，与实际法律代理服务分开。10倍效率及最大欧企采用未核，合规建议不是已核法律意见或保证。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30918" + "YC-E-30918", + "INDUSTRY3-CAT-YC30918" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为跨行业企业提取合规要求、映射控制并监测差距变化。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "B2B", "Compliance", "LegalTech", "Cybersecurity", "AI" - ] + ], + "businessModel": "通用企业合规软件；法规、文档、许可及服务费待拆" }, { "id": "YC30919", @@ -11525,28 +11564,30 @@ "year": 2025, "team": 15, "location": "San Francisco", - "business": "公司简介：AI Operating System for Legal Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为法律团队提供研究、起草、合同审阅及案件工作流。", + "buyer": "律师事务所及企业法务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留法律专业工作；500万文档、20万案件及200组织为处理和采用自述，不等独立客户或收入。引用验证、安全和每周10小时节省未独立核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30920" + "YC-E-30920", + "INDUSTRY3-CAT-YC30920" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为法律团队提供研究、起草、合同审阅及案件工作流。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "SaaS", "B2B", "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "法律工作软件；席位、文档、案件和部署成本待拆" }, { "id": "YC30923", @@ -11585,22 +11626,25 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Casey is an AI-native commercial insurance brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由保险经纪人员面向企业提供投保、报价比较及续保服务。", + "buyer": "企业商业保险客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业经纪；现官网与YC称经纪公司，旧发布为分销基础设施，两线分期。100保险商覆盖不是客户数或自身保费收入，牌照未独立核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30924" + "YC-E-30924", + "INDUSTRY3-CAT-YC30924", + "INDUSTRY3-CASEY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由保险经纪人员面向企业提供投保、报价比较及续保服务。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "保险经纪加AI运营；佣金、服务费、保费转付和人工待拆" }, { "id": "YC30925", @@ -11610,52 +11654,57 @@ "year": 2025, "team": 3, "location": "Boulder, CO", - "business": "公司简介：Biospecimen logistics & operations layer to accelerate drug dev", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为药企和研究团队提供样本收集、处理、存储及运输运营。", + "buyer": "生物医药及临床研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业科研运营；24小时报价不等签约、完成采样或临床成功。当前AI具体作用未充分核，不把实物及物流项目款当软件ARR。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30925" + "YC-E-30925", + "INDUSTRY3-CAT-YC30925", + "INDUSTRY3-PACELINE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为药企和研究团队提供样本收集、处理、存储及运输运营。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "AI-powered Drug Discovery", "Biotech", "Drug discovery", "Biotechnology" - ] + ], + "businessModel": "专业样本物流及实验运营服务；套件、处理、存储、运输和人力待拆" }, { "id": "YC30927", "name": "Oxus", "url": "https://www.ycombinator.com/companies/oxus", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-powered automation for internal audit workflows", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为跨行业上市及拟上市企业自动处理内部审计工作。", + "buyer": "企业SOX及内部审计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业通用审计；200至800时薪及每年30万至百万是外包成本背景，不当Oxus报价或收入。10倍效率和审计有效性未核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30927" + "YC-E-30927", + "INDUSTRY3-CAT-YC30927" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为跨行业上市及拟上市企业自动处理内部审计工作。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "通用内审软件；控制、流程、许可和实施费待拆" }, { "id": "YC30928", @@ -11909,53 +11958,59 @@ "year": 2025, "team": 3, "location": "London, United Kingdom", - "business": "公司简介：AI-native recruiting agency", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业承接岗位搜索、候选人筛选及招聘交付。", + "buyer": "企业招聘及人才团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业招聘服务；官网现500美元/月加首年底薪15%，旧发布500启动费条件分期。报价不是已收收入，候选人薪资不是营收；自测搜索成绩未独立核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网US$500/月招聘期间加首年底薪15%签约成功费；旧发布500启动费口径分期。实际合同、退款、触发及回款未核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30944" + "YC-E-30944", + "INDUSTRY3-CAT-YC30944", + "INDUSTRY3-PRISM-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业承接岗位搜索、候选人筛选及招聘交付。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "专业招聘代理服务；月招聘费加签约成功费，人力与搜索成本待拆" }, { "id": "YC30945", "name": "Zalos", "url": "https://www.ycombinator.com/companies/zalos", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 10, "location": "London, United Kingdom", - "business": "公司简介：Hire Zalos AI workers to run your finance department", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业财务团队映射流程并执行应付、账单、对账及控制工作。", + "buyer": "跨行业企业财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业通用工作；财务harness和Computer Agent是实现方式，不归通用开发设施。零集成、78%自动解决及自学习为厂商示例或主张，不等已核控制有效或收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30945" + "YC-E-30945", + "INDUSTRY3-CAT-YC30945", + "INDUSTRY3-ZALOS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业财务团队映射流程并执行应付、账单、对账及控制工作。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Fintech", "Finance", "Enterprise", "Billing", "AI Assistant" - ] + ], + "businessModel": "通用财务自动化；按成果收费自述，平台、运行、实施及人力待拆" }, { "id": "YC30947", @@ -12050,26 +12105,29 @@ "year": 2025, "team": 2, "location": "Los Angeles, CA", - "business": "公司简介：AI Legal OS", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律师事务所连接客户接待、案件、文档、沟通和计费流程。", + "buyer": "律师事务所及专业法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "YC简介很短，官网现为全所LegalOS，补具体行业交付后保留C07。白手套配置和训练不推全软件毛利，律所标识、示例案件及时间记录不是独立收入证据。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30953" + "YC-E-30953", + "INDUSTRY3-CAT-YC30953", + "INDUSTRY3-RELAW-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为律师事务所连接客户接待、案件、文档、沟通和计费流程。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "SaaS", "Legal", "AI" - ] + ], + "businessModel": "法律实践管理软件加配置培训；许可、实施和支持费待拆" }, { "id": "YC30954", @@ -34784,6 +34842,81 @@ "evidence": "INDUSTRY2-CAT-YC30726", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-AVELIS-SAVING", + "company": "YC30734", + "name": "Avelis Health", + "kind": "客户规模或旧业务成果边界", + "value": 300000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "旧消费者患者账单减少，非Avelis收入", + "timing": "2025-08-19发布及当前简介称数月内，准确期间未给", + "reason": "60患者累计减免/减少不是供应商收费，不推公司ARR", + "evidence": "INDUSTRY3-CAT-YC30734", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-AVENT-QUOTES", + "company": "YC30799", + "name": "Avent", + "kind": "客户规模或旧业务成果边界", + "value": 200000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "客户日均报价潜在订单金额，非Avent收入", + "timing": "2025-08-15发布称每天，准确经营截至日未给", + "reason": "报价不等签约、成交或平台净收入，不反推抽成", + "evidence": "INDUSTRY3-CAT-YC30799", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-PARES-PROJECTS", + "company": "YC30736", + "name": "PARES AI", + "kind": "客户规模或旧业务成果边界", + "value": 2000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "官网项目分析/承销估算规模，非PARES收入", + "timing": "官网当前展示，统计期间未给", + "reason": "项目价值不是公司收费或持有资产，软件及经纪模式范围待核", + "evidence": "INDUSTRY3-PARES-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-PARES-OLD-FUND", + "company": "YC30736", + "name": "PARES AI", + "kind": "客户规模或旧业务成果边界", + "value": 500000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "创始人此前管理基金规模，非PARES资产或收入", + "timing": "2025-07-14发布中的旧经历，具体基金日期未给", + "reason": "旧Motiva基金规模和39项目不转移当前公司，不作为ARR", + "evidence": "INDUSTRY3-CAT-YC30736", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-EVERGROVE-OLD-ACQ", + "company": "YC30735", + "name": "Evergrove", + "kind": "客户规模或旧业务成果边界", + "value": 1300000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "前Newfront收购交易值，非Evergrove收入或退出", + "timing": "2026-08-26发布引用旧Newfront交易，非本公司经营期", + "reason": "旧雇主收购值不归新公司；技术被提及不等当前公司取得交易款或合同", + "evidence": "INDUSTRY3-CAT-YC30735", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -55961,6 +56094,369 @@ "kind": "公司公开资料复核", "summary": "发布称正收购服务约20家救护车提供方的传统账单机构，年度客户索赔超过50M，收入/人接近翻倍。", "limitation": "正收购不等交割完成；索赔和收入/人增长不提供公司收入金额，不能与100M现官网加总或乘假设佣金。" + }, + { + "id": "INDUSTRY3-CAT-YC30734", + "companyId": "YC30734", + "title": "Avelis Health行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/avelis-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为自保雇主及健康计划核查医疗索赔及支付差错。 保留医疗支付行业；旧个人账单工具与现付款方业务分开。60患者减少30万账单是客户成果，3至7%节省是自述，不归Avelis收入；旧Zuvy收购不作本公司退出。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30735", + "companyId": "YC30735", + "title": "Evergrove行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/evergrove", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工伤管理及康复网络自动处理电话和照护协调。 保留工伤照护行业；年50万电话为运行/目标口径，未核已实现全年总量，60%降本和40%完成改善不当收入。旧Newfront13亿收购值不归Evergrove。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30736", + "companyId": "YC30736", + "title": "PARES AI行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/pares-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为地产投资销售及物业运营提供AI工具和专业服务。 保留地产行业；YC强调服务公司，官网强调软件OS，两种范围并列而不强推单一SaaS。官网20亿分析项目与创始人旧5亿基金均非PARES收入或实际自有资产。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30742", + "companyId": "YC30742", + "title": "Sira行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/sira", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为小时制员工团队处理排班、工时、工资及HR。 移企业HR通用工作，小时制不是单一行业。自动补班和工时检查为自述，不当实测合规保证或处理工资等同收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30747", + "companyId": "YC30747", + "title": "Convexia行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/convexia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI辅助筛选药物、规划临床并推进资产交易。 保留医药研发；买药、试验、出售获利是商业方向，10倍/20倍为自述，未核已获资产、临床试验、审批或利润。模型调用不是自研基础模型销售。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30749", + "companyId": "YC30749", + "title": "Fernstone行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/fernstone", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI配合持牌经纪人员为企业配置复杂保险。 保留保险专业服务；500企业是管理风险采用自述，不等付费数或保费净收入。执照及合同未独立核，官网本次不可读。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30754", + "companyId": "YC30754", + "title": "Locata行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/locata", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为基层医疗机构处理转诊、授权、状态更新及患者跟进。 保留医疗流程；两周签区域机构及100小时节省为自述，未给合同收入。前Google十亿用户和全国转诊量不归Locata客户或规模。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30775", + "companyId": "YC30775", + "title": "Fleetline行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/fleetline", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合车队数据及司机限制优化卡车装载与调度。 保留运输行业，算法适配为产品方式，不当通用模型供给。每错误数千成本及智能调度宣传未独立核，不当收入或保证无违规。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30779", + "companyId": "YC30779", + "title": "Smartbase行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/smartbase", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为制造企业管理ERP及采购订单录入。 保留制造运营，旧发布明确人复核批准订单，不当全自动。YC标Inactive，仅为目录状态；创始人旧项目200万融资不归当前收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30794", + "companyId": "YC30794", + "title": "Vulcan Technologies行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/vulcan-technologies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为政府及相关法律政策团队提供知识Agent和公众办事助手。 保留政务行业；最大数据库、Virginia法律要求和政府logo均未本轮独立核法律原文或采购。FedRAMP Ready展示不扩写成全部产品已获授权，不推合同额。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30799", + "companyId": "YC30799", + "title": "Avent行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/avent", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工业销售团队处理销售邮箱、产品报价及订单录入。 移客户销售运营；每日20万报价是客户潜在订单金额，非Avent成交或收入。报价、采购及库存协调不等自营商品销售或平台抽成已核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30818", + "companyId": "YC30818", + "title": "Nox Metals行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/nox-metals", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "供应制造用金属材料，并建设自动化加工交付能力。 移实体产业；自动化工厂在建/规划与已交付材料分开，项目销售额不当软件ARR，AI使用未独立核，不按轻资产SaaS估整体毛利。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30845", + "companyId": "YC30845", + "title": "Structured AI行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/structured-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为建筑工程PDF及Revit图纸执行QA、规范检查及协调复核。 保留工程行业；最准/千页数分钟为自述，未复测或验证规范适用。行业1770亿返工成本不归公司市场份额或收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30878", + "companyId": "YC30878", + "title": "Cranston AI行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/cranston-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为CPA事务所处理税务准备、底稿及持续记账。 保留专业事务所业务；明确提交人类审核，未核税务资格、账目准确性或付费。未来事务所完整系统方向与当前税务/账务交付分开。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30889", + "companyId": "YC30889", + "title": "Alder行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/alder", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业财务团队跟进应收、整理单据、对账并处理例外。 移企业通用财务；发送客户内容须人同意，免费两周不作已付费。旧Uber每周500万司机的支付系统是履历，不归Alder客户或交易量。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30911", + "companyId": "YC30911", + "title": "Helonic行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/helonic", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "检查施工前多专业图纸差错并生成澄清请求草稿。 保留建筑行业；节省数百万项目成本为自述，不当Helonic收入。RFI草稿仍需团队解决，不当已签工程责任或无需专家。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30917", + "companyId": "YC30917", + "title": "Bravi行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/bravi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为门窗及家装产品销售和客服连接技术资料、配置产品并生成报价。 移客户运营；旧语音聊天助手与现技术商业数据工具分期。欧洲美国使用及减少漏单为自述，客户销售额不归Bravi收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30918", + "companyId": "YC30918", + "title": "ComplyDo行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/complydo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为跨行业企业提取合规要求、映射控制并监测差距变化。 移通用企业治理，与实际法律代理服务分开。10倍效率及最大欧企采用未核，合规建议不是已核法律意见或保证。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30920", + "companyId": "YC30920", + "title": "Lexi行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/lexi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为法律团队提供研究、起草、合同审阅及案件工作流。 保留法律专业工作；500万文档、20万案件及200组织为处理和采用自述，不等独立客户或收入。引用验证、安全和每周10小时节省未独立核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30924", + "companyId": "YC30924", + "title": "Casey行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/casey", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由保险经纪人员面向企业提供投保、报价比较及续保服务。 保留专业经纪；现官网与YC称经纪公司，旧发布为分销基础设施，两线分期。100保险商覆盖不是客户数或自身保费收入，牌照未独立核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30925", + "companyId": "YC30925", + "title": "Paceline Bio行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/paceline-bio", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为药企和研究团队提供样本收集、处理、存储及运输运营。 保留专业科研运营；24小时报价不等签约、完成采样或临床成功。当前AI具体作用未充分核，不把实物及物流项目款当软件ARR。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30927", + "companyId": "YC30927", + "title": "Oxus行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/oxus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为跨行业上市及拟上市企业自动处理内部审计工作。 移企业通用审计；200至800时薪及每年30万至百万是外包成本背景，不当Oxus报价或收入。10倍效率和审计有效性未核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30944", + "companyId": "YC30944", + "title": "Prism行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/tryprism", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业承接岗位搜索、候选人筛选及招聘交付。 保留专业招聘服务；官网现500美元/月加首年底薪15%，旧发布500启动费条件分期。报价不是已收收入，候选人薪资不是营收；自测搜索成绩未独立核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30945", + "companyId": "YC30945", + "title": "Zalos行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/zalos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业财务团队映射流程并执行应付、账单、对账及控制工作。 移企业通用工作；财务harness和Computer Agent是实现方式，不归通用开发设施。零集成、78%自动解决及自学习为厂商示例或主张，不等已核控制有效或收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30953", + "companyId": "YC30953", + "title": "Relaw行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/relaw", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为律师事务所连接客户接待、案件、文档、沟通和计费流程。 YC简介很短，官网现为全所LegalOS，补具体行业交付后保留C07。白手套配置和训练不推全软件毛利，律所标识、示例案件及时间记录不是独立收入证据。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-VULCAN-HOME", + "companyId": "YC30794", + "title": "Vulcan政务产品及采购边界", + "url": "https://vulcan.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网分别描述Justinian政府知识工作Agent与Trajan公众办事助手，并展示部署机构及FedRAMP Ready入口。", + "limitation": "未核政府合同、法律强制条款原文或认证范围，展示不等收入；未访问非公开数据。" + }, + { + "id": "INDUSTRY3-ZALOS-HOME", + "companyId": "YC30945", + "title": "Zalos财务流程与控制交付", + "url": "https://www.zalos.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向企业财务，包含流程图、GUI操作、控制和追溯，仍需人处理例外。", + "limitation": "演示7610发票、78%自动解决和学习效果不是实际收入或独立复测；成果收费合同及实施人工未核。" + }, + { + "id": "INDUSTRY3-CASEY-HOME", + "companyId": "YC30924", + "title": "Casey现保险经纪模式", + "url": "https://caseyinsure.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以企业保险服务为主，由专业人员了解需求并比较保险商报价，后续处理证书、索赔和续保。", + "limitation": "与旧纯分销基础设施发布分开，保险商覆盖及保费不是平台收入；佣金、执照和保险合同未独立核。" + }, + { + "id": "INDUSTRY3-RELAW-HOME", + "companyId": "YC30953", + "title": "Relaw全所LegalOS及服务", + "url": "https://www.relaw.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明客户沟通、案件、文档、时间、账单及信托会计整合，含配置和培训支持。", + "limitation": "律所logo、示例案件和效率不是已核付费或准确性，实际人工比例、合同及收入未知。" + }, + { + "id": "INDUSTRY3-PARES-HOME", + "companyId": "YC30736", + "title": "PARES软件与专业服务口径差异", + "url": "https://www.pares.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网强调地产OS和软件工作流，列20亿以上项目分析量；YC当前简介则为经纪和物业服务公司。", + "limitation": "两个模式并列待合同确认；20亿项目、旧5亿基金和客户管理单位不归公司收入或自有资产。" + }, + { + "id": "INDUSTRY3-FERNSTONE-ACCESS", + "companyId": "YC30749", + "title": "Fernstone官网访问缺项", + "url": "https://www.fernstone.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具本次未取得官网正文，分类及经纪/人工模式依据YC当前简介。", + "limitation": "访问失败不等停业或未持牌，执照、合同、佣金与实际收入留缺，不能把AI-native称呼当全无人。" + }, + { + "id": "INDUSTRY3-PRISM-HOME", + "companyId": "YC30944", + "title": "Prism按月招聘与成功收费", + "url": "https://tryprism.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确端到端招聘服务，无须客户建招聘软件或团队；US$500/月加首年底薪15%的签约成功费。", + "limitation": "与旧500启动费报价分期；标价不是实收或ARR，薪资不是平台收入。PeopleSearchBench成绩仍为公司自测，未读取论文或复测。" + }, + { + "id": "INDUSTRY3-PACELINE-HOME", + "companyId": "YC30925", + "title": "Paceline样本及物流服务", + "url": "https://paceline.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供采集套件、运输、处理和存储运营，按客户研究需求报价。", + "limitation": "AI实际作用未充分核；24小时报价不等签约或履约，样本许可、临床资质、收入与专业成本未独立核。" } ], "reviews": [ @@ -59234,6 +59730,76 @@ "INDUSTRY2-OVERDRIVE-LAUNCH" ], "handling": "Overdrive人工账单及拟收购、b12科研软件/实验交付、Alara商品采购分别记业务模式。索赔、旧雇主增收/节省、客户AUM、演示资产、数据索引和科研宣传不当自身收入或独立技术验证。无新增可比MRR。" + }, + { + "id": "INDUSTRY3-R-25", + "type": "行业第三批专业服务与通用工作分类复核", + "company": "原C07第三批25家公司", + "scope": "companies", + "companyIds": [ + "YC30734", + "YC30735", + "YC30736", + "YC30742", + "YC30747", + "YC30749", + "YC30754", + "YC30775", + "YC30779", + "YC30794", + "YC30799", + "YC30818", + "YC30845", + "YC30878", + "YC30889", + "YC30911", + "YC30917", + "YC30918", + "YC30920", + "YC30924", + "YC30925", + "YC30927", + "YC30944", + "YC30945", + "YC30953" + ], + "summary": "25项主营及相关发布节选已读，补8项官网资料或访问缺项；17保留C07、8迁通用工作/销售/实体产业。经纪、招聘、样本服务与行业软件并列收费及成本边界。", + "evidenceIds": [ + "INDUSTRY3-CAT-YC30734", + "INDUSTRY3-CAT-YC30735", + "INDUSTRY3-CAT-YC30736", + "INDUSTRY3-CAT-YC30742", + "INDUSTRY3-CAT-YC30747", + "INDUSTRY3-CAT-YC30749", + "INDUSTRY3-CAT-YC30754", + "INDUSTRY3-CAT-YC30775", + "INDUSTRY3-CAT-YC30779", + "INDUSTRY3-CAT-YC30794", + "INDUSTRY3-CAT-YC30799", + "INDUSTRY3-CAT-YC30818", + "INDUSTRY3-CAT-YC30845", + "INDUSTRY3-CAT-YC30878", + "INDUSTRY3-CAT-YC30889", + "INDUSTRY3-CAT-YC30911", + "INDUSTRY3-CAT-YC30917", + "INDUSTRY3-CAT-YC30918", + "INDUSTRY3-CAT-YC30920", + "INDUSTRY3-CAT-YC30924", + "INDUSTRY3-CAT-YC30925", + "INDUSTRY3-CAT-YC30927", + "INDUSTRY3-CAT-YC30944", + "INDUSTRY3-CAT-YC30945", + "INDUSTRY3-CAT-YC30953", + "INDUSTRY3-VULCAN-HOME", + "INDUSTRY3-ZALOS-HOME", + "INDUSTRY3-CASEY-HOME", + "INDUSTRY3-RELAW-HOME", + "INDUSTRY3-PARES-HOME", + "INDUSTRY3-FERNSTONE-ACCESS", + "INDUSTRY3-PRISM-HOME", + "INDUSTRY3-PACELINE-HOME" + ], + "handling": "PARES现YC服务与官网软件口径并列，Prism新旧招聘报价分期，Casey实际经纪与旧基础设施发布分开。患者减免、客户报价/项目、旧基金及旧雇主收购值均排除公司收入；没有新增可比MRR，政府法律/资质及模型效果均未独立验。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index ede27e0..7a47822 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-2", + "version": "2026-10-31-industry-3", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留来源；本快照基础项436条主营人工复核。原C07累计45项已读主营与相关发布：28保留、17按交付迁移，尚余139项规则初分。训练数据/环境、专用模型研发、实体承包、人工账单及科研制造与行业软件分开；Overdrive客户年度索赔50M/100M不当收入、不相加，旧雇主成果和客户资产排除。本快照C05仍89项规则初分，继续纳入后续复核。主体、定价、技术及同口径财务和非YC来源缺项继续保留。", + "nextCheck": "原新增目录33条深化并保留来源；本快照基础项461条主营人工复核。原C07累计70项已读主营与相关发布：45保留、25按交付迁移，尚余114项规则初分。保险/地产经纪、招聘和样本物流与软件分开，PARES双模式待合同核，Prism月费/成功费与旧启动费分期；患者减免、客户报价/项目、基金、索赔和旧雇主成果不作公司收入。本快照C05仍89项规则初分，继续纳入后续结果；其他非人工资料、主体、财务、技术及非YC来源覆盖仍缺。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 5d9a104..8dd5118 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-2", + "sourceVersion": "2026-10-31-industry-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 1e818876821ff1860bc46661a9f38f6ace1a1fdb Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:23:41 +0800 Subject: [PATCH 07/29] research: review regulated services and separate client assets from income --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 960 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 786 insertions(+), 190 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index ae6eca1..76f67f5 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1958); - assert.equal(research.observations.length, 251); + assert.equal(research.evidence.length, 1991); + assert.equal(research.observations.length, 258); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 7fe6eff..2d36d2c 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1958); - assert.equal(initial.observations.length, 251); + assert.equal(initial.evidence.length, 1991); + assert.equal(initial.observations.length, 258); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 121); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index a6177e0..faad5ae 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-3", + "version": "2026-10-31-industry-4", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -12281,31 +12281,33 @@ "id": "YC30962", "name": "Denki", "url": "https://www.ycombinator.com/companies/denki", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The full-stack AI financial audit firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动处理企业内审计划、证据收集、控制测试及底稿。", + "buyer": "跨行业企业SOX及内部审计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移企业通用工作；99%软件/1%服务是自述，未核收入及交付人力构成。法规及审计追溯不等已核审计有效性，不把行业2900亿支出当营收。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30962" + "YC-E-30962", + "INDUSTRY4-CAT-YC30962" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：自动处理企业内审计划、证据收集、控制测试及底稿。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "FinOps", "Compliance", "AI", "AI Assistant" - ] + ], + "businessModel": "通用内审软件加服务；控制、流程、许可与实施费待拆" }, { "id": "YC30963", @@ -12426,22 +12428,25 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Exonic is an AI-native cell and gene therapeutics company.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发具有情境响应特性的遗传治疗技术。", + "buyer": "遗传治疗研发团队及药企，买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留生物医药研发，官网仅称AI适应性医学，AI具体机制与产品交付仍缺。未核临床阶段、疗效、授权或收入，不把研究目标当批准疗法。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30970" + "YC-E-30970", + "INDUSTRY4-CAT-YC30970", + "INDUSTRY4-EXONIC-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：研发具有情境响应特性的遗传治疗技术。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业医药研发；项目、许可、试验及专业人员成本待核" }, { "id": "YC30972", @@ -12476,28 +12481,30 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI healthcare concierge for employees", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为雇主员工提供短信入口、虚拟诊所及就医导航协调。", + "buyer": "雇主健康计划及员工", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗服务，包含真实临床交付不全作软件。10至20%节省为自述，前Cedar数百万ARR及百万用户不归Rovi，临床结果、牌照和费用未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30977" + "YC-E-30977", + "INDUSTRY4-CAT-YC30977" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为雇主员工提供短信入口、虚拟诊所及就医导航协调。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Consumer Health Services", "Health Tech", "Digital Health", "Healthcare", "Health Insurance" - ] + ], + "businessModel": "医疗服务加导航软件；合同、临床人员和按节省收费待拆" }, { "id": "YC30981", @@ -12705,26 +12712,28 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：AI-powered market due diligence for investment decisions", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私募投资决策访谈专家并生成可追溯的市场尽调报告。", + "buyer": "私募股权投资及交易尽调团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留投资研究；8基金合计2.4万亿AUM为客户资产，同行50万至百万报告费不当本公司定价或收入。自动可审计是自述，未核专家样本与报告准确率。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30993" + "YC-E-30993", + "INDUSTRY4-CAT-YC30993" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为私募投资决策访谈专家并生成可追溯的市场尽调报告。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Analytics", "Market Research", "AI" - ] + ], + "businessModel": "专业研究服务加AI；项目、访谈、数据和人力费用待拆" }, { "id": "YC30995", @@ -12831,22 +12840,25 @@ "year": 2026, "team": 9, "location": "San Francisco", - "business": "公司简介：A premier AI-native law firm & legal operating system for Startups.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由律师及助理配合软件提供创业公司法律服务。", + "buyer": "科技创业公司及投资者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留法律服务；官网区分Vector Legal PC法律服务与Vector Systems PBC平台，不能把两者收入直接合并。十三年经验、六成降价及执照均未独立核，AI草稿需律师审。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31000" + "YC-E-31000", + "INDUSTRY4-CAT-YC31000", + "INDUSTRY4-VECTOR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由律师及助理配合软件提供创业公司法律服务。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "律师事务所服务加软件；时费、成果费、月顾问及专业工时待拆" }, { "id": "YC31001", @@ -12886,27 +12898,29 @@ "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：AI agents for your healthcare back-office operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构及RCM团队自动执行账单及后台操作。", + "buyer": "医疗收入运营公司及医疗机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗行业，旧招聘和高管搜索后台发布分期。SOC2/HIPAA为自述，未取得独立报告；旧客户及行业成果不自动归当前产品。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31002" + "YC-E-31002", + "INDUSTRY4-CAT-YC31002" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗机构及RCM团队自动执行账单及后台操作。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Health Tech", "Healthcare", "Health Insurance", "AI" - ] + ], + "businessModel": "医疗后台自动化；任务、实施、系统及人工升级费用待拆" }, { "id": "YC31005", @@ -12916,27 +12930,29 @@ "year": 2025, "team": 4, "location": "Atlanta, GA", - "business": "公司简介：Compliance that makes products ready for global markets.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为食品及化妆品品牌分析配方、包装和新市场合规材料。", + "buyer": "消费品牌跨境及法规团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留产品监管专业应用；当前初始美国市场与旧泛贸易合规分期。market-ready标签是交付主张，不当监管批准或法律意见，准确性未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31005" + "YC-E-31005", + "INDUSTRY4-CAT-YC31005" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为食品及化妆品品牌分析配方、包装和新市场合规材料。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Workflow Automation", "Compliance", "Consumer Products", "AI" - ] + ], + "businessModel": "产品合规软件加专业服务；产品、市场、文件和审核费待拆" }, { "id": "YC31007", @@ -13034,26 +13050,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI plug-in that automates HR immigration screening and compliance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为国际招聘流程整理签证材料、资格线索和律师表格。", + "buyer": "企业国际招聘及移民法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留移民专业应用，HR入口不是通用HR全流程。eligibility检查未独立核，不当政府批准、法律服务资格或保证只出现合规候选。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31020" + "YC-E-31020", + "INDUSTRY4-CAT-YC31020" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为国际招聘流程整理签证材料、资格线索和律师表格。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "GovTech", "LegalTech", "Immigration" - ] + ], + "businessModel": "移民合规软件；申请、连接、文档及律师审核费待拆" }, { "id": "YC31022", @@ -13122,27 +13140,29 @@ "year": 2025, "team": 1, "location": "Seattle, WA", - "business": "公司简介：AI automated prior-auths for private medical practices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私人诊所处理医疗事先授权。", + "buyer": "私人医疗机构及授权团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "简介短暂留医疗专业工作，端到端、更便宜更准为自述。未核支付方接受、授权成功率、实际人工和收费。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31025" + "YC-E-31025", + "INDUSTRY4-CAT-YC31025" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为私人诊所处理医疗事先授权。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Digital Health", "Healthcare", "AI", "AI Assistant" - ] + ], + "businessModel": "医疗授权软件或服务；申请、连接和人工成本待核" }, { "id": "YC31030", @@ -13152,27 +13172,30 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Operational Intelligence for Global Logistics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合仓储、运输及ERP数据优化物流计划并执行工作流。", + "buyer": "物流、分销及制造运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留物流行业，官网Nomos优化与Talon执行分工清楚。operational superintelligence是宣传，不归基础模型；写回和例外升级未运行核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31030" + "YC-E-31030", + "INDUSTRY4-CAT-YC31030", + "INDUSTRY4-HALADIR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合仓储、运输及ERP数据优化物流计划并执行工作流。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Logistics", "Supply Chain", "Operations", "AI" - ] + ], + "businessModel": "物流规划执行软件；优化、流程、系统和部署成本待拆" }, { "id": "YC31036", @@ -13234,26 +13257,28 @@ "id": "YC31048", "name": "FullSeam", "url": "https://www.ycombinator.com/companies/fullseam", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 3, "location": null, - "business": "公司简介：AI agents for corporate accounting teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业处理应付、应收及对账等会计工作。", + "buyer": "跨行业企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移企业通用财务；前TaxProper每年十亿客户税款及被收购经历不归FullSeam收入或退出。自动处理和系统外任务比例未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31048" + "YC-E-31048", + "INDUSTRY4-CAT-YC31048" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业处理应付、应收及对账等会计工作。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "通用会计自动化；单据、任务、实施和服务费用待拆" }, { "id": "YC31051", @@ -13296,22 +13321,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Insurance risk layer for physical AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为保险公司模拟自动驾驶及机器人任务的损失风险。", + "buyer": "保险定价及风险模型团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留保险专业分析，不据foundational layer归基础模型。模拟损失不是实际索赔或保险收入，前公司50亿并购及FAA认证旧项目不归Valgo资质。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31057" + "YC-E-31057", + "INDUSTRY4-CAT-YC31057" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为保险公司模拟自动驾驶及机器人任务的损失风险。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业风险分析模型软件；模型、数据、项目及专家成本待拆" }, { "id": "YC31063", @@ -13342,30 +13369,33 @@ "id": "YC31064", "name": "Origin", "url": "https://www.ycombinator.com/companies/origin-bio", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：AI and Data for Cancer Therapeutics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "生产并许可患者来源肿瘤数据，用于药企分析及AI模型研究。", + "buyer": "药企及AI生物模型研发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "按当前数据供给移C02，兼医药科研客户；旧疗法研发定位分期。自营实验室、患者许可和模型效果未独立核，官网药品营收表不是Origin收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31064" + "YC-E-31064", + "INDUSTRY4-CAT-YC31064", + "INDUSTRY4-ORIGIN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：生产并许可患者来源肿瘤数据，用于药企分析及AI模型研究。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "AI-powered Drug Discovery", "Biotech", "AI" - ] + ], + "businessModel": "模型及科研数据供给；数据许可、实验室、样本和专业审核成本待拆" }, { "id": "YC31066", @@ -13430,22 +13460,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI Native Commercial Insurance Brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由经纪人员及AI内部流程为企业配置复杂保险。", + "buyer": "商业保险客户及特殊风险企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留保险行业，不把AI-native当纯SaaS。牌照与实际合同未核，1250亿E&S保费为行业规模，不能乘假设份额估平台ARR。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31077" + "YC-E-31077", + "INDUSTRY4-CAT-YC31077" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由经纪人员及AI内部流程为企业配置复杂保险。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "保险经纪服务；佣金、服务、保费转付及人工待拆" }, { "id": "YC31082", @@ -13486,27 +13518,29 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Underwrite borrowers around the world in minutes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为新兴市场贷款机构整理申请、核验财务材料并提供风险信号。", + "buyer": "贷款机构信贷及风控团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留金融信贷应用；偿还反馈学习与更好决策是自述，未核实际效果或公平性。贷款金额、客户回款和旧雇主用户不作供应商收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31083" + "YC-E-31083", + "INDUSTRY4-CAT-YC31083" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为新兴市场贷款机构整理申请、核验财务材料并提供风险信号。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Fintech", "Computer Vision", "Lending", "Emerging Markets" - ] + ], + "businessModel": "贷款运营软件；申请、验证、数据和部署费用待拆" }, { "id": "YC31086", @@ -13516,26 +13550,29 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Superintelligent health insurance that keeps employees healthy", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为雇主组织健康福利、保险方案及运营服务。", + "buyer": "雇主健康计划及员工福利团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗保险服务；仅省钱时收费为发布自述，具体合同未核。官网87.5万节省、零免赔及员工报价示例不当收入、普遍价格或独立医疗效果，payer/provider愿景分期。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31086" + "YC-E-31086", + "INDUSTRY4-CAT-YC31086", + "INDUSTRY4-PRESCIENCE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为雇主组织健康福利、保险方案及运营服务。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "B2B", "Health Insurance", "Insurance" - ] + ], + "businessModel": "健康计划和保险服务；保费、行政、按节省收费及医疗成本待拆" }, { "id": "YC31087", @@ -13627,22 +13664,24 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-Native Med-Legal Firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工伤评估和医法团队整理医疗记录、时间线及报告。", + "buyer": "医法评估、理赔及法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医法行业；合规摘要和更快和解为主张，未核法律/医疗资质。同行40%案件收入及医生增收不归Docura收入，软件和专业服务范围待核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31090" + "YC-E-31090", + "INDUSTRY4-CAT-YC31090" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工伤评估和医法团队整理医疗记录、时间线及报告。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业记录软件与医法服务；案件、页数、报告及人审成本待拆" }, { "id": "YC31098", @@ -13834,22 +13873,25 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：The agentic drug company. We simulate human biology.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以生物模型和计算平台辅助药物筛选、安全及临床转化。", + "buyer": "药企及药物研发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留药物研发应用，AI-agent drug company与现平台分期。Cell2Sentence论文及DeepMind合作是底层架构线索，未核公司当前成果或临床疗效；三验证命中不等获批药物。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31113" + "YC-E-31113", + "INDUSTRY4-CAT-YC31113", + "INDUSTRY4-CELLTYPE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以生物模型和计算平台辅助药物筛选、安全及临床转化。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "药物研发软件及研究合作；模型、实验、部署与许可费用待拆" }, { "id": "YC31114", @@ -13970,22 +14012,24 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI EMR for medspas & wellness clinics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗美容及健康诊所提供病历、前台、支付和营销管理。", + "buyer": "医疗美容及健康诊所", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留诊所全流程，预约获客为模块而非全部业务。前PJT300亿并购及Rilla经历不归Tepali收入或交易规模，医疗合规和实测效果未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31127" + "YC-E-31127", + "INDUSTRY4-CAT-YC31127" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗美容及健康诊所提供病历、前台、支付和营销管理。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "诊所运营软件；地点、许可、支付、模型和实施成本待拆" }, { "id": "YC31128", @@ -14022,22 +14066,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Verification for Insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以卫星影像及天气资料辅助保险资产核验和理赔。", + "buyer": "农业等保险机构及理赔团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留保险专业工作；11%美国农田为覆盖自述，不当付费客户或收入。监管上月更新是历史发布用语，本轮未核原文，不沿访问日解释成现行许可或即时赔付已实现。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31129" + "YC-E-31129", + "INDUSTRY4-CAT-YC31129" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以卫星影像及天气资料辅助保险资产核验和理赔。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "保险核验软件；地块、数据、案件和专业审核费待拆" }, { "id": "YC31130", @@ -14096,29 +14142,31 @@ "id": "YC31132", "name": "MouseCat", "url": "https://www.ycombinator.com/companies/mousecat", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 6, "location": "New York City, NY", - "business": "公司简介：AI to fight financial crime", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业监测可疑活动并自动调查欺诈及合规风险。", + "buyer": "跨行业企业风险及合规团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移跨行业企业风控，未仅服务银行。Fortune500与实时模型是自述，不把降低损失当平台收入或已证控制有效，人工决策边界未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31132" + "YC-E-31132", + "INDUSTRY4-CAT-YC31132" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业监测可疑活动并自动调查欺诈及合规风险。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Compliance", "Fraud Detection" - ] + ], + "businessModel": "通用企业风险软件；事件、案件、数据和部署费待拆" }, { "id": "YC31133", @@ -14339,22 +14387,25 @@ "year": 2025, "team": 10, "location": "Oslo, Norway", - "business": "公司简介：Global AI-native law firm handling legal work with same-day turnaround", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由律师配合AI为企业交付合同及其他复杂法律事项。", + "buyer": "企业法务及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留法律服务，律师审核是必要交付。经手30亿交易不是律师费或Moritz收入；旧750客户引语、现250至2500报价和实际收款分开，900万融资排除。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网原文250至2500/事项，商业合同750起、批量250起；预先固定价。实际合同、币种、律师工时和回款待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31146" + "YC-E-31146", + "INDUSTRY4-CAT-YC31146", + "INDUSTRY4-MORITZ-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由律师配合AI为企业交付合同及其他复杂法律事项。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "律师事务所服务；按文档/事项固定费，专业工时及软件成本待拆" }, { "id": "YC31147", @@ -14420,47 +14471,52 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The AI-native Recruiting OS", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为创业公司承接人才搜索、外联、筛选及招聘协调。", + "buyer": "创业公司招聘团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留招聘服务，OS是包装不代表只卖软件。旧发布仅填补职位收费，官网现强调代理交付，具体合同待核；20倍效率和候选保留率未独立测试。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31153" + "YC-E-31153", + "INDUSTRY4-CAT-YC31153", + "INDUSTRY4-PERFECTLY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为创业公司承接人才搜索、外联、筛选及招聘协调。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业招聘代理加AI；按成功收费自述，搜索、人力和系统成本待拆" }, { "id": "YC31156", "name": "Ventura", "url": "https://www.ycombinator.com/companies/ventura", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Workforce for Distributors and Manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工业分销及制造销售团队处理报价、订单并衔接ERP。", + "buyer": "工业分销内勤销售及制造销售团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移客户收入运营；前Develop Health700万ARR和5人团队不归Ventura，前20亿分销客户也非本公司收入或资产。学习SOP能力与当前付费未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31156" + "YC-E-31156", + "INDUSTRY4-CAT-YC31156" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工业分销及制造销售团队处理报价、订单并衔接ERP。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "销售订单自动化；任务、系统、实施和服务费待拆" }, { "id": "YC31157", @@ -14548,22 +14604,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Helping Healthcare Providers Speak Any Language", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构提供临床沟通中的实时语言翻译辅助。", + "buyer": "医疗机构及临床沟通团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗专业语言服务；最安全最准及百万节省均为主张，不当独立测试或合规保证。医院原口译预算不是Opalite收入，适用临床情境与人工替代率未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31163" + "YC-E-31163", + "INDUSTRY4-CAT-YC31163" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗机构提供临床沟通中的实时语言翻译辅助。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "医疗口译软件；会话、分钟、系统及专业复核费待拆" }, { "id": "YC31164", @@ -34917,6 +34975,111 @@ "evidence": "INDUSTRY3-CAT-YC30735", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-DILIGENCE-AUM", + "company": "YC30993", + "name": "DiligenceSquared", + "kind": "客户资产或旧经历金额边界", + "value": 2400000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "8家客户基金合计AUM，非DiligenceSquared资产或收入", + "timing": "当前简介，资产截至日未给", + "reason": "客户管理资产不等研究收费，不能按假设费率估ARR", + "evidence": "INDUSTRY4-CAT-YC30993", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-FULLSEAM-OLD-TAX", + "company": "YC31048", + "name": "FullSeam", + "kind": "客户资产或旧经历金额边界", + "value": 1000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "前TaxProper为客户缴付年度税款，非FullSeam收入", + "timing": "2026-02-17发布中的旧业务经历，税款年度未给", + "reason": "客户税款、旧公司收购和平台收费分开，不归当前ARR", + "evidence": "INDUSTRY4-CAT-YC31048", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-VALGO-OLD-MA", + "company": "YC31057", + "name": "Valgo", + "kind": "客户资产或旧经历金额边界", + "value": 5000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "创始人前雇主并购交易额，非Valgo收入", + "timing": "2026-03-06发布及当前简介中的此前经历", + "reason": "前公司交易和角色不归当前公司规模或收入", + "evidence": "INDUSTRY4-CAT-YC31057", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-MORITZ-DEALS", + "company": "YC31146", + "name": "Moritz", + "kind": "客户资产或旧经历金额边界", + "value": 3000000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "律师团队经手交易值，非律师费或Moritz收入", + "timing": "当前简介，交易区间及历史/当前范围未给", + "reason": "底层交易额不是法律服务费，主体/团队及期间待核，不推ARR", + "evidence": "INDUSTRY4-CAT-YC31146", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-VENTURA-OLD-ARR", + "company": "YC31156", + "name": "Ventura", + "kind": "客户资产或旧经历金额边界", + "value": 7000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "创始人前Develop Health ARR，非Ventura收入", + "timing": "2026-03-15发布称前业务14个月，财务截至日未给", + "reason": "前公司ARR与5人团队不转移给当前公司", + "evidence": "INDUSTRY4-CAT-YC31156", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-TEPALI-OLD-MA", + "company": "YC31127", + "name": "Tepali", + "kind": "客户资产或旧经历金额边界", + "value": 30000000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "创始人在PJT经手并购额，非Tepali收入", + "timing": "2026-03-02发布中的旧经历，交易期间未给", + "reason": "投行交易值不作当前诊所软件营收", + "evidence": "INDUSTRY4-CAT-YC31127", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-PRESCIENCE-SAVING", + "company": "YC31086", + "name": "Prescience, Inc.", + "kind": "客户资产或旧经历金额边界", + "value": 875000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "官网客户健康方案节省，非Prescience收入", + "timing": "官网当前展示，实际会计期间未给", + "reason": "客户节省及示例报价不等供应商收入，不乘假设分成推ARR", + "evidence": "INDUSTRY4-PRESCIENCE-HOME", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -56457,6 +56620,369 @@ "kind": "公司公开资料复核", "summary": "官网提供采集套件、运输、处理和存储运营，按客户研究需求报价。", "limitation": "AI实际作用未充分核；24小时报价不等签约或履约，样本许可、临床资质、收入与专业成本未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30962", + "companyId": "YC30962", + "title": "Denki专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/denki", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自动处理企业内审计划、证据收集、控制测试及底稿。 移企业通用工作；99%软件/1%服务是自述，未核收入及交付人力构成。法规及审计追溯不等已核审计有效性，不把行业2900亿支出当营收。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30970", + "companyId": "YC30970", + "title": "Exonic专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/exonic", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发具有情境响应特性的遗传治疗技术。 保留生物医药研发，官网仅称AI适应性医学，AI具体机制与产品交付仍缺。未核临床阶段、疗效、授权或收入，不把研究目标当批准疗法。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30977", + "companyId": "YC30977", + "title": "Rovi Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/rovi-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为雇主员工提供短信入口、虚拟诊所及就医导航协调。 保留医疗服务，包含真实临床交付不全作软件。10至20%节省为自述，前Cedar数百万ARR及百万用户不归Rovi，临床结果、牌照和费用未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30993", + "companyId": "YC30993", + "title": "DiligenceSquared专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/diligencesquared-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为私募投资决策访谈专家并生成可追溯的市场尽调报告。 保留投资研究；8基金合计2.4万亿AUM为客户资产，同行50万至百万报告费不当本公司定价或收入。自动可审计是自述，未核专家样本与报告准确率。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31000", + "companyId": "YC31000", + "title": "Vector Legal专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/vector-legal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由律师及助理配合软件提供创业公司法律服务。 保留法律服务；官网区分Vector Legal PC法律服务与Vector Systems PBC平台，不能把两者收入直接合并。十三年经验、六成降价及执照均未独立核，AI草稿需律师审。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31002", + "companyId": "YC31002", + "title": "Clicks Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/clicks-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构及RCM团队自动执行账单及后台操作。 保留医疗行业，旧招聘和高管搜索后台发布分期。SOC2/HIPAA为自述，未取得独立报告；旧客户及行业成果不自动归当前产品。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31005", + "companyId": "YC31005", + "title": "MarkIt专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/markit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为食品及化妆品品牌分析配方、包装和新市场合规材料。 保留产品监管专业应用；当前初始美国市场与旧泛贸易合规分期。market-ready标签是交付主张，不当监管批准或法律意见，准确性未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31020", + "companyId": "YC31020", + "title": "Mayflower专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/mayflower", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为国际招聘流程整理签证材料、资格线索和律师表格。 保留移民专业应用，HR入口不是通用HR全流程。eligibility检查未独立核，不当政府批准、法律服务资格或保证只出现合规候选。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31025", + "companyId": "YC31025", + "title": "ClaimGlide专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/claimglide", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为私人诊所处理医疗事先授权。 简介短暂留医疗专业工作，端到端、更便宜更准为自述。未核支付方接受、授权成功率、实际人工和收费。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31030", + "companyId": "YC31030", + "title": "Haladir专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/haladir", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合仓储、运输及ERP数据优化物流计划并执行工作流。 保留物流行业，官网Nomos优化与Talon执行分工清楚。operational superintelligence是宣传，不归基础模型；写回和例外升级未运行核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31048", + "companyId": "YC31048", + "title": "FullSeam专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/fullseam", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业处理应付、应收及对账等会计工作。 移企业通用财务；前TaxProper每年十亿客户税款及被收购经历不归FullSeam收入或退出。自动处理和系统外任务比例未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31057", + "companyId": "YC31057", + "title": "Valgo专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/valgo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为保险公司模拟自动驾驶及机器人任务的损失风险。 保留保险专业分析，不据foundational layer归基础模型。模拟损失不是实际索赔或保险收入，前公司50亿并购及FAA认证旧项目不归Valgo资质。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31064", + "companyId": "YC31064", + "title": "Origin专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/origin-bio", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "生产并许可患者来源肿瘤数据，用于药企分析及AI模型研究。 按当前数据供给移C02，兼医药科研客户；旧疗法研发定位分期。自营实验室、患者许可和模型效果未独立核，官网药品营收表不是Origin收入。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31077", + "companyId": "YC31077", + "title": "Panta专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/panta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由经纪人员及AI内部流程为企业配置复杂保险。 保留保险行业，不把AI-native当纯SaaS。牌照与实际合同未核，1250亿E&S保费为行业规模，不能乘假设份额估平台ARR。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31083", + "companyId": "YC31083", + "title": "Kita专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/kita", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为新兴市场贷款机构整理申请、核验财务材料并提供风险信号。 保留金融信贷应用；偿还反馈学习与更好决策是自述，未核实际效果或公平性。贷款金额、客户回款和旧雇主用户不作供应商收入。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31086", + "companyId": "YC31086", + "title": "Prescience, Inc.专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/prescience-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为雇主组织健康福利、保险方案及运营服务。 保留医疗保险服务；仅省钱时收费为发布自述，具体合同未核。官网87.5万节省、零免赔及员工报价示例不当收入、普遍价格或独立医疗效果，payer/provider愿景分期。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31090", + "companyId": "YC31090", + "title": "Docura Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/docura-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工伤评估和医法团队整理医疗记录、时间线及报告。 保留医法行业；合规摘要和更快和解为主张，未核法律/医疗资质。同行40%案件收入及医生增收不归Docura收入，软件和专业服务范围待核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31113", + "companyId": "YC31113", + "title": "CellType专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/celltype", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以生物模型和计算平台辅助药物筛选、安全及临床转化。 保留药物研发应用，AI-agent drug company与现平台分期。Cell2Sentence论文及DeepMind合作是底层架构线索，未核公司当前成果或临床疗效；三验证命中不等获批药物。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31127", + "companyId": "YC31127", + "title": "Tepali专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/tepali", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗美容及健康诊所提供病历、前台、支付和营销管理。 保留诊所全流程，预约获客为模块而非全部业务。前PJT300亿并购及Rilla经历不归Tepali收入或交易规模，医疗合规和实测效果未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31129", + "companyId": "YC31129", + "title": "Verdex专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/verdex", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以卫星影像及天气资料辅助保险资产核验和理赔。 保留保险专业工作；11%美国农田为覆盖自述，不当付费客户或收入。监管上月更新是历史发布用语，本轮未核原文，不沿访问日解释成现行许可或即时赔付已实现。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31132", + "companyId": "YC31132", + "title": "MouseCat专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/mousecat", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业监测可疑活动并自动调查欺诈及合规风险。 移跨行业企业风控，未仅服务银行。Fortune500与实时模型是自述，不把降低损失当平台收入或已证控制有效，人工决策边界未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31146", + "companyId": "YC31146", + "title": "Moritz专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/moritz", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由律师配合AI为企业交付合同及其他复杂法律事项。 保留法律服务，律师审核是必要交付。经手30亿交易不是律师费或Moritz收入；旧750客户引语、现250至2500报价和实际收款分开，900万融资排除。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31153", + "companyId": "YC31153", + "title": "Perfectly专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/perfectly", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为创业公司承接人才搜索、外联、筛选及招聘协调。 保留招聘服务，OS是包装不代表只卖软件。旧发布仅填补职位收费，官网现强调代理交付，具体合同待核；20倍效率和候选保留率未独立测试。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31156", + "companyId": "YC31156", + "title": "Ventura专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/ventura", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工业分销及制造销售团队处理报价、订单并衔接ERP。 移客户收入运营；前Develop Health700万ARR和5人团队不归Ventura，前20亿分销客户也非本公司收入或资产。学习SOP能力与当前付费未独立核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31163", + "companyId": "YC31163", + "title": "Opalite Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/opalite-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构提供临床沟通中的实时语言翻译辅助。 保留医疗专业语言服务；最安全最准及百万节省均为主张，不当独立测试或合规保证。医院原口译预算不是Opalite收入，适用临床情境与人工替代率未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-ORIGIN-HOME", + "companyId": "YC31064", + "title": "Origin数据引擎及旧业务范围", + "url": "https://origin.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述患者组织数据、实验室与模型研究用途；结合YC当前数据许可，按科研/模型数据交付分类。", + "limitation": "未核样本来源权利、实验室或临床预测效果，官网列其他药品2025营收只是背景，非Origin收入。" + }, + { + "id": "INDUSTRY4-CELLTYPE-HOME", + "companyId": "YC31113", + "title": "CellType计算研发及论文边界", + "url": "https://www.celltype.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现为药企计算筛选、安全和转化平台，列底层Cell2Sentence及合作论文入口。", + "limitation": "本轮未读论文全文或运行模型，合作架构不直接等当前公司产品已获独立测试；验证命中、临床效果和合同均待核。" + }, + { + "id": "INDUSTRY4-PERFECTLY-HOME", + "companyId": "YC31153", + "title": "Perfectly招聘代理交付", + "url": "https://www.perfectly.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确AI-native recruiting agency，提供定制接入、搜索、外联和持续优化。", + "limitation": "代理/人才交付不同于纯SaaS；效率、采用标识和无限记忆为自述，未核人员、合同及实际成功费。" + }, + { + "id": "INDUSTRY4-MORITZ-HOME", + "companyId": "YC31146", + "title": "Moritz按事项收费及律师审核", + "url": "https://www.moritzlegal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确律师审核文件，按文档/事项预先固定报价，列250至2500、商业合同从750起及批量价格。", + "limitation": "报价和客户引语不等实收收入；律师实际工时、法域资质、平台/律所主体及收款范围待核，融资不计营收。" + }, + { + "id": "INDUSTRY4-HALADIR-HOME", + "companyId": "YC31030", + "title": "Haladir规划与执行模块", + "url": "https://www.haladir.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Nomos以实时物流约束做优化，Talon负责沟通、单据及系统动作并将例外交由团队。", + "limitation": "未核求解性能、系统写回及独立任务完成率，不据superintelligence称呼认定出售基础模型。" + }, + { + "id": "INDUSTRY4-EXONIC-HOME", + "companyId": "YC30970", + "title": "Exonic官网信息缺项", + "url": "https://www.exonic.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仅可读AI for adaptive medicine标题，未取得更具体产品正文。", + "limitation": "不从标题推模型细节、实验或临床阶段；AI实际作用、付费、主体和授权继续未知。" + }, + { + "id": "INDUSTRY4-VECTOR-HOME", + "companyId": "YC31000", + "title": "Vector法律服务与平台主体", + "url": "https://www.vectorlegal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称法律由Vector Legal PC交付，VectorOS由Vector Systems PBC构建；多数按小时，也有成果或月顾问费。", + "limitation": "主体分开不等可合并收入，执照、合同及法律财务边界未独立核；AI输出需律师审核，折扣宣传不当毛利。" + }, + { + "id": "INDUSTRY4-PRESCIENCE-HOME", + "companyId": "YC31086", + "title": "Prescience健康计划与客户节省", + "url": "https://www.getprescience.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网服务雇主健康福利，展示87.5万客户节省及多种说明性保费/福利方案。", + "limitation": "案例节省不是公司收入；报价比较注明示例，不能把零免赔、药物福利或20%节省推为所有客户条件，承保/服务主体与合同未核。" } ], "reviews": [ @@ -59800,6 +60326,76 @@ "INDUSTRY3-PACELINE-HOME" ], "handling": "PARES现YC服务与官网软件口径并列，Prism新旧招聘报价分期，Casey实际经纪与旧基础设施发布分开。患者减免、客户报价/项目、旧基金及旧雇主收购值均排除公司收入；没有新增可比MRR，政府法律/资质及模型效果均未独立验。" + }, + { + "id": "INDUSTRY4-R-25", + "type": "行业第四批主体及专业服务收入复核", + "company": "原C07第四批25家公司", + "scope": "companies", + "companyIds": [ + "YC30962", + "YC30970", + "YC30977", + "YC30993", + "YC31000", + "YC31002", + "YC31005", + "YC31020", + "YC31025", + "YC31030", + "YC31048", + "YC31057", + "YC31064", + "YC31077", + "YC31083", + "YC31086", + "YC31090", + "YC31113", + "YC31127", + "YC31129", + "YC31132", + "YC31146", + "YC31153", + "YC31156", + "YC31163" + ], + "summary": "25项主营及相关发布已读，补8项官网资料；20项留C07，5项按交付迁移。Origin现数据供给、Vector服务/平台主体、Moritz事项费及Perfectly招聘代理分别记边界。", + "evidenceIds": [ + "INDUSTRY4-CAT-YC30962", + "INDUSTRY4-CAT-YC30970", + "INDUSTRY4-CAT-YC30977", + "INDUSTRY4-CAT-YC30993", + "INDUSTRY4-CAT-YC31000", + "INDUSTRY4-CAT-YC31002", + "INDUSTRY4-CAT-YC31005", + "INDUSTRY4-CAT-YC31020", + "INDUSTRY4-CAT-YC31025", + "INDUSTRY4-CAT-YC31030", + "INDUSTRY4-CAT-YC31048", + "INDUSTRY4-CAT-YC31057", + "INDUSTRY4-CAT-YC31064", + "INDUSTRY4-CAT-YC31077", + "INDUSTRY4-CAT-YC31083", + "INDUSTRY4-CAT-YC31086", + "INDUSTRY4-CAT-YC31090", + "INDUSTRY4-CAT-YC31113", + "INDUSTRY4-CAT-YC31127", + "INDUSTRY4-CAT-YC31129", + "INDUSTRY4-CAT-YC31132", + "INDUSTRY4-CAT-YC31146", + "INDUSTRY4-CAT-YC31153", + "INDUSTRY4-CAT-YC31156", + "INDUSTRY4-CAT-YC31163", + "INDUSTRY4-ORIGIN-HOME", + "INDUSTRY4-CELLTYPE-HOME", + "INDUSTRY4-PERFECTLY-HOME", + "INDUSTRY4-MORITZ-HOME", + "INDUSTRY4-HALADIR-HOME", + "INDUSTRY4-EXONIC-HOME", + "INDUSTRY4-VECTOR-HOME", + "INDUSTRY4-PRESCIENCE-HOME" + ], + "handling": "客户基金AUM、律师经手交易、客户节省和旧雇主税款/并购/ARR均排除营收。无新增可比MRR；模型论文关联、医学疗效、保险牌照、监管旧表述和软件/服务比例不作独立验证。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7a47822..bc45b82 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-3", + "version": "2026-10-31-industry-4", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留来源；本快照基础项461条主营人工复核。原C07累计70项已读主营与相关发布：45保留、25按交付迁移，尚余114项规则初分。保险/地产经纪、招聘和样本物流与软件分开，PARES双模式待合同核，Prism月费/成功费与旧启动费分期；患者减免、客户报价/项目、基金、索赔和旧雇主成果不作公司收入。本快照C05仍89项规则初分，继续纳入后续结果；其他非人工资料、主体、财务、技术及非YC来源覆盖仍缺。", + "nextCheck": "原新增目录33条深化并保留来源；本快照基础项486条主营人工复核。原C07累计95项已读主营与相关发布：65保留、30按交付迁移，尚余89项规则初分。Origin数据许可、Vector法律/平台主体、Moritz事项费、Perfectly招聘服务及医疗保险双线分别待合同核；客户AUM/交易/节省和旧雇主税款/并购/ARR排除营收。本快照C05仍89项规则初分，后续结果另纳入。主体、付费、财务、技术以及全部公开来源覆盖缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 8dd5118..eb45e72 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-3", + "sourceVersion": "2026-10-31-industry-4", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From df227df18c64b01e3617e2a3d81026b412f453d8 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:37:48 +0800 Subject: [PATCH 08/29] Review 30 industry companies and distinguish revenue commitments --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 12 +- content/research/ai-companies.seed.json | 1302 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1085 insertions(+), 239 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 76f67f5..09c8ec9 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1991); - assert.equal(research.observations.length, 258); + assert.equal(research.evidence.length, 2033); + assert.equal(research.observations.length, 270); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 2d36d2c..6e38942 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1991); - assert.equal(initial.observations.length, 258); + assert.equal(initial.evidence.length, 2033); + assert.equal(initial.observations.length, 270); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 121); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 124); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 45); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 47); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 985); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 983); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index faad5ae..8ff4a05 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-4", + "version": "2026-10-31-industry-5", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -14712,22 +14712,24 @@ "year": 2026, "team": 4, "location": "Stockholm, Sweden", - "business": "公司简介：Agentic AI for intellectual property", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为专利诉讼与知识产权团队检索证据并生成带来源的分析。", + "buyer": "律所及企业知识产权团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留知识产权应用；可追溯不等准确性或独立审计。创始人此前创业的百万ARR不归Stilta，四名工程师为目录团队快照。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31167" + "YC-E-31167", + "INDUSTRY5-CAT-YC31167" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为专利诉讼与知识产权团队检索证据并生成带来源的分析。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业法律软件；案件、检索、数据及律师审核费待拆" }, { "id": "YC31168", @@ -15033,22 +15035,37 @@ "year": 2025, "team": 5, "location": null, - "business": "公司简介：AI front & back office agent for dental practices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为牙科诊所处理来电预约、保险核验、理赔和诊所运营。", + "buyer": "牙科诊所及诊所集团", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留诊所全流程；历史17k至50k MRR与180万客户增收分开。创始人此前两年营销代理与呼叫中心和现主体的关系待核，保留原成立快照，不把旧业务自动并表。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网澳元含GST：呼入A$350/500/750每地点每月；呼出套餐及成果费另列，Full Buildout A$20000含六个月营销，广告支出另付。当前价不确定历史MRR币种", + "stage": "有历史MRR自述，确认口径待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31183" + "YC-E-31183", + "INDUSTRY5-CAT-YC31183", + "INDUSTRY5-PATIENTDESK-PRICE", + "INDUSTRY5-PATIENTDESK-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为牙科诊所处理来电预约、保险核验、理赔和诊所运营。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "诊所运营软件加营销服务；地点月费、成果费、建设项目及广告费分开", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网产品关联；精确注册、签约主体、历史业务和收入确认范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读公开产品、交付及收入表述；未运行产品、读基准代码或核独立效果，收入线索不等技术审计。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31183", + "INDUSTRY5-PATIENTDESK-LAUNCH" + ] + } }, { "id": "YC31184", @@ -15140,25 +15157,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents for banks", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为银行后台工作提供AI代理。", + "buyer": "传统金融机构及银行管理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留银行应用，但简介短，Legora类比不足以证明具体交付、模型或收入，待实际流程和合同。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31187" + "YC-E-31187", + "INDUSTRY5-CAT-YC31187" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为银行后台工作提供AI代理。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Fintech", "AI" - ] + ], + "businessModel": "银行专业软件；具体任务、部署及服务收费待核" }, { "id": "YC31189", @@ -15257,22 +15276,24 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：AI-native, hardware procurement marketplace", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过采购市场为硬件团队寻找标准及定制零件供应商。", + "buyer": "硬件研发及采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留专业采购，代理寻找供应商不等自营工厂。供应商履历、采购额和商品价不等Reframe收入，可靠性未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31195" + "YC-E-31195", + "INDUSTRY5-CAT-YC31195" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过采购市场为硬件团队寻找标准及定制零件供应商。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "硬件采购市场；撮合费、商品转付、质检及人工成本待拆" }, { "id": "YC31196", @@ -15307,25 +15328,27 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：We automate the inventory process in insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动处理保险财物清单、内容盘点及估价相关流程。", + "buyer": "保险机构、公估及灾后修复团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "简介短暂留保险应用；行业人力成本不当自身收入，估价准确率、实际交付人力及合同未知。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31197" + "YC-E-31197", + "INDUSTRY5-CAT-YC31197" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：自动处理保险财物清单、内容盘点及估价相关流程。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Insurance", "AI" - ] + ], + "businessModel": "保险专业软件或服务；案件、清单与人审费待核" }, { "id": "YC31198", @@ -15335,26 +15358,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native personal injury law firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由律师带领AI代理处理人身伤害索赔法律服务。", + "buyer": "事故受伤者及人身伤害案件客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留法律专业服务；索赔获偿不是全部律师收入，牌照及合同未核。创始人旧公司35万及旧律所5000万案件额不归本公司，成功费不是固定SaaS订阅。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31198" + "YC-E-31198", + "INDUSTRY5-CAT-YC31198" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由律师带领AI代理处理人身伤害索赔法律服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Generative AI", "Legal", "LegalTech" - ] + ], + "businessModel": "律师服务；胜诉或回收后收费，律师工时及案件成本待拆" }, { "id": "YC31200", @@ -16099,22 +16124,24 @@ "year": 2026, "team": 40, "location": null, - "business": "公司简介：Elite AI law firm for high growth companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为成长公司提供商业、公司及劳动法律服务。", + "buyer": "成长公司法务及经营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留法律服务；历史每合同500报价和速度承诺不等实收收入或经常性收入，执照、法域和律师工时未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "2026-02-03发布称每合同审阅加谈判原文$500固定价；现合同、币种及实收未核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31240" + "YC-E-31240", + "INDUSTRY5-CAT-YC31240" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为成长公司提供商业、公司及劳动法律服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "律师服务；固定合同事项费和律师审核成本待拆" }, { "id": "YC31241", @@ -16269,22 +16296,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI Agents for Government Affairs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监测法案及监管提案并交付企业政策影响和倡议建议。", + "buyer": "企业政府事务及政策团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留政策专业服务；500每小时、3万月费为传统顾问背景，客户千万合规成本风险不是Fed10收入。立法解释和覆盖范围未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31247" + "YC-E-31247", + "INDUSTRY5-CAT-YC31247" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：监测法案及监管提案并交付企业政策影响和倡议建议。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业政策研究咨询；监测、咨询与人审费待拆" }, { "id": "YC31248", @@ -16453,27 +16482,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI-native property management company for short-term rentals", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "管理短租物业的客人沟通、清洁维护、定价和房东报告。", + "buyer": "短租物业业主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留物业服务；YC近零现场人力与官网当地运营/资深人员监督分别记录，不能只凭AI自述推软件毛利。房东增收不是管理公司收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网10%管理费；租金、清洁维护转付及实际合同和人员成本待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31257" + "YC-E-31257", + "INDUSTRY5-CAT-YC31257", + "INDUSTRY5-ATLIA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：管理短租物业的客人沟通、清洁维护、定价和房东报告。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Real Estate", "Proptech", "Big Data", "AI" - ] + ], + "businessModel": "物业管理服务加AI；管理费、当地人员、清洁维护及租金转付待拆" }, { "id": "YC31258", @@ -16662,26 +16694,28 @@ "id": "YC31264", "name": "Vela", "url": "https://www.ycombinator.com/companies/vela", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 15, "location": "San Francisco", - "business": "公司简介：AI Recruiting Coordinator for Executive Search", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过邮件、短信及WhatsApp安排和改期多人面试等日程。", + "buyer": "企业招聘及跨行业行政协调团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移企业通用工作；当前招聘协调为主要入口，不是代雇主完成招聘的代理事务所。传统助理8万年薪不是Vela收入，旧创业用户不归当前产品。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31264" + "YC-E-31264", + "INDUSTRY5-CAT-YC31264" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过邮件、短信及WhatsApp安排和改期多人面试等日程。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "通用日程协调软件；任务、渠道及人工升级成本待核" }, { "id": "YC31268", @@ -16691,26 +16725,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Financial infrastructure for family caregiving", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "帮助家庭照护者申请报酬并交付居家护理服务。", + "buyer": "居家护理家庭、照护者及支付方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留护理服务；自述无非照护者FTE并不等无人工，官网Care Guide及家访职责另记。Michigan牌照和支付计划资格未独立核，不能把护理总额全作软件收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31268" + "YC-E-31268", + "INDUSTRY5-CAT-YC31268", + "INDUSTRY5-COVA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：帮助家庭照护者申请报酬并交付居家护理服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Consumer Health Services", "Healthcare", "AI" - ] + ], + "businessModel": "居家护理服务；支付方回款、照护者工资、协调及系统成本待拆" }, { "id": "YC31272", @@ -17094,22 +17131,24 @@ "year": 2026, "team": 3, "location": "Paris, France", - "business": "公司简介：Software for enterprise energy procurement.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合能耗与市场数据以优化大型企业电力采购。", + "buyer": "工业商业用电及数据中心采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留能源行业；数据中心客户不代表销售算力，电费与节省金额不是平台收入，实际交易执行、效果及合同未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31303" + "YC-E-31303", + "INDUSTRY5-CAT-YC31303" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：整合能耗与市场数据以优化大型企业电力采购。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "能源采购专业软件；数据、咨询、项目与交易款项待拆" }, { "id": "YC31304", @@ -17268,22 +17307,24 @@ "year": 2026, "team": 1, "location": "New York City, NY", - "business": "公司简介：Hedge fund where AI researches and executes every trade end-to-end", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI研究及执行交易的对冲基金。", + "buyer": "合资格投资人及基金出资方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留金融资产管理；投资本金、资产与投资回报不当ARR。费用及赎回条款仅供合资格者索取，未取得文件，不推许可、收益或收费水平。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31330" + "YC-E-31330", + "INDUSTRY5-CAT-YC31330" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI研究及执行交易的对冲基金。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "资产管理；管理费、业绩费、基金资产及交易损益分开" }, { "id": "YC31332", @@ -17373,32 +17414,34 @@ "id": "YC31340", "name": "Illume Labs", "url": "https://www.ycombinator.com/companies/illume-labs", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：24/7 Personal Health & Longevity Companion", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合个人可穿戴、血检及基因资料并提供健康趋势与问答。", + "buyer": "个人健康及长寿管理用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移个人应用；个性化建议、隐私与健康效果均为自述，未核医疗资格或临床准确性，不当获批医疗服务。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31340" + "YC-E-31340", + "INDUSTRY5-CAT-YC31340" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：整合个人可穿戴、血检及基因资料并提供健康趋势与问答。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Generative AI", "Health Tech", "Biotech", "Health & Wellness", "AI" - ] + ], + "businessModel": "个人健康软件；订阅、数据及专业支持费用待核" }, { "id": "YC31341", @@ -17981,26 +18024,28 @@ "id": "YC31383", "name": "Juno", "url": "https://www.ycombinator.com/companies/juno-chat", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 5, "location": "London, United Kingdom", - "business": "公司简介：AI Health Assistant for Chronic Illness", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为慢性病个人用户提供AI健康助手。", + "buyer": "慢性病个人用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移个人应用；30万患者是自述采用规模，不是付费用户或收入。简介仅称October上线，未从该相对措辞推具体年份，医疗效果未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31383" + "YC-E-31383", + "INDUSTRY5-CAT-YC31383" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为慢性病个人用户提供AI健康助手。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "个人健康助手；订阅、专业服务及付费转化待核" }, { "id": "YC31385", @@ -18060,22 +18105,24 @@ "year": 2026, "team": null, "location": "Paris, France", - "business": "公司简介：AI-native platform for wealth managers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为财富管理人员提供AI工作平台。", + "buyer": "财富管理机构及顾问", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "暂留财富管理应用，简介及发布仍缺具体交付与价格。90万亿行业资产不是Wealor收入，牌照、客户和效果未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31390" + "YC-E-31390", + "INDUSTRY5-CAT-YC31390" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为财富管理人员提供AI工作平台。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业金融软件；任务、数据与合同费待核" }, { "id": "YC31393", @@ -18222,26 +18269,28 @@ "id": "YC31402", "name": "Standout", "url": "https://www.ycombinator.com/companies/standout", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：Agentic hiring marketplace", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以代表人才与公司的代理做匹配、评估和招聘介绍。", + "buyer": "企业招聘团队及人才市场参与者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移通用招聘；万人才、60公司、百次介绍不是付费客户或成功入职。创始人此前Zealy的300万ARR及150万MAU不归Standout。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31402" + "YC-E-31402", + "INDUSTRY5-CAT-YC31402" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以代表人才与公司的代理做匹配、评估和招聘介绍。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "招聘市场软件；介绍、订阅或成功费以及人审费待核" }, { "id": "YC31404", @@ -18358,26 +18407,28 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native tax firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为美国、英国及澳大利亚客户提供研发税抵扣服务。", + "buyer": "企业税务及研发抵扣申请客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留税务服务；抵扣额与税款不等公司服务费，不据AI-native认定纯软件收入，执业资格与各法域实际服务范围未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31412" + "YC-E-31412", + "INDUSTRY5-CAT-YC31412" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为美国、英国及澳大利亚客户提供研发税抵扣服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Finance", "B2B", "AI" - ] + ], + "businessModel": "专业税务事务；项目、成果、专业人员及软件费用待核" }, { "id": "YC31413", @@ -18465,22 +18516,24 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Autonomous medical billing", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗诊所编码、提交保险账单并追踪拒赔。", + "buyer": "医疗机构及账单运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留医疗账单服务；诊所保险收款不是Taiga收入，每笔拒赔跟进是服务主张，不等实际成功率或已确认收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31418" + "YC-E-31418", + "INDUSTRY5-CAT-YC31418" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗诊所编码、提交保险账单并追踪拒赔。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "医疗账单软件与服务；索赔、实施及人工处理成本待拆" }, { "id": "YC31419", @@ -18514,31 +18567,34 @@ "id": "YC31420", "name": "Kimpton", "url": "https://www.ycombinator.com/companies/kimpton", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Live Evaluation Arenas for Financial Work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以真实数据构建模型训练环境、评估任务及运行接口。", + "buyer": "前沿AI实验室及金融投资团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "按当前官网训练环境移C02；旧投资OS与现Koliseum/EvalRouter分期，不能据金融场景全算行业软件。旧基金1000万募集、3500万资产和客户33亿AUM均排除营收，未运行基准或核评分完整性。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31420" + "YC-E-31420", + "INDUSTRY5-CAT-YC31420", + "INDUSTRY5-KIMPTON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以真实数据构建模型训练环境、评估任务及运行接口。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "B2B", "Investments", "Trading", "AI" - ] + ], + "businessModel": "模型训练和评估环境；定制环境、评估API及投资OS合同待拆" }, { "id": "YC31421", @@ -18661,22 +18717,24 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：The agentic OS for medical labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗实验室管理样本接收、报告、编码和合规工作。", + "buyer": "医疗实验室及病理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留完整实验室OS；旧语音病理助手为模块。25病理医生采用及20%效率提升自述不是付费收入或独立临床效果，行业账单及漏收不归本公司。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31430" + "YC-E-31430", + "INDUSTRY5-CAT-YC31430" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗实验室管理样本接收、报告、编码和合规工作。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "实验室运营软件；系统、语音、实施及专业审核费待拆" }, { "id": "YC31432", @@ -19177,22 +19235,25 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI Financial Research Terminal built for Healthcare (and beyond)", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为投资者构建有行业专家复核的财务研究终端及数据接口。", + "buyer": "对冲基金、银行及资产管理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留金融研究，初始医疗数据不等患者诊疗，API也不等通用基础设施。客户万亿资产及同行20万年费不作Soria收入，官网本轮无可读正文。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31464" + "YC-E-31464", + "INDUSTRY5-CAT-YC31464", + "INDUSTRY5-SORIA-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为投资者构建有行业专家复核的财务研究终端及数据接口。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业投资研究软件与数据；终端、数据、API及专家成本待拆" }, { "id": "YC31466", @@ -19298,26 +19359,29 @@ "id": "YC31477", "name": "BioStack Platforms", "url": "https://www.ycombinator.com/companies/biostack-platforms", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 11, "location": "San Francisco", - "business": "公司简介：Real world training envs for healthcare AI models", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将临床及实验资料整理为生物医疗模型训练数据和环境。", + "buyer": "AI实验室及生物医药模型团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移模型训练供给，医疗为数据领域。数据质量、患者授权、效果及模型收益未独立核，不把10倍等宣传当测试结果。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31477" + "YC-E-31477", + "INDUSTRY5-CAT-YC31477", + "INDUSTRY5-BIOSTACK-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：将临床及实验资料整理为生物医疗模型训练数据和环境。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "模型数据及训练环境供给；许可、实验、数据处理及专业审核成本待拆" }, { "id": "YC31480", @@ -19757,22 +19821,25 @@ "year": 2025, "team": 13, "location": "New York City, NY", - "business": "公司简介：Adaptive AI built for manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为制造企业定制报价、订单、排产及财务办公代理。", + "buyer": "制造企业运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留制造行业办公；2035自动化万家工厂及未来机器控制为目标，不当已实现实体自动化。150万避免人工成本为客户节省，官网430万融资不是收入，工程师到厂成本另记。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31511" + "YC-E-31511", + "INDUSTRY5-CAT-YC31511", + "INDUSTRY5-ARZANA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为制造企业定制报价、订单、排产及财务办公代理。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "制造运营软件加驻场实施；模型、项目、工程师及持续服务成本待拆" }, { "id": "YC31515", @@ -19916,26 +19983,28 @@ "id": "YC31525", "name": "Arden", "url": "https://www.ycombinator.com/companies/arden", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native internal audit firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为内审及SOX团队取证、测试控制并生成底稿。", + "buyer": "跨行业企业内部审计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移企业通用工作；AI-native firm与平台交付并列，实际专业人力待核。传统顾问高时费不是Arden定价或收入，audit-ready不等审计结论已验证。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31525" + "YC-E-31525", + "INDUSTRY5-CAT-YC31525" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为内审及SOX团队取证、测试控制并生成底稿。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "通用内审软件与专业服务；控制、项目及人工费待拆" }, { "id": "YC31526", @@ -20005,22 +20074,24 @@ "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：AI recruiters for staffing agencies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为人才中介执行寻访、电话筛选、外联及提交候选草稿。", + "buyer": "专业招聘及人力中介机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留专业招聘软件，区别企业通用日程协调和人工代理事务所。克隆招聘员判断为主张，招聘员仍复核提交，2000亿市场不作收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31528" + "YC-E-31528", + "INDUSTRY5-CAT-YC31528" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为人才中介执行寻访、电话筛选、外联及提交候选草稿。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "招聘中介专业软件；职位、通信、实施与招聘员复核费待拆" }, { "id": "YC31531", @@ -20055,26 +20126,41 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-native pharma company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过生物数据、模型和科研代理发现已有药物的新用途。", + "buyer": "药企、AI实验室及罕见病研究机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留医药研发；六位数合同金额与八位数意向书分开，未核币种、确认、付款或经常性。论文会议、模型倍数和基金会测试不当独立复测或获批临床成果。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有合同金额自述；确认营收、收款及经常性未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31532" + "YC-E-31532", + "INDUSTRY5-CAT-YC31532", + "INDUSTRY5-ATLAS-HOME", + "INDUSTRY5-ATLAS-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过生物数据、模型和科研代理发现已有药物的新用途。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "AI-powered Drug Discovery", "Drug discovery", "Biotechnology" - ] + ], + "businessModel": "医药研发及数据合作；数据合同、模型、项目和临床成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网产品关联；精确注册、签约主体、历史业务和收入确认范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读公开产品、交付及收入表述；未运行产品、读基准代码或核独立效果，收入线索不等技术审计。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31532", + "INDUSTRY5-ATLAS-LAUNCH" + ] + } }, { "id": "YC31533", @@ -20084,25 +20170,28 @@ "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Monitoring and governance for deployed medical imaging AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监测医院影像AI漂移、读片一致性及群体表现。", + "buyer": "医院影像AI安全及治理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留医疗专业治理；产品观察而非控制影像模型。签名报告不等内容为真或监管认可，未验证报告签名、运行模型或核合规资质。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31533" + "YC-E-31533", + "INDUSTRY5-CAT-YC31533", + "INDUSTRY5-LATTICE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：监测医院影像AI漂移、读片一致性及群体表现。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Healthcare", "Healthcare IT" - ] + ], + "businessModel": "医疗模型治理软件；模型、报告、集成及专业审核费待拆" }, { "id": "YC31534", @@ -20112,22 +20201,24 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：AI Operating System for Clinical Development", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将临床试验资料映射为标准数据、分析输出和质量复核流程。", + "buyer": "二三期试验申办及临床生物统计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留临床专业应用；FDA-ready及CDISC输出为自述，不等已获批准，未读实际试验数据或独立复核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31534" + "YC-E-31534", + "INDUSTRY5-CAT-YC31534" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：将临床试验资料映射为标准数据、分析输出和质量复核流程。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "临床研发软件；研究、数据、部署及统计编程成本待拆" }, { "id": "YC31536", @@ -20216,22 +20307,25 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Liability insurance for AI Agents. You deploy agents, we cover you.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI代理部署提供风险评估、认证、担保及责任保险方案。", + "buyer": "部署AI代理的企业及保险需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留保险服务；100万保障与按客户收入档位的示例报价不是Klaimee收入。旧SafetyWing的500万至6000万收入及承保经历不归当前公司，法规、执照、承保和理赔能力未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网说明性报价：100万年度保障，早期客户月等值1850/年22200；币种及实际保单待核。按客户收入分档，非公司营收", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31539" + "YC-E-31539", + "INDUSTRY5-CAT-YC31539", + "INDUSTRY5-KLAIMEE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为AI代理部署提供风险评估、认证、担保及责任保险方案。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业保险服务；评估费、保费、转付承保及人工成本待拆" }, { "id": "YC31540", @@ -35080,6 +35174,188 @@ "evidence": "INDUSTRY4-PRESCIENCE-HOME", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-PATIENTDESK-MRR-START", + "company": "YC31183", + "name": "Patientdesk.ai", + "kind": "历史八周增长起点MRR", + "value": 17000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "2026-03-21发布中的八周起点，精确财务日未给", + "scope": "Patientdesk业务，主体和服务组成未核", + "selection": "historical", + "reason": "历史起点不能与终点相加；币种和精确财务截至日未核，不换算或推年ARR", + "evidence": "INDUSTRY5-PATIENTDESK-LAUNCH", + "comparisonGroup": null, + "metric": "mrr" + }, + { + "id": "INDUSTRY5-O-PATIENTDESK-MRR-END", + "company": "YC31183", + "name": "Patientdesk.ai", + "kind": "历史八周增长终点MRR", + "value": 50000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "2026-03-21发布中的八周终点，精确财务日未给", + "scope": "Patientdesk业务，主体和服务组成未核", + "selection": "historical", + "reason": "厂商历史自述；不按访问日当当前MRR，未核币种、确认与经常性，不入平台分布", + "evidence": "INDUSTRY5-PATIENTDESK-LAUNCH", + "comparisonGroup": null, + "metric": "mrr" + }, + { + "id": "INDUSTRY5-O-PATIENTDESK-CUSTOMER", + "company": "YC31183", + "name": "Patientdesk.ai", + "kind": "客户累计增收，非Patientdesk收入", + "value": 1800000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "发布称自2025-09起，终点未明", + "scope": "牙科客户收入", + "selection": "excluded", + "reason": "客户增收与公司收费分开，不按假设抽成或客户数估MRR", + "evidence": "INDUSTRY5-PATIENTDESK-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-ATLAS-CONTRACT", + "company": "YC31532", + "name": "Atlas Discovery", + "kind": "六位数合同金额下限", + "value": 100000, + "unit": "币种未注明", + "bound": ">=", + "timing": "2026-07-24发布称三个月，合同覆盖期及财务截至日未给", + "scope": "Atlas数据合同，非已核确认收入", + "selection": "crosscheck", + "reason": "六位数只存量级下限，非精确金额；未核币种、确认、收款及经常性，不标ARR", + "evidence": "INDUSTRY5-ATLAS-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-ATLAS-LOI", + "company": "YC31532", + "name": "Atlas Discovery", + "kind": "八位数意向书金额下限", + "value": 10000000, + "unit": "币种未注明", + "bound": ">=", + "timing": "2026-07-24发布称三个月，意向覆盖期未给", + "scope": "与AI实验室的数据合作意向", + "selection": "excluded", + "reason": "意向不等签约收入或回款，也不与六位数合同金额相加", + "evidence": "INDUSTRY5-ATLAS-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KIMPTON-OLD-CAPITAL", + "company": "YC31420", + "name": "Kimpton", + "kind": "前基金家族办公室募集资金", + "value": 10000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介追述创始人21/22岁时经历，非本公司财务期", + "scope": "此前基金募集，非Kimpton收入", + "selection": "excluded", + "reason": "募集本金不是营收，旧基金主体及资产不自动归公司", + "evidence": "INDUSTRY5-CAT-YC31420", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KIMPTON-OLD-ASSETS", + "company": "YC31420", + "name": "Kimpton", + "kind": "前基金四年后资产", + "value": 35000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介追述此前四年，准确资产截至日未给", + "scope": "此前基金资产，非Kimpton收入", + "selection": "excluded", + "reason": "资产及投资损益不是软件费，不与募集本金相加估收入", + "evidence": "INDUSTRY5-CAT-YC31420", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KIMPTON-CLIENT-AUM", + "company": "YC31420", + "name": "Kimpton", + "kind": "首个机构客户管理资产", + "value": 3300000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介，客户资产截至日未给", + "scope": "客户基金AUM，非Kimpton资产或收入", + "selection": "excluded", + "reason": "客户规模不等签约额，不按假设费率推软件ARR", + "evidence": "INDUSTRY5-CAT-YC31420", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-SORIA-CLIENT-AUM", + "company": "YC31464", + "name": "Soria", + "kind": "客户团队管理资产", + "value": 1000000000000, + "unit": "原文$，币种待核", + "bound": ">", + "timing": "相关发布自述，资产截至日未给", + "scope": "客户团队AUM，非Soria收入", + "selection": "excluded", + "reason": "客户资产及同行终端价格不当本公司收入", + "evidence": "INDUSTRY5-CAT-YC31464", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-ARZANA-SAVING", + "company": "YC31511", + "name": "Arzana", + "kind": "客户避免的人工成本", + "value": 1500000, + "unit": "原文$，币种待核", + "bound": ">", + "timing": "当前简介累计自述，期间未给", + "scope": "制造企业客户节省", + "selection": "excluded", + "reason": "避免成本不是平台收入，不乘假设分成估ARR", + "evidence": "INDUSTRY5-CAT-YC31511", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-STANDOUT-OLD-ARR", + "company": "YC31402", + "name": "Standout", + "kind": "创始人前Zealy ARR", + "value": 3000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "2026-05-07发布中的旧创业十二个月经历", + "scope": "此前公司收入，非Standout", + "selection": "excluded", + "reason": "旧公司ARR和用户规模不转移给招聘市场，不算当前营收", + "evidence": "INDUSTRY5-CAT-YC31402", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KLAIMEE-OLD-REV", + "company": "YC31539", + "name": "Klaimee", + "kind": "创始人前SafetyWing收入终值", + "value": 60000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介中的此前五年经历，精确财务期未给", + "scope": "前雇主保险产品收入，非Klaimee", + "selection": "excluded", + "reason": "前雇主收入及承保经验不证明当前营收或牌照，不能直接作ARR", + "evidence": "INDUSTRY5-CAT-YC31539", + "comparisonGroup": null } ], "evidence": [ @@ -56983,6 +57259,468 @@ "kind": "公司公开资料复核", "summary": "官网服务雇主健康福利，展示87.5万客户节省及多种说明性保费/福利方案。", "limitation": "案例节省不是公司收入；报价比较注明示例，不能把零免赔、药物福利或20%节省推为所有客户条件，承保/服务主体与合同未核。" + }, + { + "id": "INDUSTRY5-CAT-YC31167", + "companyId": "YC31167", + "title": "Stilta主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/stilta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为专利诉讼与知识产权团队检索证据并生成带来源的分析。 保留知识产权应用；可追溯不等准确性或独立审计。创始人此前创业的百万ARR不归Stilta，四名工程师为目录团队快照。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31183", + "companyId": "YC31183", + "title": "Patientdesk.ai主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/patientdeskai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为牙科诊所处理来电预约、保险核验、理赔和诊所运营。 保留诊所全流程；历史17k至50k MRR与180万客户增收分开。创始人此前两年营销代理与呼叫中心和现主体的关系待核，保留原成立快照，不把旧业务自动并表。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31187", + "companyId": "YC31187", + "title": "Fenrock AI主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/fenrock-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为银行后台工作提供AI代理。 保留银行应用，但简介短，Legora类比不足以证明具体交付、模型或收入，待实际流程和合同。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31195", + "companyId": "YC31195", + "title": "Reframe主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/usereframe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过采购市场为硬件团队寻找标准及定制零件供应商。 保留专业采购，代理寻找供应商不等自营工厂。供应商履历、采购额和商品价不等Reframe收入，可靠性未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31197", + "companyId": "YC31197", + "title": "InventoryQuant主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/inventoryquant", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自动处理保险财物清单、内容盘点及估价相关流程。 简介短暂留保险应用；行业人力成本不当自身收入，估价准确率、实际交付人力及合同未知。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31198", + "companyId": "YC31198", + "title": "Wingman Law主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/wingman-law", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由律师带领AI代理处理人身伤害索赔法律服务。 保留法律专业服务；索赔获偿不是全部律师收入，牌照及合同未核。创始人旧公司35万及旧律所5000万案件额不归本公司，成功费不是固定SaaS订阅。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31240", + "companyId": "YC31240", + "title": "General Legal主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/general-legal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为成长公司提供商业、公司及劳动法律服务。 保留法律服务；历史每合同500报价和速度承诺不等实收收入或经常性收入，执照、法域和律师工时未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31247", + "companyId": "YC31247", + "title": "Fed10主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/fed10", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "监测法案及监管提案并交付企业政策影响和倡议建议。 保留政策专业服务；500每小时、3万月费为传统顾问背景，客户千万合规成本风险不是Fed10收入。立法解释和覆盖范围未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31257", + "companyId": "YC31257", + "title": "Atlia主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/atlia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "管理短租物业的客人沟通、清洁维护、定价和房东报告。 保留物业服务；YC近零现场人力与官网当地运营/资深人员监督分别记录，不能只凭AI自述推软件毛利。房东增收不是管理公司收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31264", + "companyId": "YC31264", + "title": "Vela主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/vela", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过邮件、短信及WhatsApp安排和改期多人面试等日程。 移企业通用工作；当前招聘协调为主要入口，不是代雇主完成招聘的代理事务所。传统助理8万年薪不是Vela收入，旧创业用户不归当前产品。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31268", + "companyId": "YC31268", + "title": "Cova主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/cova", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "帮助家庭照护者申请报酬并交付居家护理服务。 保留护理服务；自述无非照护者FTE并不等无人工，官网Care Guide及家访职责另记。Michigan牌照和支付计划资格未独立核，不能把护理总额全作软件收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31303", + "companyId": "YC31303", + "title": "Condor Energy主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/condor-energy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合能耗与市场数据以优化大型企业电力采购。 保留能源行业；数据中心客户不代表销售算力，电费与节省金额不是平台收入，实际交易执行、效果及合同未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31330", + "companyId": "YC31330", + "title": "Standard Signal主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/standard-signal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI研究及执行交易的对冲基金。 保留金融资产管理；投资本金、资产与投资回报不当ARR。费用及赎回条款仅供合资格者索取，未取得文件，不推许可、收益或收费水平。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31340", + "companyId": "YC31340", + "title": "Illume Labs主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/illume-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合个人可穿戴、血检及基因资料并提供健康趋势与问答。 移个人应用；个性化建议、隐私与健康效果均为自述，未核医疗资格或临床准确性，不当获批医疗服务。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31383", + "companyId": "YC31383", + "title": "Juno主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/juno-chat", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为慢性病个人用户提供AI健康助手。 移个人应用；30万患者是自述采用规模，不是付费用户或收入。简介仅称October上线，未从该相对措辞推具体年份，医疗效果未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31390", + "companyId": "YC31390", + "title": "Wealor主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/wealor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为财富管理人员提供AI工作平台。 暂留财富管理应用，简介及发布仍缺具体交付与价格。90万亿行业资产不是Wealor收入，牌照、客户和效果未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31402", + "companyId": "YC31402", + "title": "Standout主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/standout", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以代表人才与公司的代理做匹配、评估和招聘介绍。 移通用招聘；万人才、60公司、百次介绍不是付费客户或成功入职。创始人此前Zealy的300万ARR及150万MAU不归Standout。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31412", + "companyId": "YC31412", + "title": "ClaimKit主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/claimkit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为美国、英国及澳大利亚客户提供研发税抵扣服务。 保留税务服务；抵扣额与税款不等公司服务费，不据AI-native认定纯软件收入，执业资格与各法域实际服务范围未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31418", + "companyId": "YC31418", + "title": "Taiga主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/taiga", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗诊所编码、提交保险账单并追踪拒赔。 保留医疗账单服务；诊所保险收款不是Taiga收入，每笔拒赔跟进是服务主张，不等实际成功率或已确认收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31420", + "companyId": "YC31420", + "title": "Kimpton主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/kimpton", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以真实数据构建模型训练环境、评估任务及运行接口。 按当前官网训练环境移C02；旧投资OS与现Koliseum/EvalRouter分期，不能据金融场景全算行业软件。旧基金1000万募集、3500万资产和客户33亿AUM均排除营收，未运行基准或核评分完整性。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31430", + "companyId": "YC31430", + "title": "Voquill主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/voquill", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗实验室管理样本接收、报告、编码和合规工作。 保留完整实验室OS；旧语音病理助手为模块。25病理医生采用及20%效率提升自述不是付费收入或独立临床效果，行业账单及漏收不归本公司。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31464", + "companyId": "YC31464", + "title": "Soria主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/soria", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为投资者构建有行业专家复核的财务研究终端及数据接口。 保留金融研究，初始医疗数据不等患者诊疗，API也不等通用基础设施。客户万亿资产及同行20万年费不作Soria收入，官网本轮无可读正文。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31477", + "companyId": "YC31477", + "title": "BioStack Platforms主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/biostack-platforms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将临床及实验资料整理为生物医疗模型训练数据和环境。 移模型训练供给，医疗为数据领域。数据质量、患者授权、效果及模型收益未独立核，不把10倍等宣传当测试结果。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31511", + "companyId": "YC31511", + "title": "Arzana主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/arzana", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为制造企业定制报价、订单、排产及财务办公代理。 保留制造行业办公；2035自动化万家工厂及未来机器控制为目标，不当已实现实体自动化。150万避免人工成本为客户节省，官网430万融资不是收入，工程师到厂成本另记。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31525", + "companyId": "YC31525", + "title": "Arden主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/arden", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为内审及SOX团队取证、测试控制并生成底稿。 移企业通用工作；AI-native firm与平台交付并列，实际专业人力待核。传统顾问高时费不是Arden定价或收入，audit-ready不等审计结论已验证。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31528", + "companyId": "YC31528", + "title": "Asendia AI主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/asendia-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为人才中介执行寻访、电话筛选、外联及提交候选草稿。 保留专业招聘软件，区别企业通用日程协调和人工代理事务所。克隆招聘员判断为主张，招聘员仍复核提交，2000亿市场不作收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31532", + "companyId": "YC31532", + "title": "Atlas Discovery主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/atlas-discovery", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过生物数据、模型和科研代理发现已有药物的新用途。 保留医药研发；六位数合同金额与八位数意向书分开，未核币种、确认、付款或经常性。论文会议、模型倍数和基金会测试不当独立复测或获批临床成果。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31533", + "companyId": "YC31533", + "title": "Lattice Health主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/lattice-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "监测医院影像AI漂移、读片一致性及群体表现。 保留医疗专业治理；产品观察而非控制影像模型。签名报告不等内容为真或监管认可，未验证报告签名、运行模型或核合规资质。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31534", + "companyId": "YC31534", + "title": "Astraea主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/astraea", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将临床试验资料映射为标准数据、分析输出和质量复核流程。 保留临床专业应用；FDA-ready及CDISC输出为自述，不等已获批准，未读实际试验数据或独立复核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31539", + "companyId": "YC31539", + "title": "Klaimee主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/klaimee", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为AI代理部署提供风险评估、认证、担保及责任保险方案。 保留保险服务；100万保障与按客户收入档位的示例报价不是Klaimee收入。旧SafetyWing的500万至6000万收入及承保经历不归当前公司，法规、执照、承保和理赔能力未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-PATIENTDESK-PRICE", + "companyId": "YC31183", + "title": "Patientdesk当前澳元收费结构", + "url": "https://www.patientdesk.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前页面明确澳元含GST：呼入按地点月费350/500/750，呼出另有套餐及成果费；整套建设20000含六个月营销，广告支出另付，PMS免费有适用条件及短信使用费。", + "limitation": "现澳元报价不能确定历史原文$的币种；月费、成果、项目与转付广告费分开，价格不当实际客户数或MRR。" + }, + { + "id": "INDUSTRY5-ATLIA-HOME", + "companyId": "YC31257", + "title": "Atlia管理费与人工运营", + "url": "https://www.atlia.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列10%管理费，并称资深运营者监督，Fort Lauderdale与San Diego有当地人员。", + "limitation": "未核具体合同、当地员工或承包商成本；与YC近零现场人员宣传分期，租金与房东增收不等管理收入或软件毛利。" + }, + { + "id": "INDUSTRY5-COVA-HOME", + "companyId": "YC31268", + "title": "Cova家庭护理与人工支持", + "url": "https://cova.care/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明Care Guide回电、申请、家访及照护者入职流程。", + "limitation": "护理人力及人工协调不因AI后台消失；无非照护FTE可能仍有合同人员，未核组织、牌照、报销资格或单位经济。" + }, + { + "id": "INDUSTRY5-KIMPTON-HOME", + "companyId": "YC31420", + "title": "Kimpton当前环境供给与投资OS", + "url": "https://kimpton.ai/home", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主推为前沿AI定制评估及RL环境，列Koliseum及EvalRouter，页脚仍列Kimpton OS。", + "limitation": "当前主页不充分证明合同收入构成，按主要交付暂归模型训练环境；未运行API或验证奖励、泄漏、评分和公开预测记录。" + }, + { + "id": "INDUSTRY5-SORIA-ACCESS", + "companyId": "YC31464", + "title": "Soria官网读取缺项", + "url": "https://www.soriaanalytics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮官网工具未取得可读正文，主营暂据YC当前研究终端及专家复核描述。", + "limitation": "不可读不等不存在或停业；合同、定价及当前首页交付仍缺，客户资产不得转成收入。" + }, + { + "id": "INDUSTRY5-BIOSTACK-HOME", + "companyId": "YC31477", + "title": "BioStack训练数据和环境", + "url": "https://www.getbiostack.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列供AI及生物医药团队训练前后使用的临床实验数据与强化学习环境。", + "limitation": "未取得数据许可、隐私授权、模型运行或独立性能记录，质量和倍数仅自述。" + }, + { + "id": "INDUSTRY5-ARZANA-HOME", + "companyId": "YC31511", + "title": "Arzana制造办公与驻场实施", + "url": "https://www.arzana.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网服务报价、订单、排产及财务等ERP工作，工程师到工厂了解流程，列430万种子融资。", + "limitation": "驻场工程交付成本未核，融资不计收入；未来机器自动化愿景不当当前能力。" + }, + { + "id": "INDUSTRY5-ATLAS-HOME", + "companyId": "YC31532", + "title": "Atlas当前医药研发定位", + "url": "https://atlasdiscovery.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网简述用生物知识及AI研究罕见疾病治疗。", + "limitation": "本轮未核论文全文、基准代码、临床批准或合同，发现候选药物不等已证明疗效。" + }, + { + "id": "INDUSTRY5-LATTICE-HOME", + "companyId": "YC31533", + "title": "Lattice报告与医疗模型治理", + "url": "https://www.latticehealthai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示漂移、一致性、群体及治理证据和带签名角色报告。", + "limitation": "未验证签名或实际临床数据；HIPAA/IHE/FDA相关宣传不当独立资质，演示模型数不当真实付费医院。" + }, + { + "id": "INDUSTRY5-KLAIMEE-HOME", + "companyId": "YC31539", + "title": "Klaimee示例保费及保障范围", + "url": "https://www.klaimee.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列550万融资及按客户收入档位的保险示例，如100万年度保障、月等值1850/年度22200报价。", + "limitation": "示例非实际签约，客户年收入分档不是Klaimee收入，保障额度和融资均排除营收；承保主体、条款、除外和资质仍缺。" + }, + { + "id": "INDUSTRY5-PATIENTDESK-LAUNCH", + "companyId": "YC31183", + "title": "Patientdesk.ai财务原始表述", + "url": "https://www.ycombinator.com/launches/Pka-patientdesk-ai-ai-native-operating-system-for-dental-clinics", + "publishedAt": "2026-03-21", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述八周从原文$17K增至$50K MRR，另为客户带来$1.8M增收；此前有两年牙科营销及呼叫中心经历。", + "limitation": "发布日非精确财务截至日，正文可更新；历史币种、收入确认、经常性定义和主体沿革待核，60家采用不能反推付费MRR。" + }, + { + "id": "INDUSTRY5-ATLAS-LAUNCH", + "companyId": "YC31532", + "title": "Atlas Discovery财务原始表述", + "url": "https://www.ycombinator.com/launches/RqJ-atlas-discovery-ai-native-pharma-company", + "publishedAt": "2026-07-24", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述三个月获得六位数contracted revenue及与AI实验室的八位数LOI，未给具体数值或币种。", + "limitation": "合同金额不等确认营收、已收款或经常性；LOI为意向，不能相加，模型及临床成果未独立核。" } ], "reviews": [ @@ -60396,6 +61134,114 @@ "INDUSTRY4-PRESCIENCE-HOME" ], "handling": "客户基金AUM、律师经手交易、客户节省和旧雇主税款/并购/ARR均排除营收。无新增可比MRR；模型论文关联、医学疗效、保险牌照、监管旧表述和软件/服务比例不作独立验证。" + }, + { + "id": "INDUSTRY5-R-30", + "type": "行业第五批主营、人工及主体复核", + "company": "原C07第五批30家公司", + "scope": "companies", + "companyIds": [ + "YC31167", + "YC31187", + "YC31195", + "YC31197", + "YC31198", + "YC31240", + "YC31247", + "YC31257", + "YC31264", + "YC31268", + "YC31303", + "YC31330", + "YC31340", + "YC31383", + "YC31390", + "YC31402", + "YC31412", + "YC31418", + "YC31420", + "YC31430", + "YC31464", + "YC31477", + "YC31511", + "YC31525", + "YC31528", + "YC31533", + "YC31534", + "YC31539" + ], + "summary": "30项主营及相关发布已读，23保留行业专业应用，7项转通用企业、个人健康或模型环境；选定官网另列，Patientdesk与Atlas收入专项分别记。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31167", + "INDUSTRY5-CAT-YC31187", + "INDUSTRY5-CAT-YC31195", + "INDUSTRY5-CAT-YC31197", + "INDUSTRY5-CAT-YC31198", + "INDUSTRY5-CAT-YC31240", + "INDUSTRY5-CAT-YC31247", + "INDUSTRY5-CAT-YC31257", + "INDUSTRY5-CAT-YC31264", + "INDUSTRY5-CAT-YC31268", + "INDUSTRY5-CAT-YC31303", + "INDUSTRY5-CAT-YC31330", + "INDUSTRY5-CAT-YC31340", + "INDUSTRY5-CAT-YC31383", + "INDUSTRY5-CAT-YC31390", + "INDUSTRY5-CAT-YC31402", + "INDUSTRY5-CAT-YC31412", + "INDUSTRY5-CAT-YC31418", + "INDUSTRY5-CAT-YC31420", + "INDUSTRY5-CAT-YC31430", + "INDUSTRY5-CAT-YC31464", + "INDUSTRY5-CAT-YC31477", + "INDUSTRY5-CAT-YC31511", + "INDUSTRY5-CAT-YC31525", + "INDUSTRY5-CAT-YC31528", + "INDUSTRY5-CAT-YC31533", + "INDUSTRY5-CAT-YC31534", + "INDUSTRY5-CAT-YC31539", + "INDUSTRY5-ATLIA-HOME", + "INDUSTRY5-COVA-HOME", + "INDUSTRY5-KIMPTON-HOME", + "INDUSTRY5-SORIA-ACCESS", + "INDUSTRY5-BIOSTACK-HOME", + "INDUSTRY5-ARZANA-HOME", + "INDUSTRY5-LATTICE-HOME", + "INDUSTRY5-KLAIMEE-HOME" + ], + "handling": "Atlia当地运营、Cova护理和人工支持、Arzana驻场、律师服务与软件费用分开。客户资产、节省、旧雇主业绩和示例报价不作营收；专业许可、医疗及模型效果未独立核。" + }, + { + "id": "INDUSTRY5-R-PATIENTDESK", + "type": "收入自述与确认边界复核", + "company": "Patientdesk.ai", + "scope": "companies", + "companyIds": [ + "YC31183" + ], + "summary": "历史17k和50k MRR为同一八周起终点，180万客户增收另记；现澳元报价不能确定旧币种。此前营销代理与现签约主体关系未核。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31183", + "INDUSTRY5-PATIENTDESK-PRICE", + "INDUSTRY5-PATIENTDESK-LAUNCH" + ], + "handling": "未核财务截至日、账单、收款、收入确认、主体及经常性；不入可比同期MRR/ARR，技术仅公开描述层，未做独立效果复测。" + }, + { + "id": "INDUSTRY5-R-ATLAS", + "type": "收入自述与确认边界复核", + "company": "Atlas Discovery", + "scope": "companies", + "companyIds": [ + "YC31532" + ], + "summary": "六位数合同与八位数意向分别保留下限，币种及具体金额未给；合同不等确认营收，意向不等签约，不合计或年化。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31532", + "INDUSTRY5-ATLAS-HOME", + "INDUSTRY5-ATLAS-LAUNCH" + ], + "handling": "未核财务截至日、账单、收款、收入确认、主体及经常性；不入可比同期MRR/ARR，技术仅公开描述层，未做独立效果复测。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index bc45b82..a9435a4 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-4", + "version": "2026-10-31-industry-5", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留来源；本快照基础项486条主营人工复核。原C07累计95项已读主营与相关发布：65保留、30按交付迁移，尚余89项规则初分。Origin数据许可、Vector法律/平台主体、Moritz事项费、Perfectly招聘服务及医疗保险双线分别待合同核；客户AUM/交易/节省和旧雇主税款/并购/ARR排除营收。本快照C05仍89项规则初分，后续结果另纳入。主体、付费、财务、技术以及全部公开来源覆盖缺项继续保留。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项514条主营人工复核。原C07累计125项已读主营及相关发布：88保留、37迁移，余59项规则初分。Patientdesk历史MRR与客户增收分开，Atlas合同/意向不当确认或经常性收入；Atlia、Cova、Arzana人工交付及Kimpton/BioStack环境数据供给另记。本快照C05仍89项原规则初分，另分支成果待整合。主体、财务、技术以及全部公开来源覆盖仍有缺项。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index eb45e72..9f10f81 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-4", + "sourceVersion": "2026-10-31-industry-5", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From b5e4f817fb8f7caddab215c39b92ed2253127f8f Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:44:23 +0800 Subject: [PATCH 09/29] Review 20 industry companies and separate services from model claims --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 859 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 722 insertions(+), 153 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 09c8ec9..f576737 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2033); - assert.equal(research.observations.length, 270); + assert.equal(research.evidence.length, 2064); + assert.equal(research.observations.length, 276); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 6e38942..960913b 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2033); - assert.equal(initial.observations.length, 270); + assert.equal(initial.evidence.length, 2064); + assert.equal(initial.observations.length, 276); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 124); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 127); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 8ff4a05..08ccc01 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-5", + "version": "2026-10-31-industry-6", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -20470,28 +20470,31 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI Workforce for Biopharma", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在药企既有系统上执行临床证据、试验设计、统计编程及申报工作。", + "buyer": "生物医药研发与运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留生物医药工作；130公司及500/600从业者为不同时点采用自述，不当付费客户。48小时申报包、错误倍数和98%校验率为厂商主张，不等监管批准或独立临床效果，认证状态待核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31549" + "YC-E-31549", + "INDUSTRY6-CAT-YC31549", + "INDUSTRY6-ENJAMB-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：在药企既有系统上执行临床证据、试验设计、统计编程及申报工作。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "SaaS", "B2B", "Biotech", "Automation", "AI" - ] + ], + "businessModel": "行业代理软件；系统接入、实施、用量和专业审核费待拆" }, { "id": "YC31552", @@ -20501,22 +20504,25 @@ "year": 2025, "team": 4, "location": "New York City, NY", - "business": "公司简介：AI-native credentialing and contracting for healthcare", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构办理支付方资质审核、签约、医生入网及持续维护。", + "buyer": "医疗机构、远程医疗和收入管理团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留医疗专业服务；明确雇用资质专家且提交前逐项人审，不作纯无人SaaS。两天是提交时限而非获准入网，医生保险收款和旧Handstamp交易额非本公司收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31552" + "YC-E-31552", + "INDUSTRY6-CAT-YC31552", + "INDUSTRY6-ARCTIC-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为医疗机构办理支付方资质审核、签约、医生入网及持续维护。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", + "directoryTags": [], + "businessModel": "医疗资质服务加AI；申请、专家审核、部署及维护费待拆" }, { "id": "YC31553", @@ -20636,24 +20642,26 @@ "year": 2026, "team": 3, "location": "New York City, NY", - "business": "公司简介：Modern Intelligence for Finance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "追踪财报、新闻及其他资料以支持公开市场股票研究。", + "buyer": "股票基金及金融分析团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留金融研究；十多基金合计百亿AUM为客户资产，不作Cohesion收入。alpha和更好决策未独立核，早期试用不直接算付费。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31562" + "YC-E-31562", + "INDUSTRY6-CAT-YC31562" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：追踪财报、新闻及其他资料以支持公开市场股票研究。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Finance" - ] + ], + "businessModel": "投资研究软件；终端、数据、模型及专业服务费用待核" }, { "id": "YC31563", @@ -20688,22 +20696,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Autonomous AI actuary for corporate insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业分析保险风险、方案及保费。", + "buyer": "收入5000万以上企业风险与财务团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留保险精算服务；5000万是买家规模门槛，万亿为行业保费，均非Huscarl收入。30%节省和零风险为宣传，顾问/经纪/承保角色、牌照及实际费用待核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31564" + "YC-E-31564", + "INDUSTRY6-CAT-YC31564" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为企业分析保险风险、方案及保费。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", + "directoryTags": [], + "businessModel": "精算及保险咨询；项目、订阅、专业工时和按节省收费待核" }, { "id": "YC31569", @@ -20978,27 +20988,29 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Agentic OS for e-commerce operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接电商系统并处理发货、退货、退款和售后流程。", + "buyer": "电商品牌物流与运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留电商运营，销售后物流为主要交付；30品牌及99%自动化、20%降本为自述，未核付费、工作量或例外分母，不把商品及退款流量当平台收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31989" + "YC-E-31989", + "INDUSTRY6-CAT-YC31989" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：连接电商系统并处理发货、退货、退款和售后流程。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Logistics", "E-commerce", "Retail", "AI" - ] + ], + "businessModel": "电商履约软件；工作流、订单、接入及人工例外成本待拆" }, { "id": "YC32088", @@ -21126,26 +21138,28 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：We help lawyers start and scale AI-native law firms.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律师创办或改造律所提供技术、获客、收案及后台基础设施。", + "buyer": "律师及律师事务所经营者", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留法律行业支持；律师拥有律所并作法律决定，Erinys不自动与独立律所并表。法律费、收入分成、软件和后台服务收费及合同主体待核，安全宣传非独立审计。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32124" + "YC-E-32124", + "INDUSTRY6-CAT-YC32124" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为律师创办或改造律所提供技术、获客、收案及后台基础设施。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "律所运营软件和服务；许可、实施、获客及专业人力费待拆" }, { "id": "YC32127", @@ -21155,27 +21169,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：We make law firms AI-native.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "围绕律所案件定制私有部署的取证、研究、计时及起草系统。", + "buyer": "律师事务所及案件团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留法律专业应用；共享平台与定制交付并存，不据不是agency的表述推纯SaaS毛利。每个事实先核来源是主张，未独立核检索准确率或实际责任边界。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32127" + "YC-E-32127", + "INDUSTRY6-CAT-YC32127" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：围绕律所案件定制私有部署的取证、研究、计时及起草系统。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "B2B", "Legal", "Automation", "AI" - ] + ], + "businessModel": "法律行业软件与定制实施；运行、连接、项目及人审费待拆" }, { "id": "YC32129", @@ -21497,31 +21513,35 @@ "id": "YC32157", "name": "Maingen", "url": "https://www.ycombinator.com/companies/maingen", - "cat": "C07", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Simulating Agents Running Industrial Companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将工业运营决策整理为模型可训练的强化学习模拟环境。", + "buyer": "前沿AI实验室及工业模型研发团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "移模型训练基础设施，不把模拟电站运维当已接管真实工厂。SolarBench是自有模拟基准，已读方法与结果但未读运行源码或复测；模拟利润和前雇主支付吞吐不是Maingen收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32157" + "YC-E-32157", + "INDUSTRY6-CAT-YC32157", + "INDUSTRY6-MAINGEN-HOME", + "INDUSTRY6-MAINGEN-BENCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：将工业运营决策整理为模型可训练的强化学习模拟环境。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "B2B", "Energy", "Big Data", "AI" - ] + ], + "businessModel": "模型训练环境；定制模拟、运营专家、许可及评估费用待拆" }, { "id": "YC32160", @@ -21754,28 +21774,30 @@ "year": 2026, "team": 3, "location": "Providence, RI", - "business": "公司简介：The AI-Native Decision Layer for Health Insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合健康保险方案成本分析和诊所拒赔申诉数据辅助保险决策。", + "buyer": "雇主、参保家庭及医疗诊所", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留健康保险行业，Surely与Inveto两条交付分开。模拟年份、示例差价与每员工节省不是收入；医生签署、数据授权与监管未来安排均未独立核，不能据宣传认定普遍最低成本。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32187" + "YC-E-32187", + "INDUSTRY6-CAT-YC32187" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：结合健康保险方案成本分析和诊所拒赔申诉数据辅助保险决策。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Health Tech", "Healthcare", "Insurance", "Automation", "AI" - ] + ], + "businessModel": "健康保险分析和拒赔软件；数据、服务、人审及收费范围待拆" }, { "id": "YC32188", @@ -21979,26 +22001,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native OS for Real Estate Brokerages", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为房产经纪机构获取产权资料、填写合同并追踪交易文档和期限。", + "buyer": "房产经纪及交易运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留房产专业流程；New Hampshire采用为自述，客户引语不等独立效果或实收。地产成交值、佣金、平台费用与未来经纪OS范围分开，不当法律审查保证。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32195" + "YC-E-32195", + "INDUSTRY6-CAT-YC32195" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为房产经纪机构获取产权资料、填写合同并追踪交易文档和期限。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Real Estate", "Enterprise Software", "AI" - ] + ], + "businessModel": "房产交易软件；案件、数据许可、部署及人审费用待拆" }, { "id": "YC32197", @@ -22155,25 +22179,27 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：The company brain for construction companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合建筑项目文件并按内部管理制度提供引用答案、草稿及检查。", + "buyer": "建筑承包及大型项目管理团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留建筑行业文档；4亿活跃项目值及客户250万编制成本不是Alloovium收入。AI草稿需人签，39项检查发现未独立复测，IMS/ISO适配不等已认证，处罚表述未核现行法规。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32204" + "YC-E-32204", + "INDUSTRY6-CAT-YC32204" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：整合建筑项目文件并按内部管理制度提供引用答案、草稿及检查。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Construction", "AI" - ] + ], + "businessModel": "建筑文档与合规软件；项目、资料、集成及专家复核费待拆" }, { "id": "YC32205", @@ -22538,32 +22564,35 @@ "id": "YC32254", "name": "Prodigy Research", "url": "https://www.ycombinator.com/companies/prodigy-research", - "cat": "C07", + "cat": "C01", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Training the world's best AI model for quantitative finance.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发量化金融模型并用于自营交易研究。", + "buyer": "量化金融研究，外部付费买家未明确", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "按自研金融基础模型的当前主张暂移C01；尚不证明对外出售通用模型或模型性能领先。140%批次交易回报、无亏损周及风险中性为自述，缺账户、基数、费用、杠杆与完整时段，不当ARR或独立基准。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32254" + "YC-E-32254", + "INDUSTRY6-CAT-YC32254", + "INDUSTRY6-PRODIGY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：研发量化金融模型并用于自营交易研究。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Reinforcement Learning", "Finance", "Investing", "Trading", "AI" - ] + ], + "businessModel": "行业模型研发与自营交易；模型许可、服务费及交易损益待拆" }, { "id": "YC32256", @@ -22899,25 +22928,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native freight brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为货主报价、匹配承运人并管理货物运输及途中问题。", + "buyer": "货主及物流采购团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留物流专业服务；不是拥有车队的实体承运业务。9000亿行业规模、运费和货值不等平台净收入，少人多货及保险持续核验为主张，牌照、合同和异常处理待核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32522" + "YC-E-32522", + "INDUSTRY6-CAT-YC32522" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为货主报价、匹配承运人并管理货物运输及途中问题。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Digital Freight Brokerage", "Logistics" - ] + ], + "businessModel": "货运经纪服务加AI；经纪价差、承运款转付和运营成本待拆" }, { "id": "YC32523", @@ -22927,25 +22958,28 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：Healthcare AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在医疗EHR中通过语音、短信及网页完成预约、转诊和账单等前台任务。", + "buyer": "医疗诊所及前台团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留当前医疗行业；同页旧Stratum政府申请审核发布与现Elite分期，缺主体和收入转移链。18专科及19余EHR写回未运行核，不能把旧政府节省愿景或前雇主收购经历算当前收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32523" + "YC-E-32523", + "INDUSTRY6-CAT-YC32523", + "INDUSTRY6-ELITE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：在医疗EHR中通过语音、短信及网页完成预约、转诊和账单等前台任务。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Healthcare", "AI" - ] + ], + "businessModel": "医疗前台代理；按解决互动收费自述，系统接入与人工升级成本待拆" }, { "id": "YC32525", @@ -22955,26 +22989,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI for Construction's Back Office", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "辅助建筑总包和机电承包商做算量、投标比较、合同及采购审阅。", + "buyer": "建筑总包、MEP及预施工团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留建筑办公而非实际承包施工；工具辅助人员，不宣称自主完成项目。案例5千至1万遗漏损失不是FlowManual收费或收入，合同审阅不等法律意见。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32525" + "YC-E-32525", + "INDUSTRY6-CAT-YC32525" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：辅助建筑总包和机电承包商做算量、投标比较、合同及采购审阅。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "SaaS", "Construction", "Workflow Automation" - ] + ], + "businessModel": "建筑专业软件；图纸、项目、合同和人审成本待拆" }, { "id": "YC32526", @@ -23042,28 +23078,30 @@ "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：AI-native learning for every school", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "向学校及家庭提供诊断、掌握式课程、AI辅导和学习评估。", + "buyer": "K12学校、教师及家庭", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留教育专业应用，学校为当前主要定位并有家庭渠道；两倍成长为早期试点自述，未核对照、样本及测验。可订阅不等已收款，ESA/EFA资格及教育效果未独立核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32551" + "YC-E-32551", + "INDUSTRY6-CAT-YC32551" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：向学校及家庭提供诊断、掌握式课程、AI辅导和学习评估。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "AI-Enhanced Learning", "Education", "eLearning", "Personalization", "AI" - ] + ], + "businessModel": "教育软件；学校合同与家庭月/年订阅、课程和支持成本待拆" }, { "id": "YC32588", @@ -23194,26 +23232,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Legora for AEC (Architecture, Engineering, & Construction) firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在工程公司现有CAD及分析工具中完成设计、计算、报告和图纸草稿。", + "buyer": "建筑、土木、结构及机电工程事务所", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留工程专业软件；交付需工程师批准，并有飞赴客户现场及持续培训。75%项目提速为自述，不等净毛利或独立工程质量，实际设计责任、费率及收入未核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32620" + "YC-E-32620", + "INDUSTRY6-CAT-YC32620", + "INDUSTRY6-GRADON-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：在工程公司现有CAD及分析工具中完成设计、计算、报告和图纸草稿。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Construction", "B2B", "AI" - ] + ], + "businessModel": "工程软件与部署服务；实施、驻场培训、持续支持及工程复核成本待拆" }, { "id": "YC32622", @@ -23223,27 +23264,31 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：First Zero-human Accounting Firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "交付创业公司会计税务服务，并为企业内部财务团队提供AI员工。", + "buyer": "创业公司及企业财务团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "暂保留会计专业服务，旧内部财务AI员工与无人事务所发布分期。现报价明确人审、专家与企业最终复核，创业服务仍是等候名单；不以zero-human宣传推实际人工为零或套餐已有收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网创业服务原文$399/月等值，年约$4788起；含人审，单一美国C-corp。税金、政府费及清账另计；创业入口等待名单，企业定制，不当实收", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32622" + "YC-E-32622", + "INDUSTRY6-CAT-YC32622", + "INDUSTRY6-RATIONAL-PRICE", + "INDUSTRY6-RATIONAL-WAIT" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：交付创业公司会计税务服务，并为企业内部财务团队提供AI员工。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Finance", "B2B", "Enterprise", "AI" - ] + ], + "businessModel": "专业会计服务加企业软件；年度套餐、实施、清账及人审费待拆" }, { "id": "YC32623", @@ -23313,26 +23358,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Legora for commercial insurance carriers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为商业保险核保机构管理邮件、申请、评级、报价及续期流程。", + "buyer": "商业险MGA、项目管理及核保团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留专业核保软件；一客户两年合同与三倍报价吞吐为自述，未给合同金额或确认营收。当前核保人决定、代理执行，未来自主核保另记；前雇主1500万年收入和客户保费排除。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32625" + "YC-E-32625", + "INDUSTRY6-CAT-YC32625" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为商业保险核保机构管理邮件、申请、评级、报价及续期流程。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Insurance", "Enterprise Software", "AI" - ] + ], + "businessModel": "保险核保软件；合同、数据、评级文件转化及部署人审费待拆" }, { "id": "YC32627", @@ -23399,28 +23446,32 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-Native Insurance for Frontier Tech", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI与硬件企业寻找承保机构、审阅条款并安排商业保险。", + "buyer": "机器人、硬件及AI部署企业", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留保险经纪而非自营承保；官网列Risklytics Inc.以Risklytics Insurance Services经营，自称持牌producer未独立核。客户不另付经纪费不等无收入，保费、佣金、赔付与应用演示数字分开。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "承保方从保费支付佣金，客户无额外经纪费；无公开统一费率，实际合同和结算待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32650" + "YC-E-32650", + "INDUSTRY6-CAT-YC32650", + "INDUSTRY6-RISK-HOME", + "INDUSTRY6-RISK-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为AI与硬件企业寻找承保机构、审阅条款并安排商业保险。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Hardware", "Machine Learning", "B2B", "Insurance", "AI" - ] + ], + "businessModel": "保险经纪；由承保人从保费中支付佣金，具体费率待核" }, { "id": "YC32682", @@ -35356,6 +35407,96 @@ "reason": "前雇主收入及承保经验不证明当前营收或牌照，不能直接作ARR", "evidence": "INDUSTRY5-CAT-YC31539", "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-COHESION-AUM", + "company": "YC31562", + "name": "Cohesion", + "kind": "客户基金管理资产", + "value": 10000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-04-16发布称十余基金合计，资产截至日未给", + "scope": "客户AUM，非Cohesion资产或收入", + "reason": "客户管理资产不等研究软件费用，不按假设费率估ARR", + "evidence": "INDUSTRY6-CAT-YC31562", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-ALLOOVIUM-PROJECTS", + "company": "YC32204", + "name": "Alloovium", + "kind": "部署覆盖的建筑项目值", + "value": 400000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-13发布自述活跃项目，精确截至日未给", + "scope": "客户建筑项目价值，非Alloovium收入", + "reason": "项目金额、软件合同及收入确认不同，不相加或按假设抽成", + "evidence": "INDUSTRY6-CAT-YC32204", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-ALLOOVIUM-CLIENT-COST", + "company": "YC32204", + "name": "Alloovium", + "kind": "客户编制管理计划的成本案例", + "value": 2500000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-13发布引用单一客户，成本期间未给", + "scope": "客户项目文档编制成本", + "reason": "客户成本不作软件收费或已节省金额，未核人力及实施口径", + "evidence": "INDUSTRY6-CAT-YC32204", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-QLO-OLD-REVENUE", + "company": "YC32625", + "name": "Qlo", + "kind": "创始人前雇主年收入", + "value": 15000000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2026-08-20发布的此前经历，财务年度未给", + "scope": "台湾婴儿监控前雇主，非Qlo收入", + "reason": "旧雇主年收入、收购条件和客户保费不能继承为新软件ARR", + "evidence": "INDUSTRY6-CAT-YC32625", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-MAINGEN-OLD-TPV", + "company": "YC32157", + "name": "Maingen", + "kind": "创始人此前软件支付吞吐", + "value": 150000000, + "bound": ">", + "unit": "币种未注明", + "timing": "2026-08-07发布的此前经历，TPV期间未给", + "scope": "此前软件TPV，非Maingen收入", + "reason": "支付吞吐不是公司收入，也不能与模拟电站利润相加", + "evidence": "INDUSTRY6-CAT-YC32157", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-PRODIGY-RETURN", + "company": "YC32254", + "name": "Prodigy Research", + "kind": "批次期间自营交易回报自述", + "value": 140, + "bound": "=", + "unit": "%", + "timing": "2026-08-10发布及当前官网，批次内精确起终日未给", + "scope": "自有资本交易表现，非订阅收入", + "reason": "没有资本基数和账户记录不能转成金额；交易回报不可直接当ARR，未核费用、杠杆和完整区间", + "evidence": "INDUSTRY6-PRODIGY-HOME", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -57721,6 +57862,347 @@ "kind": "公司公开资料复核", "summary": "发布自述三个月获得六位数contracted revenue及与AI实验室的八位数LOI，未给具体数值或币种。", "limitation": "合同金额不等确认营收、已收款或经常性；LOI为意向，不能相加，模型及临床成果未独立核。" + }, + { + "id": "INDUSTRY6-CAT-YC31549", + "companyId": "YC31549", + "title": "Enjamb Labs主营及交付口径", + "url": "https://www.ycombinator.com/companies/enjamb-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在药企既有系统上执行临床证据、试验设计、统计编程及申报工作。 保留生物医药工作；130公司及500/600从业者为不同时点采用自述，不当付费客户。48小时申报包、错误倍数和98%校验率为厂商主张，不等监管批准或独立临床效果，认证状态待核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31552", + "companyId": "YC31552", + "title": "Arctic Health主营及交付口径", + "url": "https://www.ycombinator.com/companies/arctic-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构办理支付方资质审核、签约、医生入网及持续维护。 保留医疗专业服务；明确雇用资质专家且提交前逐项人审，不作纯无人SaaS。两天是提交时限而非获准入网，医生保险收款和旧Handstamp交易额非本公司收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31562", + "companyId": "YC31562", + "title": "Cohesion主营及交付口径", + "url": "https://www.ycombinator.com/companies/cohesion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "追踪财报、新闻及其他资料以支持公开市场股票研究。 保留金融研究；十多基金合计百亿AUM为客户资产，不作Cohesion收入。alpha和更好决策未独立核，早期试用不直接算付费。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31564", + "companyId": "YC31564", + "title": "Huscarl主营及交付口径", + "url": "https://www.ycombinator.com/companies/huscarl", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业分析保险风险、方案及保费。 保留保险精算服务；5000万是买家规模门槛，万亿为行业保费，均非Huscarl收入。30%节省和零风险为宣传，顾问/经纪/承保角色、牌照及实际费用待核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31989", + "companyId": "YC31989", + "title": "Pango主营及交付口径", + "url": "https://www.ycombinator.com/companies/pango", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "连接电商系统并处理发货、退货、退款和售后流程。 保留电商运营，销售后物流为主要交付；30品牌及99%自动化、20%降本为自述，未核付费、工作量或例外分母，不把商品及退款流量当平台收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32124", + "companyId": "YC32124", + "title": "Erinys主营及交付口径", + "url": "https://www.ycombinator.com/companies/erinys", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为律师创办或改造律所提供技术、获客、收案及后台基础设施。 保留法律行业支持；律师拥有律所并作法律决定，Erinys不自动与独立律所并表。法律费、收入分成、软件和后台服务收费及合同主体待核，安全宣传非独立审计。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32127", + "companyId": "YC32127", + "title": "Perceptron ML主营及交付口径", + "url": "https://www.ycombinator.com/companies/perceptron-ml", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "围绕律所案件定制私有部署的取证、研究、计时及起草系统。 保留法律专业应用；共享平台与定制交付并存，不据不是agency的表述推纯SaaS毛利。每个事实先核来源是主张，未独立核检索准确率或实际责任边界。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32157", + "companyId": "YC32157", + "title": "Maingen主营及交付口径", + "url": "https://www.ycombinator.com/companies/maingen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将工业运营决策整理为模型可训练的强化学习模拟环境。 移模型训练基础设施，不把模拟电站运维当已接管真实工厂。SolarBench是自有模拟基准，已读方法与结果但未读运行源码或复测；模拟利润和前雇主支付吞吐不是Maingen收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32187", + "companyId": "YC32187", + "title": "Insurf主营及交付口径", + "url": "https://www.ycombinator.com/companies/insurf", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合健康保险方案成本分析和诊所拒赔申诉数据辅助保险决策。 保留健康保险行业，Surely与Inveto两条交付分开。模拟年份、示例差价与每员工节省不是收入；医生签署、数据授权与监管未来安排均未独立核，不能据宣传认定普遍最低成本。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32195", + "companyId": "YC32195", + "title": "RealPact主营及交付口径", + "url": "https://www.ycombinator.com/companies/realpact", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为房产经纪机构获取产权资料、填写合同并追踪交易文档和期限。 保留房产专业流程；New Hampshire采用为自述，客户引语不等独立效果或实收。地产成交值、佣金、平台费用与未来经纪OS范围分开，不当法律审查保证。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32204", + "companyId": "YC32204", + "title": "Alloovium主营及交付口径", + "url": "https://www.ycombinator.com/companies/alloovium", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合建筑项目文件并按内部管理制度提供引用答案、草稿及检查。 保留建筑行业文档；4亿活跃项目值及客户250万编制成本不是Alloovium收入。AI草稿需人签，39项检查发现未独立复测，IMS/ISO适配不等已认证，处罚表述未核现行法规。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32254", + "companyId": "YC32254", + "title": "Prodigy Research主营及交付口径", + "url": "https://www.ycombinator.com/companies/prodigy-research", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发量化金融模型并用于自营交易研究。 按自研金融基础模型的当前主张暂移C01；尚不证明对外出售通用模型或模型性能领先。140%批次交易回报、无亏损周及风险中性为自述，缺账户、基数、费用、杠杆与完整时段，不当ARR或独立基准。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32522", + "companyId": "YC32522", + "title": "Peer主营及交付口径", + "url": "https://www.ycombinator.com/companies/peer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为货主报价、匹配承运人并管理货物运输及途中问题。 保留物流专业服务；不是拥有车队的实体承运业务。9000亿行业规模、运费和货值不等平台净收入，少人多货及保险持续核验为主张，牌照、合同和异常处理待核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32523", + "companyId": "YC32523", + "title": "Elite主营及交付口径", + "url": "https://www.ycombinator.com/companies/elite", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在医疗EHR中通过语音、短信及网页完成预约、转诊和账单等前台任务。 保留当前医疗行业；同页旧Stratum政府申请审核发布与现Elite分期，缺主体和收入转移链。18专科及19余EHR写回未运行核，不能把旧政府节省愿景或前雇主收购经历算当前收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32525", + "companyId": "YC32525", + "title": "FlowManual主营及交付口径", + "url": "https://www.ycombinator.com/companies/flowmanual", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "辅助建筑总包和机电承包商做算量、投标比较、合同及采购审阅。 保留建筑办公而非实际承包施工；工具辅助人员，不宣称自主完成项目。案例5千至1万遗漏损失不是FlowManual收费或收入，合同审阅不等法律意见。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32551", + "companyId": "YC32551", + "title": "Bloomy主营及交付口径", + "url": "https://www.ycombinator.com/companies/bloomy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "向学校及家庭提供诊断、掌握式课程、AI辅导和学习评估。 保留教育专业应用，学校为当前主要定位并有家庭渠道；两倍成长为早期试点自述，未核对照、样本及测验。可订阅不等已收款，ESA/EFA资格及教育效果未独立核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32620", + "companyId": "YC32620", + "title": "Gradon主营及交付口径", + "url": "https://www.ycombinator.com/companies/gradon", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在工程公司现有CAD及分析工具中完成设计、计算、报告和图纸草稿。 保留工程专业软件；交付需工程师批准，并有飞赴客户现场及持续培训。75%项目提速为自述，不等净毛利或独立工程质量，实际设计责任、费率及收入未核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32622", + "companyId": "YC32622", + "title": "Rational主营及交付口径", + "url": "https://www.ycombinator.com/companies/rational", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "交付创业公司会计税务服务，并为企业内部财务团队提供AI员工。 暂保留会计专业服务，旧内部财务AI员工与无人事务所发布分期。现报价明确人审、专家与企业最终复核，创业服务仍是等候名单；不以zero-human宣传推实际人工为零或套餐已有收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32625", + "companyId": "YC32625", + "title": "Qlo主营及交付口径", + "url": "https://www.ycombinator.com/companies/qlo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为商业保险核保机构管理邮件、申请、评级、报价及续期流程。 保留专业核保软件；一客户两年合同与三倍报价吞吐为自述，未给合同金额或确认营收。当前核保人决定、代理执行，未来自主核保另记；前雇主1500万年收入和客户保费排除。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32650", + "companyId": "YC32650", + "title": "Risklytics主营及交付口径", + "url": "https://www.ycombinator.com/companies/risklytics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为AI与硬件企业寻找承保机构、审阅条款并安排商业保险。 保留保险经纪而非自营承保；官网列Risklytics Inc.以Risklytics Insurance Services经营，自称持牌producer未独立核。客户不另付经纪费不等无收入，保费、佣金、赔付与应用演示数字分开。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-ARCTIC-HOME", + "companyId": "YC31552", + "title": "Arctic资质专家与提交时点", + "url": "https://arctic.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称每份申请提交前由专家审核，两个工作日提交，平均60至90天完成；提供定制API及白标。", + "limitation": "两天提交不是两天获准入网；专家、系统和维护成本未拆，资质、实际成功率和合同未核。" + }, + { + "id": "INDUSTRY6-ENJAMB-HOME", + "companyId": "YC31549", + "title": "Enjamb采用与认证缺项", + "url": "https://www.enjamb.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列130家公司、600多从业者和研发监管工作流；安全部分列SOC2/ISO等说明，同时标认证进行中。", + "limitation": "未取得审计报告或认证，不能认定已认证；采用不等付费，演示操作记录不当真实客户执行证据。" + }, + { + "id": "INDUSTRY6-RATIONAL-PRICE", + "companyId": "YC32622", + "title": "Rational服务与企业软件双模式", + "url": "https://rational.to/ai-accounting-pricing.html", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "创业会计税务年约原文399/月等值4788/年，明确人审及专家支持；单一美国C-corp，税金、政府费、历史清账另列。企业软件按工作流定制，团队保留最终复核。", + "limitation": "报价不等实收或ARR，币种及现合同待核。无人事务所发布不能覆盖现行人审范围，软件/服务与实施成本分开。" + }, + { + "id": "INDUSTRY6-RATIONAL-WAIT", + "companyId": "YC32622", + "title": "Rational创业服务仍待开放", + "url": "https://rational.to/get-started?c=startups", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前创业套餐入口为等待名单，称服务可用时通知。", + "limitation": "未提交表单；等待名单及年约报价不证明创业服务已正式付费上线，不否定另有企业合同。" + }, + { + "id": "INDUSTRY6-RISK-HOME", + "companyId": "YC32650", + "title": "Risklytics经纪与法律主体自述", + "url": "https://www.risklytics.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网区分保险经纪、承保方及持牌producer；示例公司、40人及40万客户交易为申请演示。", + "limitation": "未核执照登记或实际保单，演示不归Risklytics客户和收入；不是自营保险公司的证明。" + }, + { + "id": "INDUSTRY6-RISK-PRICE", + "companyId": "YC32650", + "title": "Risklytics佣金收费", + "url": "https://www.risklytics.ai/pricing/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称承保方从保费支付佣金，不另加经纪费，保费由承保人定价，无公开统一费率。", + "limitation": "未取得保单或佣金结算，不能把整笔保费作经纪收入；无额外客户费不等零收入。" + }, + { + "id": "INDUSTRY6-MAINGEN-HOME", + "companyId": "YC32157", + "title": "Maingen工业模拟定位", + "url": "https://www.maingen.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主张研究工业部署及模型安全运行关键设施，并链接SolarBench。", + "limitation": "短官网未列实际工业控制客户、合同或收入，训练模拟不能直接证明真实设施已自治。" + }, + { + "id": "INDUSTRY6-MAINGEN-BENCH", + "companyId": "YC32157", + "title": "SolarBench公开方法及模拟收益边界", + "url": "https://solarbench.maingen.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "已读自有太阳能运维模拟基准的方法、全条件通过定义及结果；发布集列八任务、十一模型、每模型每任务十次运行，并将模拟利润和完成条件分别计量。", + "limitation": "仅厂商报告，无运行源码检查或独立复测；模拟收益不等真实电站利润或Maingen收入，任务及奖励设计的外推性待核。" + }, + { + "id": "INDUSTRY6-PRODIGY-HOME", + "companyId": "YC32254", + "title": "Prodigy模型与交易收益自述", + "url": "https://prodigy.markets/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称自研量化模型及代理系统，批次期间自有资本上涨140%，无亏损周；列的是交易效果而非外部软件收费。", + "limitation": "未核券商记录、净值、基数、时间、费用、杠杆或风险调整，不当独立模型排名、保证回报或ARR。前雇主交易员牌照不归新公司。" + }, + { + "id": "INDUSTRY6-ELITE-ACCESS", + "companyId": "YC32523", + "title": "Elite官网跳转读取缺项", + "url": "https://elitehq.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮网页工具报告elitehq.ai跳转elitecompany.co，但目标无法读取，未取得当前官网正文。", + "limitation": "不把跳转当法律主体延续或停业证据，旧Stratum与现Elite的完整主体链及当前合同待核。" + }, + { + "id": "INDUSTRY6-GRADON-LAUNCH", + "companyId": "YC32620", + "title": "Gradon现场部署与人审", + "url": "https://www.ycombinator.com/launches/Vf8-gradon-legora-for-aec-architecture-engineering-construction-firms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布说明团队飞赴客户现场、逐一培训并持续支持，工程交付由工程师审核批准后才改变。", + "limitation": "部署及培训不是零成本软件；75%提速未独立核，工程责任与软件/服务合同分配未知。" } ], "reviews": [ @@ -61242,6 +61724,93 @@ "INDUSTRY5-ATLAS-LAUNCH" ], "handling": "未核财务截至日、账单、收款、收入确认、主体及经常性；不入可比同期MRR/ARR，技术仅公开描述层，未做独立效果复测。" + }, + { + "id": "INDUSTRY6-R-20", + "type": "行业第六批专业服务、模型及营收边界复核", + "company": "原C07第六批20家公司", + "scope": "companies", + "companyIds": [ + "YC31549", + "YC31552", + "YC31562", + "YC31564", + "YC31989", + "YC32124", + "YC32127", + "YC32187", + "YC32195", + "YC32204", + "YC32254", + "YC32522", + "YC32523", + "YC32525", + "YC32551", + "YC32620", + "YC32625", + "YC32650" + ], + "summary": "20项主营及相关发布已读，18留行业、Maingen移模型训练环境、Prodigy依行业模型研发主张暂移基础模型；11项官网或发布补证。", + "evidenceIds": [ + "INDUSTRY6-CAT-YC31549", + "INDUSTRY6-CAT-YC31552", + "INDUSTRY6-CAT-YC31562", + "INDUSTRY6-CAT-YC31564", + "INDUSTRY6-CAT-YC31989", + "INDUSTRY6-CAT-YC32124", + "INDUSTRY6-CAT-YC32127", + "INDUSTRY6-CAT-YC32187", + "INDUSTRY6-CAT-YC32195", + "INDUSTRY6-CAT-YC32204", + "INDUSTRY6-CAT-YC32254", + "INDUSTRY6-CAT-YC32522", + "INDUSTRY6-CAT-YC32523", + "INDUSTRY6-CAT-YC32525", + "INDUSTRY6-CAT-YC32551", + "INDUSTRY6-CAT-YC32620", + "INDUSTRY6-CAT-YC32625", + "INDUSTRY6-CAT-YC32650", + "INDUSTRY6-ARCTIC-HOME", + "INDUSTRY6-ENJAMB-HOME", + "INDUSTRY6-RISK-HOME", + "INDUSTRY6-RISK-PRICE", + "INDUSTRY6-PRODIGY-HOME", + "INDUSTRY6-ELITE-ACCESS", + "INDUSTRY6-GRADON-LAUNCH" + ], + "handling": "专业专家、工程师、律师、经纪与纯软件分别描述；采用、客户AUM/项目/成本、前雇主收入、支付吞吐及交易回报不作ARR。Elite旧政府业务与现医疗分期，主体、资格与实际财务未核。" + }, + { + "id": "INDUSTRY6-R-RATIONAL", + "type": "实际交付与观测适用性复核", + "company": "Rational", + "scope": "companies", + "companyIds": [ + "YC32622" + ], + "summary": "旧会计事务所软件、内部财务员工与无人事务所发布分期；现年约创业服务含人审、企业软件保留最终复核，创业入口等待名单。", + "evidenceIds": [ + "INDUSTRY6-CAT-YC32622", + "INDUSTRY6-RATIONAL-PRICE", + "INDUSTRY6-RATIONAL-WAIT" + ], + "handling": "不把年度价当已实现ARR、等待名单当付费或零人力宣传当已验证；专业服务和软件收入、实施、人力及税费分开待核。" + }, + { + "id": "INDUSTRY6-R-MAINGEN", + "type": "实际交付与观测适用性复核", + "company": "Maingen", + "scope": "companies", + "companyIds": [ + "YC32157" + ], + "summary": "现供给工业训练环境；已读SolarBench方法及结果，严格任务通过和模拟利润分别计量。", + "evidenceIds": [ + "INDUSTRY6-CAT-YC32157", + "INDUSTRY6-MAINGEN-HOME", + "INDUSTRY6-MAINGEN-BENCH" + ], + "handling": "厂商报告未独立复测或读运行源码，模拟盈亏不当真实部署收益或公司收入，前支付吞吐亦排除。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index a9435a4..fbe8571 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-5", + "version": "2026-10-31-industry-6", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项514条主营人工复核。原C07累计125项已读主营及相关发布：88保留、37迁移，余59项规则初分。Patientdesk历史MRR与客户增收分开，Atlas合同/意向不当确认或经常性收入；Atlia、Cova、Arzana人工交付及Kimpton/BioStack环境数据供给另记。本快照C05仍89项原规则初分，另分支成果待整合。主体、财务、技术以及全部公开来源覆盖仍有缺项。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项534条主营人工复核。原C07累计145项已读主营及相关发布：106保留、39迁移，余39项规则初分。Rational现服务/企业软件及人审与旧无人宣传分期，创业入口仍等待；Risklytics保费和经纪佣金分开，Maingen模拟环境及Prodigy交易收益不作ARR。Elite旧Stratum与现医疗主体沿革待核；本快照C05仍89项原规则初分，另分支成果待整合。主体、技术、财务及全部公开来源覆盖仍有缺项。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 9f10f81..df4d646 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-5", + "sourceVersion": "2026-10-31-industry-6", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From c0ff99e640e61c628f81dd739d89c1cd789f77da Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:53:42 +0800 Subject: [PATCH 10/29] Complete remaining 39 industry classifications and revenue boundary checks --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 1800 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1520 insertions(+), 296 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index f576737..e17f21f 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2064); - assert.equal(research.observations.length, 276); + assert.equal(research.evidence.length, 2127); + assert.equal(research.observations.length, 293); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 960913b..774737c 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2064); - assert.equal(initial.observations.length, 276); + assert.equal(initial.evidence.length, 2127); + assert.equal(initial.observations.length, 293); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 127); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 133); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 08ccc01..c64ff56 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-6", + "version": "2026-10-31-industry-8", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -23540,31 +23540,34 @@ "id": "YC32717", "name": "Neuron Industries", "url": "https://www.ycombinator.com/companies/neuron-industries", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 2, "location": "Los Angeles, CA", - "business": "公司简介：Industrial Controllers built for AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供集成AI编程、HMI及数据功能的工业控制器。", + "buyer": "设备制造商及工厂控制工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移实体工业控制，非纯办公软件。旧发布硬件可试点与当前Q1 2027上市分期，50订金不等设备收入；现场案例、实时参数和安全认证未独立核，旧PLC5000价非自身收入。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网预订原文$50订金，软硬件Q1 2027可用；软件/runtime许可标0。设备最终价、币种、交付和实收未知，不作MRR", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32717" + "YC-E-32717", + "INDUSTRY7-CAT-YC32717", + "INDUSTRY7-NEURON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供集成AI编程、HMI及数据功能的工业控制器。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Robotic Process Automation", "Manufacturing", "Automation", "Industrial" - ] + ], + "businessModel": "工业硬件与软件；设备、部署、试点及售后成本待拆" }, { "id": "YC32749", @@ -23637,25 +23640,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI native platform for real estate closings", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为产权服务机构处理房产交易文件、产权及交割流程。", + "buyer": "产权服务及房产交割团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留房产专业服务；每步需人批准，平行试用客户月度百万成交值不是Vestris收入。产权保险利润率背景不代表公司毛利，专业资格、收费和准确率未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32751" + "YC-E-32751", + "INDUSTRY7-CAT-YC32751" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为产权服务机构处理房产交易文件、产权及交割流程。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Workflow Automation", "Home Services" - ] + ], + "businessModel": "产权处理软件加服务；案件、实施及人审费用待拆" }, { "id": "YC32752", @@ -23725,27 +23730,29 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Fortune 500 Dental Benefits", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为雇主组织自筹资金牙科福利并自动处理理赔。", + "buyer": "雇主福利及牙科参保群体", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留健康福利；自筹保险计划区别自营承保，秒付和25%便宜为主张。行业千亿保费及250亿管理费不当Denta收入，承保、托管、实际费率及牌照未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32782" + "YC-E-32782", + "INDUSTRY7-CAT-YC32782" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为雇主组织自筹资金牙科福利并自动处理理赔。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Healthcare", "Health Insurance", "AI" - ] + ], + "businessModel": "牙科福利管理；计划费、理赔转付及专业服务成本待拆" }, { "id": "YC32815", @@ -23800,27 +23807,30 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：API-first tax engine for CPA firms and developers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为会计师事务所和开发者提供税务计算、资料流程及电子申报。", + "buyer": "CPA事务所及税务产品开发者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留税务应用，不因API入口归通用Agent设施。发布明确AI不做税务数学、确定性引擎计算，现官网每份申报由事务所审核且有CPA支持；IRS授权和100%正确未独立核，等待名单不当付费。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32848" + "YC-E-32848", + "INDUSTRY7-CAT-YC32848", + "INDUSTRY7-LUCA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为会计师事务所和开发者提供税务计算、资料流程及电子申报。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "B2B", "API", "Infrastructure", "AI" - ] + ], + "businessModel": "专业税务软件与API；申报、实施、支持及CPA人审费用待拆" }, { "id": "YC32914", @@ -23830,26 +23840,28 @@ "year": 2026, "team": 3, "location": "Helsinki, Finland", - "business": "公司简介：AI-native accounting firm.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以代理处理记账和报税，并由认证会计师审核。", + "buyer": "企业会计及税务客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留专业会计服务；Bear原名Last Accounting Company，认证会计师签字是交付组成，不作无人纯SaaS。准时、更快更便宜为主张，资格、合同及营收未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32914" + "YC-E-32914", + "INDUSTRY7-CAT-YC32914" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以代理处理记账和报税，并由认证会计师审核。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Finance", "AI" - ] + ], + "businessModel": "会计事务服务加AI；账簿、申报、专业工时及软件成本待拆" }, { "id": "YC32947", @@ -23888,26 +23900,28 @@ "year": 2026, "team": 3, "location": "Bengaluru, India", - "business": "公司简介：Agentic procurement & inventory for deep tech teams.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为硬件团队采购零件、处理付款物流通关并更新库存。", + "buyer": "硬件及深科技采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留专业采购运营，发布明确agents与humans共同交付。商品价、物流及旧雇主跨境货值不作服务净收入，PCB等未来扩展另记，不推软件毛利。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32948" + "YC-E-32948", + "INDUSTRY7-CAT-YC32948" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为硬件团队采购零件、处理付款物流通关并更新库存。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Logistics", "Procurement", "AI" - ] + ], + "businessModel": "采购运营服务加AI；采购费、货款转付、运输与人工成本待拆" }, { "id": "YC32979", @@ -23917,26 +23931,28 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Full Stack Pharmaceutical Company for Personalized Peptides and GLP-1s", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合远程医疗及自述自营药品制造，为患者提供个性化处方和配送。", + "buyer": "患者、医生及个性化药物需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留医药专业交付并注明实物制造，不作纯软件。33州许可、50%周增长、疗效与安全未独立核；创始人此前1亿融资及5000万医疗制造业务规模不归当前收入，适应症和处方范围待核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32979" + "YC-E-32979", + "INDUSTRY7-CAT-YC32979" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合远程医疗及自述自营药品制造，为患者提供个性化处方和配送。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Health Tech", "Telehealth", "Therapeutics" - ] + ], + "businessModel": "医药制造和医疗服务；药品、医生、药房、实验及配送成本待拆" }, { "id": "YC32981", @@ -24096,30 +24112,33 @@ "id": "YC33017", "name": "ProvenMetal", "url": "https://www.ycombinator.com/companies/provenmetal", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native electronics manufacturing for the American industrial base", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过制造伙伴网络交付PCB制造、组装与零件采购。", + "buyer": "硬件团队及工业电子客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移实体电路板交付，官网说明路由至合作工厂，不认定自有工厂。AI审核范围和传统规则引擎分开，特定受控设计不走AI审查为自述；速度、制造地点及合规资质未独立核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33017" + "YC-E-33017", + "INDUSTRY7-CAT-YC33017", + "INDUSTRY7-PROVEN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过制造伙伴网络交付PCB制造、组装与零件采购。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Hardware", "Manufacturing", "Electronics" - ] + ], + "businessModel": "电子制造网络；电路板交付、零件、合作工厂及协调成本待拆" }, { "id": "YC33020", @@ -24338,28 +24357,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Brokers for Industrial Trade", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为硬件及商品企业梳理并执行采购、制造协调和分销物流。", + "buyer": "硬件、工业商品及食品供应链团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留专业供应链服务；已处理1500万货运的金额口径、主体和期间未给，不当ARR。旧雇主4.5亿船队及创始人此前六位数ARR不归Derya，risk-free进口主张未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33050" + "YC-E-33050", + "INDUSTRY7-CAT-YC33050" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为硬件及商品企业梳理并执行采购、制造协调和分销物流。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "AIOps", "Logistics", "Supply Chain", "Procurement", "Automation" - ] + ], + "businessModel": "供应链运营服务；货运、采购转付、服务及人力成本待拆" }, { "id": "YC33051", @@ -24519,31 +24540,34 @@ "id": "YC33059", "name": "Palisade", "url": "https://www.ycombinator.com/companies/palisade-2", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：AI that finds and fixes OS-level vulnerabilities across device fleets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从内核事件发现并缓解企业终端机群的操作系统漏洞。", + "buyer": "企业安全与基础设施团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移企业通用安全运营，不按行业分类或代码生成分类。内核规则缓解不等原始漏洞已修复，示例CVE、实时控制与分钟部署未运行核；官网不可读，未核生产可靠性或付费。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33059" + "YC-E-33059", + "INDUSTRY7-CAT-YC33059", + "INDUSTRY7-PALISADE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：从内核事件发现并缓解企业终端机群的操作系统漏洞。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "SaaS", "B2B", "Cybersecurity", "AI" - ] + ], + "businessModel": "通用企业端点防护；终端、部署、响应及维护费待拆" }, { "id": "YC33062", @@ -24553,25 +24577,27 @@ "year": 2026, "team": 2, "location": "Seattle, WA", - "business": "公司简介：AI-native retrieval engine for medical records", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为获授权的医疗资料请求跨系统检索和汇集病历。", + "buyer": "医疗资料使用者及相关服务机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留医疗专业检索，不因API归通用基础设施。前Grow/One Medical数百万患者非当前Hubble采用，单授权完整病历为目标，授权权利、覆盖、准确及收费未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33062" + "YC-E-33062", + "INDUSTRY7-CAT-YC33062" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为获授权的医疗资料请求跨系统检索和汇集病历。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "B2B", "Healthcare" - ] + ], + "businessModel": "医疗数据检索；授权、记录、连接及人审成本待拆" }, { "id": "YC33111", @@ -24643,27 +24669,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents for compliance at institutional trading firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为机构交易合规团队提供代理和金融系统连接。", + "buyer": "机构交易及券商合规团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留金融专业合规，六代理、30余连接和头部券商采用为自述，不等付费或监管认可。客户现场共建成本及模型判断由谁批准未核，不推自动化覆盖率。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33178" + "YC-E-33178", + "INDUSTRY7-CAT-YC33178" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为机构交易合规团队提供代理和金融系统连接。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Compliance", "Regtech", "AI" - ] + ], + "businessModel": "金融合规软件；流程、数据、连接及实施费用待拆" }, { "id": "YC33179", @@ -24673,26 +24701,28 @@ "year": 2026, "team": 4, "location": "Tel Aviv-Yafo, Israel", - "business": "公司简介：AI cybersecurity for financial institutions' digital assets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "盘点金融机构链上资产并在执行前评估交易风险与安全控制。", + "buyer": "金融机构、数字资产及支付风控团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留金融专业安全；PoC及大银行评估不当签约付费，客户每周数十亿交易非供应商收入。行业失窃和其他公司估值不归本公司，法律要求及防攻击效果未独立核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33179" + "YC-E-33179", + "INDUSTRY7-CAT-YC33179" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：盘点金融机构链上资产并在执行前评估交易风险与安全控制。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Crypto / Web3", "Security", "AI" - ] + ], + "businessModel": "金融链上安全软件；交易、钱包、数据及专业评估费待拆" }, { "id": "YC33248", @@ -24823,26 +24853,28 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Florin is an AI-native insurance company that runs autonomously", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以公开资料和模拟为商业保险风险定价并提供可绑定报价。", + "buyer": "商业风险投保企业及保险合作方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留保险专业服务；零核保员和秒级报价为主张，尚未核承保主体、资本、牌照及真实保单，不能仅靠carrier措辞认定合法承保。前Terrafirma融资不归Florin，保费不等SaaS ARR。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33282" + "YC-E-33282", + "INDUSTRY7-CAT-YC33282" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以公开资料和模拟为商业保险风险定价并提供可绑定报价。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Insurance", "AI" - ] + ], + "businessModel": "自述全栈承保服务；保费、再保险、资本、理赔与系统成本待拆" }, { "id": "YC33283", @@ -24911,27 +24943,31 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native procurement services for the physical economy", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "承接实体商品企业从需求计划、采购签约到异常和对账的运营。", + "buyer": "制造、分销及其他实体商品采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留采购服务，平台主要供内部执行。4亿年度采购管理额、多个六位数合同、12万客户年节省及10亿未来目标分开；合同期间/币种/收入确认未核，不把合同、支出或目标作当前ARR。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33311" + "YC-E-33311", + "INDUSTRY7-CAT-YC33311", + "INDUSTRY7-SPACEFLOW-LAUNCH", + "INDUSTRY7-SPACEFLOW-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：承接实体商品企业从需求计划、采购签约到异常和对账的运营。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Logistics", "Manufacturing", "Supply Chain" - ] + ], + "businessModel": "采购运营服务；服务合同、采购转付、实施及专业人力成本待拆" }, { "id": "YC33314", @@ -24941,26 +24977,28 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：The AI operating system for radiology networks", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合临床与设备约束为放射检查网络处理转诊、预约及患者沟通。", + "buyer": "放射检查诊所及网络运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留医疗专业预约，扫描设备和临床流程约束区别通用获客。未接电话比例及填满产能是背景和主张，诊疗收费与平台收入分开，集成效果和合同待核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33314" + "YC-E-33314", + "INDUSTRY7-CAT-YC33314" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合临床与设备约束为放射检查网络处理转诊、预约及患者沟通。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Healthcare", "Enterprise Software", "Healthcare IT" - ] + ], + "businessModel": "医疗预约专业软件；地点、交互、系统接入及人审成本待拆" }, { "id": "YC33316", @@ -25030,26 +25068,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Agents to help utilities make better buying decisions.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供辅助公用事业采购决策的AI代理。", + "buyer": "公用事业采购及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "短简介暂留行业，未取得官网正文。尚缺代理实际任务、系统、付费、技术作用及合同，不能从标题推已自主采购或具体节省。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33318" + "YC-E-33318", + "INDUSTRY7-CAT-YC33318", + "INDUSTRY7-HILLSTAR-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供辅助公用事业采购决策的AI代理。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "GovTech", "Big Data", "AI" - ] + ], + "businessModel": "公用事业采购软件或服务；交付、部署及收费待核" }, { "id": "YC33342", @@ -25086,28 +25127,31 @@ "id": "YC33344", "name": "Dawn Industries", "url": "https://www.ycombinator.com/companies/dawn-industries", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Automatic Diagnosis & Fix for Industrial Automation Cells", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接工业控制器、机器人和CNC，诊断故障并准备经批准的恢复动作。", + "buyer": "工厂控制、制造及质量工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移实体工业闭环；发布从只读到一键批准再到特定无人恢复分阶段，安全联锁能力未独立核。单故障节省1.5万为客户成本自述，非收入；发布四人和目录两人为异时点团队口径，保留原快照。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33344" + "YC-E-33344", + "INDUSTRY7-CAT-YC33344", + "INDUSTRY7-DAWN-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接工业控制器、机器人和CNC，诊断故障并准备经批准的恢复动作。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "AI" - ] + ], + "businessModel": "实体设备控制软件；连接、部署、传感、审批及维护成本待拆" }, { "id": "YC33345", @@ -25210,57 +25254,66 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-Native Medical Group for Mental Health", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供精神健康EHR及独立诊所共享临床和支付方合同的网络。", + "buyer": "精神健康诊所、临床人员及健康计划", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留精神健康行业；官网EHR开放免费，网络成员保持独立所有权，不能把8000临床人员都算员工或付费席位。5000万以上为签约年化护理产能、非已核ARR；成员医疗收入与平台收费及主体并表分开，创始人ARC分数不作本公司独立能力验证。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网称EHR开放免费；网络经济条款需另行协议，具体网络费、RCM及诊疗收入归属未知，不等公司零收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33441" + "YC-E-33441", + "INDUSTRY7-CAT-YC33441", + "INDUSTRY7-ALLIA-HOME", + "INDUSTRY7-ALLIA-PAYERS", + "INDUSTRY7-ALLIA-NETWORK", + "INDUSTRY7-ALLIA-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供精神健康EHR及独立诊所共享临床和支付方合同的网络。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Healthcare", "Mental Health", "AI" - ] + ], + "businessModel": "医疗网络加软件；诊疗款、网络费、RCM、专业人员及软件成本待拆" }, { "id": "YC33540", "name": "Osseus", "url": "https://www.ycombinator.com/companies/osseus", - "cat": "C07", + "cat": "C02", "year": 2026, "team": 2, "location": "London, United Kingdom", - "business": "公司简介：The frontier data platform for aligned health and biological AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供生物医疗数据、评估及强化学习环境供实验室训练模型。", + "buyer": "前沿AI实验室及生物医疗模型团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "按当前训练交付移模型基础设施，superintelligence是愿景而非已证明通用模型。患者和生物数据许可、隐私、实际效果及收入未核，官网背景论文不直接证明当前产品效果。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33540" + "YC-E-33540", + "INDUSTRY7-CAT-YC33540", + "INDUSTRY7-OSSEUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供生物医疗数据、评估及强化学习环境供实验室训练模型。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "B2B", "Biotech", "Healthcare", "Data Engineering", "AI" - ] + ], + "businessModel": "模型数据与环境供给；数据许可、定制任务及专业审核费待拆" }, { "id": "YC33573", @@ -25436,26 +25489,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI that works for in-house legal teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在企业邮件及业务系统中整理法务请求，形成供律师批准的结果。", + "buyer": "企业内部法务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留法律专业工作；律师仍审阅批准，不将HR/销售入口误作通用文档工具。政策和先例应用、完整正确及收入未独立核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33804" + "YC-E-33804", + "INDUSTRY8-CAT-YC33804" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在企业邮件及业务系统中整理法务请求，形成供律师批准的结果。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "SaaS", "B2B", "Legal" - ] + ], + "businessModel": "法律工作流软件；连接、案件、部署及律师审核费待拆" }, { "id": "YC33805", @@ -25465,26 +25520,29 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI That Operates Energy Infrastructure", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合建筑能耗及设备资料诊断问题、模拟干预并协调维修和效果核验。", + "buyer": "设施、能源及建筑运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留设施运营应用；关键动作先经人员批准，数据中心合作仍初期，不把world model宣传当基础模型销售。旧40万可避免成本与官网40万verified savings分开且不相加，未独立核实际实现和平台收费。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33805" + "YC-E-33805", + "INDUSTRY8-CAT-YC33805", + "INDUSTRY8-EDVIRO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合建筑能耗及设备资料诊断问题、模拟干预并协调维修和效果核验。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Deep Learning", "B2B", "Energy" - ] + ], + "businessModel": "设施运营专业软件；连接、模型、工单、现场技术员及服务费待拆" }, { "id": "YC33806", @@ -26060,26 +26118,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native schools", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI配合教师提供课后写作教学，计划扩展完整学校。", + "buyer": "学生家庭及学校教育需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留教育专业服务，当前说明从未认证课后班起步，完整认证学校是计划。官网无法读取，不把规划当已获办学认证、学生采用或课程收入。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35092" + "YC-E-35092", + "INDUSTRY8-CAT-YC35092", + "INDUSTRY8-CARDINAL-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI配合教师提供课后写作教学，计划扩展完整学校。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Education", "Consumer", "AI" - ] + ], + "businessModel": "教育服务；课程、教师、场地及系统成本待拆" }, { "id": "YC35094", @@ -26148,26 +26209,28 @@ "year": 2025, "team": 4, "location": "Austin, TX", - "business": "公司简介：Stripe for medical billing", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为独立医疗机构承接保险账单流程，以账单员处理代理例外。", + "buyer": "医疗诊所及收入运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留专业账单服务；定理证明器对照保险规则为主张，不证明所有规则和输入正确。账单员处理失败是交付组成，医生收款不是Altair收入，Stripe类比不当支付许可。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35125" + "YC-E-35125", + "INDUSTRY8-CAT-YC35125" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为独立医疗机构承接保险账单流程，以账单员处理代理例外。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Health Tech", "Healthcare", "AI" - ] + ], + "businessModel": "医疗账单服务加AI；索赔、实施、专家例外及系统费用待拆" }, { "id": "YC35126", @@ -26778,26 +26841,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that run law firm operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律所处理收案、客户资料、文档追踪、账单和催款后台。", + "buyer": "中小律师事务所", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留律所全流程，律师监督批准每步，不能按前雇主付费客户数估本公司客户。客户损失35万每年和每案1万非Praxis收入，完整效率和合同待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35422" + "YC-E-35422", + "INDUSTRY8-CAT-YC35422" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为律所处理收案、客户资料、文档追踪、账单和催款后台。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "律所运营软件；工作流、部署及律师审批成本待拆" }, { "id": "YC35454", @@ -27021,26 +27086,28 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native commercial real estate brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业寻找工业和办公空间并协助谈判及交付。", + "buyer": "商业地产租户及企业选址团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留商业经纪服务，初始California工业/办公与全国愿景分开。两周交钥匙是主张，房产价值和租金不是全部经纪收入，AI作用、执照及具体收费待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35685" + "YC-E-35685", + "INDUSTRY8-CAT-YC35685" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业寻找工业和办公空间并协助谈判及交付。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Real Estate", "B2B", "Proptech" - ] + ], + "businessModel": "商业房产经纪；佣金、研究、人力及服务费用待核" }, { "id": "YC35751", @@ -27199,27 +27266,29 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：Sentry for errors in construction documents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "交叉核对建筑文档版本并追踪合同、技术及规范风险。", + "buyer": "建筑项目及风险管理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留建筑专业文档，未涉及实际承包施工。七位数潜在争议是客户风险背景，非软件收入或实际追回金额，规范解释及技术准确率待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35983" + "YC-E-35983", + "INDUSTRY8-CAT-YC35983" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：交叉核对建筑文档版本并追踪合同、技术及规范风险。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Documents", "Real Estate", "Construction", "AI" - ] + ], + "businessModel": "建筑文档软件；项目、文件、集成及专业审阅费待拆" }, { "id": "YC36015", @@ -27350,28 +27419,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native OS for insurance brokers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在保险代理AMS及邮箱中整理投保、报价、客户服务和续期。", + "buyer": "独立财产意外保险代理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留保险专业软件，团队审阅每项动作且记录责任险轨迹。五分钟报价、每周十小时和20%增单为自述，未核分母或独立效果；前Simio收购不归Covera收入。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36084" + "YC-E-36084", + "INDUSTRY8-CAT-YC36084" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在保险代理AMS及邮箱中整理投保、报价、客户服务和续期。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "AIOps", "SaaS", "B2B", "Insurance", "AI Assistant" - ] + ], + "businessModel": "保险代理运营软件；账户、工作流、系统和人工审核成本待拆" }, { "id": "YC36086", @@ -27381,26 +27452,28 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Claims Investigator for Insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "读取保险索赔资料、检查篡改和事实并整理调查案卷。", + "buyer": "保险公司、MGA、TPA理赔及SIU团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留保险专业调查；audit-ready不等已审计，不据异常标记判定客户欺诈。准确率、误报、覆盖、人工责任及收费未知。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36086" + "YC-E-36086", + "INDUSTRY8-CAT-YC36086" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：读取保险索赔资料、检查篡改和事实并整理调查案卷。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Insurance", "Fraud Detection", "AI" - ] + ], + "businessModel": "保险调查软件；案件、数据核验及专业审核费待拆" }, { "id": "YC36147", @@ -27776,28 +27849,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI decision engine for factories, warehouses and fleets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工厂、仓库和车队定制规划、排班、库存及路径优化模型。", + "buyer": "供应链及实体运营规划团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留供应链规划，输出计划而非交付自有机器人或通用基础模型。38%运费下降及其他客户效果未独立核，研究数据结果与上线回款分开，不作自身营收。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36577" + "YC-E-36577", + "INDUSTRY8-CAT-YC36577" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工厂、仓库和车队定制规划、排班、库存及路径优化模型。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Logistics", "Manufacturing", "Supply Chain", "Operations", "AI" - ] + ], + "businessModel": "行业决策软件；优化模型、系统接入、实施和支持费用待拆" }, { "id": "YC36643", @@ -27834,30 +27909,33 @@ "id": "YC36644", "name": "Vouch", "url": "https://www.ycombinator.com/companies/vouchwealth", - "cat": "C07", + "cat": "C09", "year": 2026, "team": null, "location": null, - "business": "公司简介：The AI wealth manager for every Indian", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为印度个人用户整合资产、投资选择及税务规划。", + "buyer": "印度中产个人财富管理用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移个人应用；行业财富增长不等Vouch资产或收入，官网无法读取。实际投资顾问/交易角色、托管、许可和税务效果待核，不据愿景认定自动资产管理已实现。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36644" + "YC-E-36644", + "INDUSTRY8-CAT-YC36644", + "INDUSTRY8-VOUCH-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为印度个人用户整合资产、投资选择及税务规划。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "Consumer", "Consumer Finance" - ] + ], + "businessModel": "个人财富应用；订阅、顾问、分销或交易收费待核" }, { "id": "YC36741", @@ -28197,31 +28275,34 @@ "id": "YC37203", "name": "Volaren Inc.", "url": "https://www.ycombinator.com/companies/volaren-inc", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：The investing agent that comes to you", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人整合账户、解释组合变化并在所设限制内辅助投资行动。", + "buyer": "个人投资者及部分基金用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移个人应用；官网明确账户、余额和订单为示例，回测不等实盘回报，900用户/基金混合采用不作付费客户。交易与连接能力未运行核，许可、资金保管及收费待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网免费层无需卡；收费层、实际付费、交易及数据费用未知，演示交易预算不是套餐价格", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37203" + "YC-E-37203", + "INDUSTRY8-CAT-YC37203", + "INDUSTRY8-VOLAREN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为个人整合账户、解释组合变化并在所设限制内辅助投资行动。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "Finance", "Trading", "AI" - ] + ], + "businessModel": "个人投资软件；免费层、订阅、数据或交易费用待核" }, { "id": "YC37238", @@ -28291,57 +28372,66 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Your health plan should get better year-round. Not just once a year.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小企业比较医疗保险方案并持续协调健康计划。", + "buyer": "小企业雇主及福利团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留专业经纪，现运营者Decent Labs Inc.；官网明确创始人第二家同名公司，2026公告称新主体/团队，不仅凭旧品牌历史改年。旧4200万融资及客户节省不归现收入，客户免费不等无佣金。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "保险方、PEO或计划管理方支付佣金，部分可能含奖金；随公司/方案变化，无实际结算或统一费率，不因客户免费填零收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37274" + "YC-E-37274", + "INDUSTRY8-CAT-YC37274", + "INDUSTRY8-DECENT-HOME", + "INDUSTRY8-DECENT-ABOUT", + "INDUSTRY8-DECENT-TERMS", + "INDUSTRY8-DECENT-NEW" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小企业比较医疗保险方案并持续协调健康计划。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "Health Tech", "B2B", "Health Insurance", "AI" - ] + ], + "businessModel": "保险经纪；保险公司、PEO或计划方支付佣金及可能奖金，费率待核" }, { "id": "YC37401", "name": "Theseus Robotics", "url": "https://www.ycombinator.com/companies/theseus-robotics", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 7, "location": "Switzerland", - "business": "公司简介：Humanoids to restock retail shelves & pick orders", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "开发用于零售补货、库存轮换及订单拣选的人形机器人系统。", + "buyer": "超市及零售履约团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移实体机器人，官网当前提供私下预览。预览入口不等大规模生产部署；昼夜作业、可靠性、安全、硬件所有权及实收待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37401" + "YC-E-37401", + "INDUSTRY8-CAT-YC37401", + "INDUSTRY8-THESEUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：开发用于零售补货、库存轮换及订单拣选的人形机器人系统。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Hard Tech", "Robotics", "Retail Tech" - ] + ], + "businessModel": "机器人系统；设备、部署、运维及按工作收费待拆" }, { "id": "YC37435", @@ -28407,30 +28497,33 @@ "id": "YC37533", "name": "HABU", "url": "https://www.ycombinator.com/companies/habu", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 2, "location": "Phoenix, AZ", - "business": "公司简介：Like Crosby, but for real estate development", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "作为开发服务商为投资者选地、组织设计建造并交付出售住宅。", + "buyer": "机构投资者及住宅开发资金方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移实体资产建设服务，内部OS非外售SaaS；自述不是长期房产持有者也不证明零资本或无担保。前3.1亿项目与行业1600亿投资排除现营收，速度、成本及风险改善未独立核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37533" + "YC-E-37533", + "INDUSTRY8-CAT-YC37533", + "INDUSTRY8-HABU-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：作为开发服务商为投资者选地、组织设计建造并交付出售住宅。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Hard Tech", "Real Estate", "Housing" - ] + ], + "businessModel": "实体地产开发服务；开发费、项目款、承包和专业成本待拆" }, { "id": "YC37566", @@ -28471,25 +28564,27 @@ "year": 2026, "team": null, "location": "Salt Lake City, UT", - "business": "公司简介：Commercial insurance for small businesses", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小企业提供商业保险代理服务。", + "buyer": "小企业及商业投保需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "短简介暂留保险代理，未明确自营承保。机器处理与经验学习为AI线索，实际授权、费率、AI任务及收入缺项保留；目录0人不当真的无人经营。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37600" + "YC-E-37600", + "INDUSTRY8-CAT-YC37600" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小企业提供商业保险代理服务。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Insurance", "AI" - ] + ], + "businessModel": "保险代理服务；佣金、承保转付及人工服务费待核" }, { "id": "YC37601", @@ -28499,26 +28594,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that automate workflows for distributors", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为分销企业定制采购、预测、库存、销售及数据代理。", + "buyer": "分销商及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留分销全运营，销售只是模块，企业保留审批界限。首客户每周50小时节省为自述，未核实际工时、质量或收入，整运营代理目标不当全自动已实现。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37601" + "YC-E-37601", + "INDUSTRY8-CAT-YC37601" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为分销企业定制采购、预测、库存、销售及数据代理。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "B2B", "Supply Chain", "AI" - ] + ], + "businessModel": "分销运营软件加部署；连接、定制、权限和维护成本待拆" }, { "id": "YC37602", @@ -28647,26 +28744,28 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI front desk that fills every chair for dental practices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在牙科诊所系统中处理患者召回预约、来电及保险核验。", + "buyer": "牙科诊所及诊所集团", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留医疗患者运营，16地点不等付费客户；客户月产出增加20000未给币种，不当Kairos收入。179来电、46预约及终身折扣是历史发布自述，实际结果、价格与保险准确性待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37831" + "YC-E-37831", + "INDUSTRY8-CAT-YC37831" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在牙科诊所系统中处理患者召回预约、来电及保险核验。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "SaaS", "Health Tech", "Conversational AI" - ] + ], + "businessModel": "医疗前台专业软件；地点、交互、系统接入及人工升级费待拆" }, { "id": "YC37863", @@ -28731,30 +28830,33 @@ "id": "YC37995", "name": "Sintropix", "url": "https://www.ycombinator.com/companies/sintropix", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 2, "location": "Santiago, Chile", - "business": "公司简介：Autonomous accounting platform for global companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为多国LATAM企业提供财务ERP、对账、会计合并和AI问答。", + "buyer": "跨国企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "按现官网移企业通用工作，非会计事务所执业的充分证明。首页420万ARR、现金、合同及Acme账目为产品界面示例，不作Sintropix收入；AI问答与会计判断、人审及实际合同待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37995" + "YC-E-37995", + "INDUSTRY8-CAT-YC37995", + "INDUSTRY8-SINTROPIX-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为多国LATAM企业提供财务ERP、对账、会计合并和AI问答。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "B2B", "AI" - ] + ], + "businessModel": "通用企业财务软件及服务；多主体、连接、实施和会计支持成本待拆" }, { "id": "YC37997", @@ -35497,6 +35599,261 @@ "evidence": "INDUSTRY6-PRODIGY-HOME", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-CONTRACT", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "六位数合同单份量级下限", + "value": 100000, + "bound": ">=", + "unit": "币种未注明", + "timing": "2026-08-06发布称多个已签合同，覆盖期未给", + "scope": "SpaceFlow服务合同，非确认收入", + "selection": "crosscheck", + "reason": "未给合同数量或总值，不将下限当精确收入；未核币种、经常性和履约", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-SPEND", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "年度供应商支出管理额", + "value": 400000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布，精确经营截至日未给", + "scope": "客户年度采购支出，非SpaceFlow收入", + "selection": "excluded", + "reason": "管理支出不是采购服务费或ARR，不按假设费率估收入", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-TARGET", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "未来收入目标", + "value": 1000000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布愿景，目标日期未给", + "scope": "未来目标，非已实现收入", + "selection": "excluded", + "reason": "目标并非收入披露，100人上限及Rule-of-60不是已核单位经济", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-SAVING", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "客户年度节省", + "value": 120000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布单客户案例，业务年度未给", + "scope": "客户采购成本节省", + "selection": "excluded", + "reason": "客户节省与服务收入分开，未核实际采购量和净节省", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-OLD-REV", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "创始人此前广告服务收入", + "value": 40000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布追述16岁时经历，财务期未给", + "scope": "创始人此前Reddit广告自动化服务，非SpaceFlow", + "selection": "excluded", + "reason": "旧业务收入不继承为当前采购服务收入", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-ALLIA-CAPACITY", + "company": "YC33441", + "name": "Allia Health", + "kind": "签约保险合同下年化护理产能", + "value": 50000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-20发布，当时计划2026-09开始交付", + "scope": "Allia网络的合同护理产能，非已核确认营收", + "selection": "excluded", + "reason": "产能、保费和已交付服务费不同；缺履约、实际护理量、净收款及并表边界，不标ARR", + "evidence": "INDUSTRY7-ALLIA-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-DERYA-FREIGHT", + "company": "YC33050", + "name": "Derya", + "kind": "此前处理的货运金额", + "value": 15000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-10发布称拓展全供应链前，精确期间未给", + "scope": "此前货运处理规模，主体及货值/运费口径未清", + "selection": "excluded", + "reason": "货运规模不当净收入，未核是否同主体；不按假设抽成估ARR", + "evidence": "INDUSTRY7-CAT-YC33050", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-RONAN-OLD-BUSINESS", + "company": "YC32979", + "name": "RonanRx Inc.", + "kind": "创始人此前制造业务规模", + "value": 50000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-24发布追述此前经历，金额指标及期间未给", + "scope": "此前医疗制造业务，非RonanRx", + "selection": "excluded", + "reason": "原文仅称5000万业务，不能补成收入、估值或ARR，也不转给当前药物业务", + "evidence": "INDUSTRY7-CAT-YC32979", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-DAWN-SAVING", + "company": "YC33344", + "name": "Dawn Industries", + "kind": "单故障避免成本自述", + "value": 15000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前简介，案例及实际业务时点未给", + "scope": "大型工厂客户每故障节省，非Dawn收入", + "selection": "excluded", + "reason": "成本节省不等供应商收费或累计已实现收益，效率与安全未独立核", + "evidence": "INDUSTRY7-CAT-YC33344", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-IDENTIFIED", + "company": "YC33805", + "name": "Edviro", + "kind": "已识别可避免能源成本", + "value": 400000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-26发布称34设施，累计期间未给", + "scope": "客户可避免成本，非Edviro收入", + "reason": "未必全部实现节省；不与官网相同量级verified表述相加", + "evidence": "INDUSTRY8-CAT-YC33805", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-VERIFIED", + "company": "YC33805", + "name": "Edviro", + "kind": "官网称已核节省", + "value": 400000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "当前官网34站点快照，节省期间未给", + "scope": "客户节省自述，非独立验证或公司营收", + "reason": "未见仪表账单和基线，identified与verified可能重叠，不重复算成果", + "evidence": "INDUSTRY8-EDVIRO-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-OVERBILLING", + "company": "YC33805", + "name": "Edviro", + "kind": "创始人早期识别天然气多收费", + "value": 360000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2026-08-26追述17岁时分析一年账单，具体年份未给", + "scope": "学区多收费发现，非供应商服务收入", + "reason": "发现多收费不等已追回或公司营收，也可能与后续可避免成本重叠", + "evidence": "INDUSTRY8-CAT-YC33805", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-OLD-AGENCY", + "company": "YC33805", + "name": "Edviro", + "kind": "创始人此前代理业务收入", + "value": 20000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-07发布中的此前经历，财务期未给", + "scope": "此前数字代理业务，非Edviro", + "reason": "前公司收入不归设施软件或年化为ARR", + "evidence": "INDUSTRY8-CAT-YC33805", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-PRAXIS-CLIENT-LOSS", + "company": "YC35422", + "name": "Praxis", + "kind": "客户称每年流失的法律业务", + "value": 350000, + "bound": ">=", + "unit": "原文$，币种待核", + "timing": "2026-10-15发布引述单家律所，实际年度未给", + "scope": "客户可能流失的案件收入", + "reason": "客户损失非Praxis收入，不从每案金额和客户数估平台收费", + "evidence": "INDUSTRY8-CAT-YC35422", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-HABU-OLD-PROJECTS", + "company": "YC37533", + "name": "HABU", + "kind": "创始人此前经手项目价值", + "value": 310000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-09-29发布中的此前经历，项目期间未给", + "scope": "此前工业、土地及住宅项目，非HABU收入", + "reason": "经手开发项目值不等服务费或当前公司收入，旧雇主融资亦排除", + "evidence": "INDUSTRY8-CAT-YC37533", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-KAIROS-CLIENT-PRODUCTION", + "company": "YC37831", + "name": "Kairos Health", + "kind": "每地点月均诊疗产出增加自述", + "value": 20000, + "bound": "=", + "unit": "币种未注明", + "timing": "2026-10-19发布，观察月份及样本分母未详", + "scope": "牙科客户产出，非Kairos收入", + "reason": "原文未给币种，产出不等实际收款；16地点和预约数不能反推平台MRR", + "evidence": "INDUSTRY8-CAT-YC37831", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-SINTROPIX-DEMO-ARR", + "company": "YC37995", + "name": "Sintropix", + "kind": "官网示例界面ARR", + "value": 4200000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "产品看板显示2026-06-20，非公司财务截至日", + "scope": "产品演示示例，非Sintropix收入", + "reason": "Acme、多国账户和合同是产品界面内容，无公司财务归属证明，不标本公司ARR", + "evidence": "INDUSTRY8-SINTROPIX-HOME", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -58203,6 +58560,699 @@ "kind": "公司公开资料复核", "summary": "发布说明团队飞赴客户现场、逐一培训并持续支持，工程交付由工程师审核批准后才改变。", "limitation": "部署及培训不是零成本软件；75%提速未独立核，工程责任与软件/服务合同分配未知。" + }, + { + "id": "INDUSTRY7-CAT-YC32717", + "companyId": "YC32717", + "title": "Neuron Industries主营及收入范围", + "url": "https://www.ycombinator.com/companies/neuron-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供集成AI编程、HMI及数据功能的工业控制器。 移实体工业控制，非纯办公软件。旧发布硬件可试点与当前Q1 2027上市分期，50订金不等设备收入；现场案例、实时参数和安全认证未独立核，旧PLC5000价非自身收入。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32751", + "companyId": "YC32751", + "title": "Vestris主营及收入范围", + "url": "https://www.ycombinator.com/companies/vestris", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为产权服务机构处理房产交易文件、产权及交割流程。 保留房产专业服务；每步需人批准，平行试用客户月度百万成交值不是Vestris收入。产权保险利润率背景不代表公司毛利，专业资格、收费和准确率未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32782", + "companyId": "YC32782", + "title": "Denta主营及收入范围", + "url": "https://www.ycombinator.com/companies/denta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为雇主组织自筹资金牙科福利并自动处理理赔。 保留健康福利；自筹保险计划区别自营承保，秒付和25%便宜为主张。行业千亿保费及250亿管理费不当Denta收入，承保、托管、实际费率及牌照未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32848", + "companyId": "YC32848", + "title": "Luca IQ主营及收入范围", + "url": "https://www.ycombinator.com/companies/luca-iq", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为会计师事务所和开发者提供税务计算、资料流程及电子申报。 保留税务应用，不因API入口归通用Agent设施。发布明确AI不做税务数学、确定性引擎计算，现官网每份申报由事务所审核且有CPA支持；IRS授权和100%正确未独立核，等待名单不当付费。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32914", + "companyId": "YC32914", + "title": "Bear主营及收入范围", + "url": "https://www.ycombinator.com/companies/bear-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以代理处理记账和报税，并由认证会计师审核。 保留专业会计服务；Bear原名Last Accounting Company，认证会计师签字是交付组成，不作无人纯SaaS。准时、更快更便宜为主张，资格、合同及营收未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32948", + "companyId": "YC32948", + "title": "Waybill主营及收入范围", + "url": "https://www.ycombinator.com/companies/waybill", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为硬件团队采购零件、处理付款物流通关并更新库存。 保留专业采购运营，发布明确agents与humans共同交付。商品价、物流及旧雇主跨境货值不作服务净收入，PCB等未来扩展另记，不推软件毛利。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32979", + "companyId": "YC32979", + "title": "RonanRx Inc.主营及收入范围", + "url": "https://www.ycombinator.com/companies/ronanrx-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合远程医疗及自述自营药品制造，为患者提供个性化处方和配送。 保留医药专业交付并注明实物制造，不作纯软件。33州许可、50%周增长、疗效与安全未独立核；创始人此前1亿融资及5000万医疗制造业务规模不归当前收入，适应症和处方范围待核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33017", + "companyId": "YC33017", + "title": "ProvenMetal主营及收入范围", + "url": "https://www.ycombinator.com/companies/provenmetal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过制造伙伴网络交付PCB制造、组装与零件采购。 移实体电路板交付，官网说明路由至合作工厂，不认定自有工厂。AI审核范围和传统规则引擎分开，特定受控设计不走AI审查为自述；速度、制造地点及合规资质未独立核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33050", + "companyId": "YC33050", + "title": "Derya主营及收入范围", + "url": "https://www.ycombinator.com/companies/derya", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为硬件及商品企业梳理并执行采购、制造协调和分销物流。 保留专业供应链服务；已处理1500万货运的金额口径、主体和期间未给，不当ARR。旧雇主4.5亿船队及创始人此前六位数ARR不归Derya，risk-free进口主张未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33059", + "companyId": "YC33059", + "title": "Palisade主营及收入范围", + "url": "https://www.ycombinator.com/companies/palisade-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从内核事件发现并缓解企业终端机群的操作系统漏洞。 移企业通用安全运营，不按行业分类或代码生成分类。内核规则缓解不等原始漏洞已修复，示例CVE、实时控制与分钟部署未运行核；官网不可读，未核生产可靠性或付费。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33062", + "companyId": "YC33062", + "title": "Hubble主营及收入范围", + "url": "https://www.ycombinator.com/companies/hubble-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为获授权的医疗资料请求跨系统检索和汇集病历。 保留医疗专业检索，不因API归通用基础设施。前Grow/One Medical数百万患者非当前Hubble采用，单授权完整病历为目标，授权权利、覆盖、准确及收费未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33178", + "companyId": "YC33178", + "title": "TovenAI主营及收入范围", + "url": "https://www.ycombinator.com/companies/tovenai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为机构交易合规团队提供代理和金融系统连接。 保留金融专业合规，六代理、30余连接和头部券商采用为自述，不等付费或监管认可。客户现场共建成本及模型判断由谁批准未核，不推自动化覆盖率。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33179", + "companyId": "YC33179", + "title": "Verdict Machine主营及收入范围", + "url": "https://www.ycombinator.com/companies/verdict-machine", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "盘点金融机构链上资产并在执行前评估交易风险与安全控制。 保留金融专业安全；PoC及大银行评估不当签约付费，客户每周数十亿交易非供应商收入。行业失窃和其他公司估值不归本公司，法律要求及防攻击效果未独立核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33282", + "companyId": "YC33282", + "title": "Florin主营及收入范围", + "url": "https://www.ycombinator.com/companies/florin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以公开资料和模拟为商业保险风险定价并提供可绑定报价。 保留保险专业服务；零核保员和秒级报价为主张，尚未核承保主体、资本、牌照及真实保单，不能仅靠carrier措辞认定合法承保。前Terrafirma融资不归Florin，保费不等SaaS ARR。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33311", + "companyId": "YC33311", + "title": "SpaceFlow Technologies, Inc.主营及收入范围", + "url": "https://www.ycombinator.com/companies/spaceflow-technologies-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "承接实体商品企业从需求计划、采购签约到异常和对账的运营。 保留采购服务，平台主要供内部执行。4亿年度采购管理额、多个六位数合同、12万客户年节省及10亿未来目标分开；合同期间/币种/收入确认未核，不把合同、支出或目标作当前ARR。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33314", + "companyId": "YC33314", + "title": "Avoca Systems主营及收入范围", + "url": "https://www.ycombinator.com/companies/avoca-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合临床与设备约束为放射检查网络处理转诊、预约及患者沟通。 保留医疗专业预约，扫描设备和临床流程约束区别通用获客。未接电话比例及填满产能是背景和主张，诊疗收费与平台收入分开，集成效果和合同待核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33318", + "companyId": "YC33318", + "title": "HillStar主营及收入范围", + "url": "https://www.ycombinator.com/companies/hillstar", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供辅助公用事业采购决策的AI代理。 短简介暂留行业，未取得官网正文。尚缺代理实际任务、系统、付费、技术作用及合同，不能从标题推已自主采购或具体节省。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33344", + "companyId": "YC33344", + "title": "Dawn Industries主营及收入范围", + "url": "https://www.ycombinator.com/companies/dawn-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "连接工业控制器、机器人和CNC，诊断故障并准备经批准的恢复动作。 移实体工业闭环；发布从只读到一键批准再到特定无人恢复分阶段，安全联锁能力未独立核。单故障节省1.5万为客户成本自述，非收入；发布四人和目录两人为异时点团队口径，保留原快照。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33441", + "companyId": "YC33441", + "title": "Allia Health主营及收入范围", + "url": "https://www.ycombinator.com/companies/allia-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供精神健康EHR及独立诊所共享临床和支付方合同的网络。 保留精神健康行业；官网EHR开放免费，网络成员保持独立所有权，不能把8000临床人员都算员工或付费席位。5000万以上为签约年化护理产能、非已核ARR；成员医疗收入与平台收费及主体并表分开，创始人ARC分数不作本公司独立能力验证。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33540", + "companyId": "YC33540", + "title": "Osseus主营及收入范围", + "url": "https://www.ycombinator.com/companies/osseus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供生物医疗数据、评估及强化学习环境供实验室训练模型。 按当前训练交付移模型基础设施，superintelligence是愿景而非已证明通用模型。患者和生物数据许可、隐私、实际效果及收入未核，官网背景论文不直接证明当前产品效果。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-NEURON-HOME", + "companyId": "YC32717", + "title": "Neuron控制器上市与试点分期", + "url": "https://neuronindustries.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列Cortex/Synapse硬件软件，Q1 2027可用，50订金入口；展示木材加工客户切换案例。", + "limitation": "早期试点不等普遍现货或实收，订金不当已交付设备收入；参数、安全和客户结果未独立核。" + }, + { + "id": "INDUSTRY7-PROVEN-HOME", + "companyId": "YC33017", + "title": "ProvenMetal制造网络", + "url": "https://provenmetal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确路由至合作PCB工厂及组装厂，协调报价、DFM、采购和交付，并区分受控设计不走AI审查的范围。", + "limitation": "不把制造网络认定为自有工厂，规则审核与模型作用仍待核；ITAR、美国制造及速度为自述，未取得独立资质或实际订单。" + }, + { + "id": "INDUSTRY7-ALLIA-HOME", + "companyId": "YC33441", + "title": "Allia当前EHR与医疗网络", + "url": "https://allia.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主推精神健康EHR、就诊记录与账单，仍列8000以上临床人员及网络入口。", + "limitation": "采用不等员工、独立付费席位或本公司确认收入，页面演示24.8k收款不是Allia真实营收；临床效果和实际合同待核。" + }, + { + "id": "INDUSTRY7-ALLIA-PAYERS", + "companyId": "YC33441", + "title": "Allia健康计划服务", + "url": "https://allia.health/for-payers", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网为健康计划提供以共享基础设施、结局数据及激励连接的临床网络。", + "limitation": "未取得保险合同或已交付护理量，不把网络覆盖等同已实现诊疗收入、保证疗效或软件ARR。" + }, + { + "id": "INDUSTRY7-ALLIA-NETWORK", + "companyId": "YC33441", + "title": "Allia独立成员与免费EHR", + "url": "https://allia.health/network", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称成员诊所保持独立所有权，EHR对所有人开放免费，网络含账单、护理协调及医生团队支持。", + "limitation": "成员医疗款不自动并入Allia收入；网络合同、收费、临床人力和控制范围待核，官网法律结构说明未独立验证。" + }, + { + "id": "INDUSTRY7-ALLIA-LAUNCH", + "companyId": "YC33441", + "title": "Allia年化合同与护理产能", + "url": "https://www.ycombinator.com/launches/SzE-allia-the-first-full-stack-ai-native-mental-health-group", + "publishedAt": "2026-08-20", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "历史发布开头称5000万以上年化保险合同，正文进一步称签约合同下的年化护理产能，当时计划2026-09开始交付。", + "limitation": "历史计划不证明现已交付；未见履约、实际护理量、净收款、主体及收入确认资料，不当已实现ARR。" + }, + { + "id": "INDUSTRY7-SPACEFLOW-LAUNCH", + "companyId": "YC33311", + "title": "SpaceFlow支出、合同及目标", + "url": "https://www.ycombinator.com/launches/SSl-spaceflow-ai-native-procurement-services-for-the-physical-economy", + "publishedAt": "2026-08-06", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布分列年度4亿供应商支出管理额、多个六位数已签合同、客户每年12万节省、未来10亿收入目标及创始人此前4万广告服务收入。", + "limitation": "六位数合同未给币种、数量、覆盖期、软件/服务及确认方式；合同不当ARR，支出/节省/目标/此前收入分别排除。" + }, + { + "id": "INDUSTRY7-SPACEFLOW-ACCESS", + "companyId": "YC33311", + "title": "SpaceFlow官网正文缺项", + "url": "https://spaceflow.tech/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮官网工具返回无可读正文，当前主营与合同线索仍据YC发布。", + "limitation": "不可读不等停业或未交付；未取得现定价或合同，不用空页验证收入。" + }, + { + "id": "INDUSTRY7-LUCA-HOME", + "companyId": "YC32848", + "title": "Luca IQ人审及软件/API", + "url": "https://lucaiq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列税务工作流及API，明确事务所审核每份报表、CPA支持，并提供等待名单。", + "limitation": "未执行申报或核IRS授权；审计轨迹不保证所有输入和税务判断正确，等待名单不等付费。" + }, + { + "id": "INDUSTRY7-DAWN-ACCESS", + "companyId": "YC33344", + "title": "Dawn官网读取缺项", + "url": "https://www.dawnxr.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网工具未取得可读正文，当前闭环与分阶段批准按YC发布记录。", + "limitation": "不把页面标题当已验证机器动作、安全认证或交付；未运行控制产品。" + }, + { + "id": "INDUSTRY7-PALISADE-ACCESS", + "companyId": "YC33059", + "title": "Palisade官网读取缺项", + "url": "https://palisade-ai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮工具无法访问官网，未取得当前产品正文。", + "limitation": "不可访问不等不存在；内核缓解、原生补丁、运行可靠性和具体版本效果继续待核。" + }, + { + "id": "INDUSTRY7-OSSEUS-HOME", + "companyId": "YC33540", + "title": "Osseus数据、评估及环境", + "url": "https://www.osseus.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从现成/定制生物医疗数据集、互动任务和强化学习环境入手服务前沿实验室。", + "limitation": "数据授权、匿名化、模型效果与实际收入未核；背景遗传研究引用不是公司独立技术评测。" + }, + { + "id": "INDUSTRY7-HILLSTAR-ACCESS", + "companyId": "YC33318", + "title": "HillStar官网读取缺项", + "url": "https://hillstar.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮网页工具无法读取官网，仅YC短简介可用。", + "limitation": "具体交付、用户、报价、收入和AI实现仍缺，不由行业标题补全。" + }, + { + "id": "INDUSTRY8-CAT-YC33804", + "companyId": "YC33804", + "title": "Neomatter主营及数字归属", + "url": "https://www.ycombinator.com/companies/neomatter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在企业邮件及业务系统中整理法务请求，形成供律师批准的结果。 保留法律专业工作；律师仍审阅批准，不将HR/销售入口误作通用文档工具。政策和先例应用、完整正确及收入未独立核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC33805", + "companyId": "YC33805", + "title": "Edviro主营及数字归属", + "url": "https://www.ycombinator.com/companies/edviro", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合建筑能耗及设备资料诊断问题、模拟干预并协调维修和效果核验。 保留设施运营应用；关键动作先经人员批准，数据中心合作仍初期，不把world model宣传当基础模型销售。旧40万可避免成本与官网40万verified savings分开且不相加，未独立核实际实现和平台收费。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35092", + "companyId": "YC35092", + "title": "Cardinal Square主营及数字归属", + "url": "https://www.ycombinator.com/companies/cardinal-square", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI配合教师提供课后写作教学，计划扩展完整学校。 保留教育专业服务，当前说明从未认证课后班起步，完整认证学校是计划。官网无法读取，不把规划当已获办学认证、学生采用或课程收入。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35125", + "companyId": "YC35125", + "title": "Altair Health主营及数字归属", + "url": "https://www.ycombinator.com/companies/altair-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为独立医疗机构承接保险账单流程，以账单员处理代理例外。 保留专业账单服务；定理证明器对照保险规则为主张，不证明所有规则和输入正确。账单员处理失败是交付组成，医生收款不是Altair收入，Stripe类比不当支付许可。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35422", + "companyId": "YC35422", + "title": "Praxis主营及数字归属", + "url": "https://www.ycombinator.com/companies/praxis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为律所处理收案、客户资料、文档追踪、账单和催款后台。 保留律所全流程，律师监督批准每步，不能按前雇主付费客户数估本公司客户。客户损失35万每年和每案1万非Praxis收入，完整效率和合同待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35685", + "companyId": "YC35685", + "title": "Obia主营及数字归属", + "url": "https://www.ycombinator.com/companies/obia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业寻找工业和办公空间并协助谈判及交付。 保留商业经纪服务，初始California工业/办公与全国愿景分开。两周交钥匙是主张，房产价值和租金不是全部经纪收入，AI作用、执照及具体收费待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35983", + "companyId": "YC35983", + "title": "Telamont主营及数字归属", + "url": "https://www.ycombinator.com/companies/telamont", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "交叉核对建筑文档版本并追踪合同、技术及规范风险。 保留建筑专业文档，未涉及实际承包施工。七位数潜在争议是客户风险背景，非软件收入或实际追回金额，规范解释及技术准确率待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36084", + "companyId": "YC36084", + "title": "Covera主营及数字归属", + "url": "https://www.ycombinator.com/companies/covera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在保险代理AMS及邮箱中整理投保、报价、客户服务和续期。 保留保险专业软件，团队审阅每项动作且记录责任险轨迹。五分钟报价、每周十小时和20%增单为自述，未核分母或独立效果；前Simio收购不归Covera收入。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36086", + "companyId": "YC36086", + "title": "Hesper AI主营及数字归属", + "url": "https://www.ycombinator.com/companies/hesper-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "读取保险索赔资料、检查篡改和事实并整理调查案卷。 保留保险专业调查；audit-ready不等已审计，不据异常标记判定客户欺诈。准确率、误报、覆盖、人工责任及收费未知。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36577", + "companyId": "YC36577", + "title": "OpEra主营及数字归属", + "url": "https://www.ycombinator.com/companies/opera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工厂、仓库和车队定制规划、排班、库存及路径优化模型。 保留供应链规划，输出计划而非交付自有机器人或通用基础模型。38%运费下降及其他客户效果未独立核，研究数据结果与上线回款分开，不作自身营收。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36644", + "companyId": "YC36644", + "title": "Vouch主营及数字归属", + "url": "https://www.ycombinator.com/companies/vouchwealth", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为印度个人用户整合资产、投资选择及税务规划。 移个人应用；行业财富增长不等Vouch资产或收入，官网无法读取。实际投资顾问/交易角色、托管、许可和税务效果待核，不据愿景认定自动资产管理已实现。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37203", + "companyId": "YC37203", + "title": "Volaren Inc.主营及数字归属", + "url": "https://www.ycombinator.com/companies/volaren-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为个人整合账户、解释组合变化并在所设限制内辅助投资行动。 移个人应用；官网明确账户、余额和订单为示例，回测不等实盘回报，900用户/基金混合采用不作付费客户。交易与连接能力未运行核，许可、资金保管及收费待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37274", + "companyId": "YC37274", + "title": "Decent主营及数字归属", + "url": "https://www.ycombinator.com/companies/decent-com", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为小企业比较医疗保险方案并持续协调健康计划。 保留专业经纪，现运营者Decent Labs Inc.；官网明确创始人第二家同名公司，2026公告称新主体/团队，不仅凭旧品牌历史改年。旧4200万融资及客户节省不归现收入，客户免费不等无佣金。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37401", + "companyId": "YC37401", + "title": "Theseus Robotics主营及数字归属", + "url": "https://www.ycombinator.com/companies/theseus-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "开发用于零售补货、库存轮换及订单拣选的人形机器人系统。 移实体机器人，官网当前提供私下预览。预览入口不等大规模生产部署；昼夜作业、可靠性、安全、硬件所有权及实收待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37533", + "companyId": "YC37533", + "title": "HABU主营及数字归属", + "url": "https://www.ycombinator.com/companies/habu", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "作为开发服务商为投资者选地、组织设计建造并交付出售住宅。 移实体资产建设服务，内部OS非外售SaaS；自述不是长期房产持有者也不证明零资本或无担保。前3.1亿项目与行业1600亿投资排除现营收，速度、成本及风险改善未独立核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37600", + "companyId": "YC37600", + "title": "Redoubt Insurance主营及数字归属", + "url": "https://www.ycombinator.com/companies/redoubt-insurance", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为小企业提供商业保险代理服务。 短简介暂留保险代理，未明确自营承保。机器处理与经验学习为AI线索，实际授权、费率、AI任务及收入缺项保留；目录0人不当真的无人经营。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37601", + "companyId": "YC37601", + "title": "Lark主营及数字归属", + "url": "https://www.ycombinator.com/companies/lark-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为分销企业定制采购、预测、库存、销售及数据代理。 保留分销全运营，销售只是模块，企业保留审批界限。首客户每周50小时节省为自述，未核实际工时、质量或收入，整运营代理目标不当全自动已实现。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37831", + "companyId": "YC37831", + "title": "Kairos Health主营及数字归属", + "url": "https://www.ycombinator.com/companies/kairos-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在牙科诊所系统中处理患者召回预约、来电及保险核验。 保留医疗患者运营，16地点不等付费客户；客户月产出增加20000未给币种，不当Kairos收入。179来电、46预约及终身折扣是历史发布自述，实际结果、价格与保险准确性待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37995", + "companyId": "YC37995", + "title": "Sintropix主营及数字归属", + "url": "https://www.ycombinator.com/companies/sintropix", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为多国LATAM企业提供财务ERP、对账、会计合并和AI问答。 按现官网移企业通用工作，非会计事务所执业的充分证明。首页420万ARR、现金、合同及Acme账目为产品界面示例，不作Sintropix收入；AI问答与会计判断、人审及实际合同待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-DECENT-HOME", + "companyId": "YC37274", + "title": "Decent经纪与客户节省", + "url": "https://www.decent.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列现运营者Decent Labs Inc.，服务小企业健康计划，保险方支付佣金；6万与10万年节省为客户案例。", + "limitation": "客户节省非经纪收入，页面个人执照为自述未查登记；多年客户引语不能独自证明现公司成立或旧业务合并。" + }, + { + "id": "INDUSTRY8-DECENT-ABOUT", + "companyId": "YC37274", + "title": "Decent同名新业务与佣金", + "url": "https://www.decent.com/about", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "关于页明确这是Nick第二家同名公司；选定保险、PEO或计划方从客户支付中付佣金及可能奖金，金额随方案变化。", + "limitation": "旧品牌和旧计划业绩不自动归现公司，合同与法律主体完整沿革待核，客户免费不等公司无收入。" + }, + { + "id": "INDUSTRY8-DECENT-TERMS", + "companyId": "YC37274", + "title": "Decent现运营者及承保边界", + "url": "https://www.decent.com/terms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "条款列Decent Labs Inc.，明确平台不承保或发行保险，报价须保险方或PEO批准才生效。", + "limitation": "条款更新2026-10-05不是成立日期；未验证许可登记及真实佣金，不把网站报价当已生效保单。" + }, + { + "id": "INDUSTRY8-DECENT-NEW", + "companyId": "YC37274", + "title": "Decent创始人新主体说明", + "url": "https://www.decent.com/blog/run-it-back", + "publishedAt": "2026-09-29", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-09-29创始人公告称再次用Decent名称创办新公司，说明新主体、新团队及经纪模式。", + "limitation": "为创始人原始陈述而非工商登记；支持区别旧同名业务，精确注册及资产转移链仍未取得。" + }, + { + "id": "INDUSTRY8-VOLAREN-HOME", + "companyId": "YC37203", + "title": "Volaren账户示例与免费层", + "url": "https://www.volaren.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供个人组合、代理交易及免费入口，明确展示的账户、余额和订单为示例，另列策略回测。", + "limitation": "191120账户合计、5000预算、交易和回报演示不当AUM、公司营收或实际用户结果；未连接账户、运行交易或核牌照。" + }, + { + "id": "INDUSTRY8-SINTROPIX-HOME", + "companyId": "YC37995", + "title": "Sintropix多国ERP及示例账目", + "url": "https://sintropix.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "西语官网服务LATAM多国企业财务，包含多主体、多币种、对账、总账和AI Erwin，示例Acme公司及420万ARR看板。", + "limitation": "产品看板日期、合同和账目不是已核公司财务，不据界面ARR或Stripe示例反推真实客户收入，数字仅排除比较。" + }, + { + "id": "INDUSTRY8-THESEUS-HOME", + "companyId": "YC37401", + "title": "Theseus零售机器人预览", + "url": "https://theseus.bot/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向货架补货、轮换和拣选，提供私下预览入口。", + "limitation": "未见公开生产部署数量、合同或独立可靠性测试，不把预览当规模化交付。" + }, + { + "id": "INDUSTRY8-EDVIRO-HOME", + "companyId": "YC33805", + "title": "Edviro人审工单及节省口径", + "url": "https://edviroenergy.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网工作流明确人审计划、技术员派工及仪表验证；列34站点及40万verified savings。", + "limitation": "旧发布40万identified avoidable costs与现verified表述不相加，未核实际账单、基线、净节省或供应商费用，演示工单不当现场审计。" + }, + { + "id": "INDUSTRY8-VOUCH-ACCESS", + "companyId": "YC36644", + "title": "Vouch官网缺项", + "url": "https://vouchwealth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "工具无法读取官网，个人财富定位暂据YC当前描述。", + "limitation": "收费、投资许可、代理权限、托管和当前实际产品继续未知。" + }, + { + "id": "INDUSTRY8-HABU-ACCESS", + "companyId": "YC37533", + "title": "HABU官网缺项", + "url": "https://buildhabu.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮工具未取得官网正文，开发服务与非长期持有定位据YC发布。", + "limitation": "不把不可读当停业，需后续合同核开发费、项目资金、担保及资本占用。" + }, + { + "id": "INDUSTRY8-CARDINAL-ACCESS", + "companyId": "YC35092", + "title": "Cardinal Square官网缺项", + "url": "https://cardinalsquare.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮工具无法读取官网，YC说明从未认证课后写作班开始。", + "limitation": "不推已开设完整认证学校，课程交付、资质、学生、教师及收费尚缺。" } ], "reviews": [ @@ -61811,6 +62861,180 @@ "INDUSTRY6-MAINGEN-BENCH" ], "handling": "厂商报告未独立复测或读运行源码，模拟盈亏不当真实部署收益或公司收入，前支付吞吐亦排除。" + }, + { + "id": "INDUSTRY7-R-20", + "type": "行业第七批实体控制及专业服务复核", + "company": "原C07第七批20家公司", + "scope": "companies", + "companyIds": [ + "YC32717", + "YC32751", + "YC32782", + "YC32848", + "YC32914", + "YC32948", + "YC32979", + "YC33017", + "YC33050", + "YC33059", + "YC33062", + "YC33178", + "YC33179", + "YC33282", + "YC33314", + "YC33318", + "YC33344", + "YC33540" + ], + "summary": "20项主营及相关发布节选已读，15留C07，Neuron/ProvenMetal/Dawn移实体产业，Palisade移企业防护，Osseus移模型数据环境；13项官网或发布补证。", + "evidenceIds": [ + "INDUSTRY7-CAT-YC32717", + "INDUSTRY7-CAT-YC32751", + "INDUSTRY7-CAT-YC32782", + "INDUSTRY7-CAT-YC32848", + "INDUSTRY7-CAT-YC32914", + "INDUSTRY7-CAT-YC32948", + "INDUSTRY7-CAT-YC32979", + "INDUSTRY7-CAT-YC33017", + "INDUSTRY7-CAT-YC33050", + "INDUSTRY7-CAT-YC33059", + "INDUSTRY7-CAT-YC33062", + "INDUSTRY7-CAT-YC33178", + "INDUSTRY7-CAT-YC33179", + "INDUSTRY7-CAT-YC33282", + "INDUSTRY7-CAT-YC33314", + "INDUSTRY7-CAT-YC33318", + "INDUSTRY7-CAT-YC33344", + "INDUSTRY7-CAT-YC33540", + "INDUSTRY7-NEURON-HOME", + "INDUSTRY7-PROVEN-HOME", + "INDUSTRY7-LUCA-HOME", + "INDUSTRY7-DAWN-ACCESS", + "INDUSTRY7-PALISADE-ACCESS", + "INDUSTRY7-OSSEUS-HOME", + "INDUSTRY7-HILLSTAR-ACCESS" + ], + "handling": "工业上市与试点分期，制造网络不当自营工厂；人审、临床及实物成本与软件分开，AI不作税务数学、操作员审批、安全核验和具体资格不作独立保证。" + }, + { + "id": "INDUSTRY7-R-ALLIA", + "type": "合同、产能及确认收入复核", + "company": "Allia Health", + "scope": "companies", + "companyIds": [ + "YC33441" + ], + "summary": "签约下5000万以上年化护理产能不当ARR；旧计划九月交付与当前EHR/独立临床网络分开。", + "evidenceIds": [ + "INDUSTRY7-CAT-YC33441", + "INDUSTRY7-ALLIA-HOME", + "INDUSTRY7-ALLIA-PAYERS", + "INDUSTRY7-ALLIA-NETWORK", + "INDUSTRY7-ALLIA-LAUNCH" + ], + "handling": "8000采用者不当员工或付费数，免费EHR不等公司无其他收费；成员诊所收入不自动并表，合同、护理量、净回款及创始人模型表现归属待核。" + }, + { + "id": "INDUSTRY7-R-SPACEFLOW", + "type": "合同、产能及确认收入复核", + "company": "SpaceFlow Technologies, Inc.", + "scope": "companies", + "companyIds": [ + "YC33311" + ], + "summary": "采购服务的4亿管理支出、六位数合同、客户节省、未来10亿目标及创始人旧服务收入分别记录。", + "evidenceIds": [ + "INDUSTRY7-CAT-YC33311", + "INDUSTRY7-SPACEFLOW-LAUNCH", + "INDUSTRY7-SPACEFLOW-ACCESS" + ], + "handling": "未取得合同、币种、覆盖期、履约和确认口径，不将已签或目标收入年化；平台内部运营和专业服务成本待核，官网可读缺项保留。" + }, + { + "id": "INDUSTRY8-R-19", + "type": "行业末批买家、交付及数字归属复核", + "company": "原C07末批19家公司", + "scope": "companies", + "companyIds": [ + "YC33804", + "YC33805", + "YC35092", + "YC35125", + "YC35422", + "YC35685", + "YC35983", + "YC36084", + "YC36086", + "YC36577", + "YC36644", + "YC37203", + "YC37401", + "YC37533", + "YC37600", + "YC37601", + "YC37831" + ], + "summary": "19项主营及相关发布节选已读，14留C07，个人财富2项移C09、机器人及开发建设2项移C10、通用财务1项移C05；11项官网/条款/公告补证。", + "evidenceIds": [ + "INDUSTRY8-CAT-YC33804", + "INDUSTRY8-CAT-YC33805", + "INDUSTRY8-CAT-YC35092", + "INDUSTRY8-CAT-YC35125", + "INDUSTRY8-CAT-YC35422", + "INDUSTRY8-CAT-YC35685", + "INDUSTRY8-CAT-YC35983", + "INDUSTRY8-CAT-YC36084", + "INDUSTRY8-CAT-YC36086", + "INDUSTRY8-CAT-YC36577", + "INDUSTRY8-CAT-YC36644", + "INDUSTRY8-CAT-YC37203", + "INDUSTRY8-CAT-YC37401", + "INDUSTRY8-CAT-YC37533", + "INDUSTRY8-CAT-YC37600", + "INDUSTRY8-CAT-YC37601", + "INDUSTRY8-CAT-YC37831", + "INDUSTRY8-VOLAREN-HOME", + "INDUSTRY8-THESEUS-HOME", + "INDUSTRY8-EDVIRO-HOME", + "INDUSTRY8-VOUCH-ACCESS", + "INDUSTRY8-HABU-ACCESS", + "INDUSTRY8-CARDINAL-ACCESS" + ], + "handling": "Edviro识别成本与自述节省不重复累加；HABU为实体开发服务、Cardinal未认证课程、Theseus预览阶段和Volaren演示账户分开。客户产出、损失、节省、旧项目和收入均不作当前营收。" + }, + { + "id": "INDUSTRY8-R-DECENT", + "type": "主体沿革及演示数字复核", + "company": "Decent", + "scope": "companies", + "companyIds": [ + "YC37274" + ], + "summary": "创始人2026-09-29称新主体新团队，关于页明确第二家同名公司；现条款列Decent Labs Inc.并非承保人。", + "evidenceIds": [ + "INDUSTRY8-CAT-YC37274", + "INDUSTRY8-DECENT-HOME", + "INDUSTRY8-DECENT-ABOUT", + "INDUSTRY8-DECENT-TERMS", + "INDUSTRY8-DECENT-NEW" + ], + "handling": "保留2026目录字段并补原始来源，不仅凭旧品牌改年，也不将条款更新当注册日。现佣金与旧融资、计划业绩及客户节省分开；完整法律沿革及结算待核。" + }, + { + "id": "INDUSTRY8-R-SINTROPIX", + "type": "主体沿革及演示数字复核", + "company": "Sintropix", + "scope": "companies", + "companyIds": [ + "YC37995" + ], + "summary": "现官网为LATAM跨国财务ERP，移通用企业工作；420万ARR、Acme合同与账户仅产品界面，不能当公司收入。", + "evidenceIds": [ + "INDUSTRY8-CAT-YC37995", + "INDUSTRY8-SINTROPIX-HOME" + ], + "handling": "演示日期不能充当财务截至日；收入继续未知，不将界面Stripe、客户账目或自动态样例当已核收款，收费、财务和技术作用另待核。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index fbe8571..2911597 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-6", + "version": "2026-10-31-industry-8", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项534条主营人工复核。原C07累计145项已读主营及相关发布：106保留、39迁移，余39项规则初分。Rational现服务/企业软件及人审与旧无人宣传分期，创业入口仍等待；Risklytics保费和经纪佣金分开，Maingen模拟环境及Prodigy交易收益不作ARR。Elite旧Stratum与现医疗主体沿革待核；本快照C05仍89项原规则初分，另分支成果待整合。主体、技术、财务及全部公开来源覆盖仍有缺项。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项573条主营人工复核。原C07规则初分184项已逐条读主营及相关发布：135保留、49迁移，原池规则项剩余0；不表示全部公司财务/技术已验证。末批补Decent同名新主体和佣金、Sintropix示例ARR排除、Edviro节省口径、个人财富、实体机器人/开发及未认证教育交付。本快照C05仍89项原规则初分，另分支成果待整合；其他基础条目、主体、付费、技术、财务及全部公开来源覆盖仍有缺项。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index df4d646..dfca949 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-6", + "sourceVersion": "2026-10-31-industry-8", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 4682e3513eccd6fa12e2b8e5a0a402dc38e5b378 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:00:16 +0800 Subject: [PATCH 11/29] Review 20 tag-classified industry candidates and current AI relevance --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 897 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 754 insertions(+), 159 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index e17f21f..3dc4b6c 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2127); - assert.equal(research.observations.length, 293); + assert.equal(research.evidence.length, 2160); + assert.equal(research.observations.length, 299); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 774737c..c6fc9e8 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2127); - assert.equal(initial.observations.length, 293); + assert.equal(initial.evidence.length, 2160); + assert.equal(initial.observations.length, 299); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 133); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 136); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c64ff56..95e2c17 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-8", + "version": "2026-10-31-industry-9", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -3356,27 +3356,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The first AI mortgage lender", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI代理处理住宅按揭贷款申请及借贷流程。", + "buyer": "购房、再融资及房屋信贷借款人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留专业金融服务；自述Texas/Colorado牌照及99%自动化未独立核。创始人前业务每年2%美国房贷非Chestnut份额或收入，客户利息下降及贷款本金不等ARR，官网403缺项保留。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30384" + "YC-E-30384", + "INDUSTRY9-CAT-YC30384", + "INDUSTRY9-CHESTNUT-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以AI代理处理住宅按揭贷款申请及借贷流程。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Fintech", "Real Estate", "Consumer", "AI" - ] + ], + "businessModel": "按揭贷款服务；贷款、发起费、利差、资本及人工成本待拆" }, { "id": "YC30399", @@ -3386,28 +3389,31 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：RWE Generation in minutes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在客户临床数据上协助研究设计、队列、统计分析和真实世界证据报告。", + "buyer": "药企、CRO及临床研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留现RWE应用，旧医学图像标注发布分期。官网称AI写代码而患者数据留沙盒、研究员逐步审阅，架构和疗效未独立核；演示风险比、样本和匿名引语不当临床研究结果或收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30399" + "YC-E-30399", + "INDUSTRY9-CAT-YC30399", + "INDUSTRY9-FREKIL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在客户临床数据上协助研究设计、队列、统计分析和真实世界证据报告。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Health Tech", "B2B", "Biotech", "Healthcare", "AI" - ] + ], + "businessModel": "临床研究软件；项目、数据连接、计算与专业审阅成本待拆" }, { "id": "YC30400", @@ -3592,28 +3598,31 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Deep intelligence for private markets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将访谈及播客资料结构化为带来源的私募市场研究。", + "buyer": "投资机构、咨询及研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留当前私募研究，旧面向个人播客应用另列。700亿客户AUM非自身收入；200万文本与10倍覆盖为自述，厂商加权覆盖基准不等模型总体能力或独立测试。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30413" + "YC-E-30413", + "INDUSTRY9-CAT-YC30413", + "INDUSTRY9-SERAFIS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：将访谈及播客资料结构化为带来源的私募市场研究。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "SaaS", "Finance", "Investing", "Search", "AI" - ] + ], + "businessModel": "专业市场研究数据；终端、API、数据仓库及内容成本待拆" }, { "id": "YC30415", @@ -3797,26 +3806,29 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI-Native Mortgage Broker", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "作为按揭经纪比较贷款方、整理报价并协调借款交易。", + "buyer": "购房和再融资借款人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留金融专业服务；官网明确不是银行，持牌人员协助。示例50万贷款、1250发起费和客户利息节省不作公司MRR，利率条件、佣金与实际收入未知，牌照仅自述未查登记。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网条件示例列原文$1250发起费，并称贷款方成交后补偿；未核归属和实际佣金率，不当实收收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30426" + "YC-E-30426", + "INDUSTRY9-CAT-YC30426", + "INDUSTRY9-RALO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：作为按揭经纪比较贷款方、整理报价并协调借款交易。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Fintech", "Consumer Finance", "AI" - ] + ], + "businessModel": "按揭经纪；放款方成交后补偿、费用、人工及系统成本待拆" }, { "id": "YC30429", @@ -3826,24 +3838,27 @@ "year": 2025, "team": 6, "location": "New York City, NY", - "business": "公司简介：AI Revenue Platform for Post-Acute Care", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为居家及后急性护理机构处理资格、转诊、授权和索赔收款流程。", + "buyer": "居家护理及后急性医疗机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留医疗全流程，当前扩至护理连续性与旧账单发布分期。六位数漏收为客户问题发现非供应商收入，440万融资不是收入；一键目标和合规标识未独立核，账单人员仍作重要决定。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30429" + "YC-E-30429", + "INDUSTRY9-CAT-YC30429", + "INDUSTRY9-CLAIM-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为居家及后急性护理机构处理资格、转诊、授权和索赔收款流程。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Healthcare" - ] + ], + "businessModel": "医疗收入运营软件；案件、接入及人工决策成本待拆" }, { "id": "YC30430", @@ -5777,26 +5792,29 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI + human review to solve data cleaning - accessible via API or Excel", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将非结构化资料整理为供投资团队使用且经专家审核的数据。", + "buyer": "基金、投资及数据团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留金融数据服务，API入口不代表无人软件。官网逐项专家审核及共识验证，准确性和延迟均未实测；客户千亿AUM和Acme财务演示不作sieve收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30552" + "YC-E-30552", + "INDUSTRY9-CAT-YC30552", + "INDUSTRY9-SIEVE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：将非结构化资料整理为供投资团队使用且经专家审核的数据。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Investing", "Data Engineering", "APIs" - ] + ], + "businessModel": "专业数据服务加AI；数据点、资料、专家复核与连接费用待拆" }, { "id": "YC30553", @@ -6398,27 +6416,29 @@ "year": 2025, "team": 11, "location": "San Francisco", - "business": "公司简介：Book any load in 10 minutes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为物流订舱寻找可用卡车、并行联系并协商和预订运载。", + "buyer": "物流经纪、货主及运输运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留物流专业流程，10分钟订货及更好毛利为自述。未核是否承担经纪责任、实际自动完成率及计费，行业百万日货量不归本公司收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30615" + "YC-E-30615", + "INDUSTRY9-CAT-YC30615" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为物流订舱寻找可用卡车、并行联系并协商和预订运载。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "B2B", "Logistics", "Supply Chain", "AI" - ] + ], + "businessModel": "物流代理软件；联系、预订、系统接入及例外费用待拆" }, { "id": "YC30620", @@ -6728,25 +6748,27 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The AI OS for Cities", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为地方政府311及部门热线提供AI接听和事项处理。", + "buyer": "市政及地方政府部门", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留政务应用，AI OS为扩展愿景。许可申请及动物管理具体办结权限、政府合同和数据安全未核，不把接听等同政府最终批准。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30636" + "YC-E-30636", + "INDUSTRY9-CAT-YC30636" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为地方政府311及部门热线提供AI接听和事项处理。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "GovTech", "AI" - ] + ], + "businessModel": "政府热线专业软件；通话、部门接入及人工升级费用待拆" }, { "id": "YC30637", @@ -7189,28 +7211,30 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Grading for Teachers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为教师批改手写数学作业并提供学习分析和差异化测评。", + "buyer": "教师、学校及教学团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留教育专业应用；批改分钟化和减负为自述，教师责任、误评分及学习效果未独立核。白宫合作称号本轮未查原始登记，不当认证；前Coinbase5000万增收不是Frizzle收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30655" + "YC-E-30655", + "INDUSTRY9-CAT-YC30655" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为教师批改手写数学作业并提供学习分析和差异化测评。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Education", "SaaS", "B2B", "Productivity", "AI" - ] + ], + "businessModel": "教育评测软件；教师、学校、作业及审核费用待拆" }, { "id": "YC30657", @@ -7376,26 +7400,28 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Frontier AI for Actuaries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为保险精算师整理数据、运行方法并部署费率工具。", + "buyer": "保险公司、再保险及MGA精算团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留精算应用，用户作专业判断，自有基础设施且团队协助上线为自述。frontier不直接当基础模型，SOC2及不训练数据未独立核，实际费率风险和合同未知。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30663" + "YC-E-30663", + "INDUSTRY9-CAT-YC30663" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为保险精算师整理数据、运行方法并部署费率工具。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "API", "Insurance", "AI" - ] + ], + "businessModel": "专业精算软件与部署；模型、数据、现场支持及人审成本待拆" }, { "id": "YC30665", @@ -7546,32 +7572,35 @@ "id": "YC30673", "name": "Nexa Labs", "url": "https://www.ycombinator.com/companies/nexa-labs", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Implantable microchips and AI for cattle monitoring", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以植入芯片、耳标及平台监测牛只生理、定位和繁殖状态。", + "buyer": "牧场及牛群运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "移实体传感交付；YC现Acquired仅列状态，买方及交割未核。官网仍有试点入口，40%更早和15%提升为宣传，USDA、动物安全及实际收入未知，不作已规模化部署。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC状态Acquired；官网仍有试点入口，买方、交割及收购后供货未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30673" + "YC-E-30673", + "INDUSTRY9-CAT-YC30673", + "INDUSTRY9-NEXA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以植入芯片、耳标及平台监测牛只生理、定位和繁殖状态。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Livestock Health", "Medical Devices", "Agriculture", "AI", "Biotechnology" - ] + ], + "businessModel": "畜牧传感硬件与软件；芯片、耳标、基站、安装及订阅成本待拆" }, { "id": "YC30675", @@ -7688,32 +7717,34 @@ "id": "YC30681", "name": "Conviction", "url": "https://www.ycombinator.com/companies/conviction", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Anyone Can Trade", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让个人用自然语言创建交易策略并回测、模拟和部署。", + "buyer": "个人交易及投资用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "移个人应用，当前Conviction与附载Parachute医疗模型评估旧发布分期。未核主体沿革、交易许可、实际成交和收益，不将旧医疗客户或回测继承为当前业绩。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30681" + "YC-E-30681", + "INDUSTRY9-CAT-YC30681" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：让个人用自然语言创建交易策略并回测、模拟和部署。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Fintech", "Crypto / Web3", "Consumer Finance", "AI", "Stocks" - ] + ], + "businessModel": "个人交易应用；订阅、数据、执行和平台费用待核" }, { "id": "YC30683", @@ -8030,29 +8061,34 @@ "id": "YC30695", "name": "Channel3", "url": "https://www.ycombinator.com/companies/channel3", - "cat": "C07", + "cat": "C03", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Database of every product on the internet", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为开发者提供商品图谱搜索、推荐及电商佣金接口。", + "buyer": "购物Agent、应用及企业产品开发者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "按开发者数据/工具移C03，商品及品牌不是医疗等行业应用。1亿商品、5000品牌不等付费客户，API费用与转付开发者佣金、未来checkout分别核，不从成交额估ARR。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "文档每月1000免费credits，额外原文$0.007/credit；搜索通常1credit，对话另计搜索，批量定制。佣金与API收费分开，实际收入未知", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30695" + "YC-E-30695", + "INDUSTRY9-CAT-YC30695", + "INDUSTRY9-CHANNEL-HOME", + "INDUSTRY9-CHANNEL-PRICE", + "INDUSTRY9-CHANNEL-COMMISSION-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为开发者提供商品图谱搜索、推荐及电商佣金接口。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "E-commerce", "AI" - ] + ], + "businessModel": "Agent商务数据设施；API用量、佣金及商家服务收入待拆" }, { "id": "YC30696", @@ -8811,26 +8847,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Truckload Planning at Machine Precision", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为整车承运商连接ERP和沟通资料并优化货载计划。", + "buyer": "整车运输承运及调度团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留物流规划，未来自主移动全球货物不等已拥有运输资产或自主车辆。客户每英里收入及前Amazon优化经历不归平台收入，实际求解质量和合同未核。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30731" + "YC-E-30731", + "INDUSTRY9-CAT-YC30731" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为整车承运商连接ERP和沟通资料并优化货载计划。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Logistics", "Supply Chain", "AI" - ] + ], + "businessModel": "运输规划软件；系统、优化、部署和支持费用待拆" }, { "id": "YC30732", @@ -9047,26 +9085,29 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：The GD&T Analysis Platform for Engineering Drawings", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2025年成立", + "business": "本地分析工程图纸几何公差、叠加和生产检查报告。", + "buyer": "机械设计、制造及检验团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留工程软件作为目录对照，现核心图纸分析明确不使用AI，不能认定当前AI主营已确认。旧自动检查与现确定性分析分期，原发现保留；注册认证、生产就绪及收入未独立核，前Tesla产量不是本公司规模。 原成立和团队快照保留；主营核查不等技术或财务审计。", + "cohort": "2025年成立；当前核心图纸分析明确非AI，保留目录对照、AI实际作用待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30741" + "YC-E-30741", + "INDUSTRY9-CAT-YC30741", + "INDUSTRY9-F4-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：本地分析工程图纸几何公差、叠加和生产检查报告。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Hardware", "B2B", "Industrial" - ] + ], + "businessModel": "工程图纸软件与审阅服务；桌面许可、专家审核、企业培训及驻场费用待拆" }, { "id": "YC30742", @@ -9099,32 +9140,36 @@ "id": "YC30743", "name": "Opennote", "url": "https://www.ycombinator.com/companies/opennote", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The notebook that thinks with you.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "历史提供内嵌AI写作、知识及学习助手的个人笔记本。", + "buyer": "原个人学习及笔记用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "移个人应用并标历史状态；官网称2026-05-06宣布被Reducto收购，Opennote应用已下线。YC旧笔记描述不是当前可用产品，未披露交易额或收入，不把买方业务和营收并入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "官网称2026-05-06被Reducto收购，Opennote应用已下线；交易与历史收入未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30743" + "YC-E-30743", + "INDUSTRY9-CAT-YC30743", + "INDUSTRY9-OPENNOTE-HOME", + "INDUSTRY9-OPENNOTE-ANNOUNCE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：历史提供内嵌AI写作、知识及学习助手的个人笔记本。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "AI-Enhanced Learning", "Education", "SaaS", "Consumer", "Productivity" - ] + ], + "businessModel": "历史个人软件；收购前收费、数据及模型成本未核" }, { "id": "YC30744", @@ -9484,32 +9529,34 @@ "id": "YC30774", "name": "CLODO", "url": "https://www.ycombinator.com/companies/clodo", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Planet-scale people discovery.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为获客、招聘及营销查找企业和相关人员。", + "buyer": "GTM、招聘及商业开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "按当前GTM发布和人员发现移客户收入运营，兼招聘用途不代表垂直行业。Fortune500及众多行业采用未独立核，搜索示例中百万年数据支出为买家条件，非CLODO收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30774" + "YC-E-30774", + "INDUSTRY9-CAT-YC30774" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为获客、招聘及营销查找企业和相关人员。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "B2B", "Recruiting", "Sales", "AI", "AI Assistant" - ] + ], + "businessModel": "人员发现软件；搜索、数据、席位及连接费用待拆" }, { "id": "YC30775", @@ -9670,25 +9717,27 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI powered brokerage reducing residential rental commissions in NYC…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为住宅业主挂牌营销并以AI筛选租户及安排看房。", + "buyer": "纽约住宅业主及租赁客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留经纪专业服务，三分之一佣金是报价主张而非实际毛利。人工代理会议仍属交付，租金、房产和成交总额不当净收入，执照及合同未核。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30791" + "YC-E-30791", + "INDUSTRY9-CAT-YC30791" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为住宅业主挂牌营销并以AI筛选租户及安排看房。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Machine Learning", "Real Estate" - ] + ], + "businessModel": "住宅租赁经纪；佣金、人工代理、营销和系统成本待拆" }, { "id": "YC30792", @@ -10114,27 +10163,29 @@ "year": 2025, "team": 25, "location": "Stockholm, Sweden", - "business": "公司简介：Agentic AI for Society Builders", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑企业提供项目分析、估算、投标、采购和风险代理。", + "buyer": "建筑估算、项目及采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留建筑软件，800万融资不是收入，创始人自2018从业不当公司成立年。政府行业返工估计及代理数量不作本公司规模，现采用、性能与合同未独立核。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30835" + "YC-E-30835", + "INDUSTRY9-CAT-YC30835" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为建筑企业提供项目分析、估算、投标、采购和风险代理。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Machine Learning", "Construction", "AI", "AI Assistant" - ] + ], + "businessModel": "建筑行业软件与实施；组织数据、模型、部署和专业审阅费待拆" }, { "id": "YC30844", @@ -10294,28 +10345,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Automating regulatory submissions for life sciences", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为药企整理研究报告并准备IND及临床试验申报文档。", + "buyer": "生物医药及临床申报团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留医药申报；每项节省10万CRO费和提前数月为厂商主张，非收入或监管批准。未核专业责任、申报准确、实际获批和收款，试验患者尚未治疗不当临床成效。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30856" + "YC-E-30856", + "INDUSTRY9-CAT-YC30856" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为药企整理研究报告并准备IND及临床试验申报文档。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "B2B", "Biotech", "Compliance", "AI", "Biotechnology" - ] + ], + "businessModel": "专业监管文档软件；申报、文档、实施及专家审阅成本待拆" }, { "id": "YC30858", @@ -35854,6 +35907,96 @@ "evidence": "INDUSTRY8-SINTROPIX-HOME", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SERAFIS-AUM", + "company": "YC30413", + "name": "Serafis", + "kind": "客户管理资产", + "value": 70000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前简介及官网，资产截至日未给", + "scope": "客户投资机构AUM", + "reason": "客户资产非Serafis收入，不按假设费率推ARR", + "evidence": "INDUSTRY9-SERAFIS-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SIEVE-AUM", + "company": "YC30552", + "name": "sieve", + "kind": "客户管理资产", + "value": 100000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前官网，资产截至日未给", + "scope": "投资客户AUM", + "reason": "客户资产非数据服务收入，不能据此估公司规模或ARR", + "evidence": "INDUSTRY9-SIEVE-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SIEVE-DEMO-REV", + "company": "YC30552", + "name": "sieve", + "kind": "Acme示例总收入", + "value": 394300000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "官网产品示例标2023季度资料，非sieve经营期", + "scope": "产品界面示例，非sieve收入", + "reason": "财务提取演示不是本公司财务，不纳公司收入或ARR", + "evidence": "INDUSTRY9-SIEVE-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-CLAIM-CLIENT-LEAK", + "company": "YC30429", + "name": "Claim Health", + "kind": "客户漏收发现的六位数量级", + "value": 100000, + "bound": ">=", + "unit": "币种未注明", + "timing": "2025-05-01发布的早期使用，观察期间未给", + "scope": "客户拒赔及少付漏收，非Claim Health收入", + "reason": "发现漏收不等已收回，公司服务费和客户索赔分开", + "evidence": "INDUSTRY9-CAT-YC30429", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-FRIZZLE-OLD-REV", + "company": "YC30655", + "name": "Frizzle", + "kind": "前Coinbase增量收入", + "value": 50000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2025-08-20发布追述此前工作，财务期未给", + "scope": "创始人前雇主增量收入，非Frizzle", + "reason": "旧雇主收入与前教育业务不转移给当前批改软件", + "evidence": "INDUSTRY9-CAT-YC30655", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SCOOP-CLIENT-SAVING", + "company": "YC30856", + "name": "Scoop", + "kind": "每项申报节省CRO费自述", + "value": 100000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2025-11-10发布，实际客户及观察期未给", + "scope": "生物医药客户潜在费用节省", + "reason": "费用节省不等平台收入或已获批准，未核实际合同和净节省", + "evidence": "INDUSTRY9-CAT-YC30856", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -59253,6 +59396,369 @@ "kind": "公司公开资料复核", "summary": "本轮工具无法读取官网，YC说明从未认证课后写作班开始。", "limitation": "不推已开设完整认证学校，课程交付、资质、学生、教师及收费尚缺。" + }, + { + "id": "INDUSTRY9-CAT-YC30384", + "companyId": "YC30384", + "title": "Chestnut主营及原标签复核", + "url": "https://www.ycombinator.com/companies/chestnut", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI代理处理住宅按揭贷款申请及借贷流程。 保留专业金融服务；自述Texas/Colorado牌照及99%自动化未独立核。创始人前业务每年2%美国房贷非Chestnut份额或收入，客户利息下降及贷款本金不等ARR，官网403缺项保留。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30399", + "companyId": "YC30399", + "title": "Frekil主营及原标签复核", + "url": "https://www.ycombinator.com/companies/frekil", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在客户临床数据上协助研究设计、队列、统计分析和真实世界证据报告。 保留现RWE应用，旧医学图像标注发布分期。官网称AI写代码而患者数据留沙盒、研究员逐步审阅，架构和疗效未独立核；演示风险比、样本和匿名引语不当临床研究结果或收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30413", + "companyId": "YC30413", + "title": "Serafis主营及原标签复核", + "url": "https://www.ycombinator.com/companies/serafis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将访谈及播客资料结构化为带来源的私募市场研究。 保留当前私募研究，旧面向个人播客应用另列。700亿客户AUM非自身收入；200万文本与10倍覆盖为自述，厂商加权覆盖基准不等模型总体能力或独立测试。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30426", + "companyId": "YC30426", + "title": "Ralo主营及原标签复核", + "url": "https://www.ycombinator.com/companies/ralo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "作为按揭经纪比较贷款方、整理报价并协调借款交易。 保留金融专业服务；官网明确不是银行，持牌人员协助。示例50万贷款、1250发起费和客户利息节省不作公司MRR，利率条件、佣金与实际收入未知，牌照仅自述未查登记。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30429", + "companyId": "YC30429", + "title": "Claim Health主营及原标签复核", + "url": "https://www.ycombinator.com/companies/claim-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为居家及后急性护理机构处理资格、转诊、授权和索赔收款流程。 保留医疗全流程，当前扩至护理连续性与旧账单发布分期。六位数漏收为客户问题发现非供应商收入，440万融资不是收入；一键目标和合规标识未独立核，账单人员仍作重要决定。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30552", + "companyId": "YC30552", + "title": "sieve主营及原标签复核", + "url": "https://www.ycombinator.com/companies/sieveai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将非结构化资料整理为供投资团队使用且经专家审核的数据。 保留金融数据服务，API入口不代表无人软件。官网逐项专家审核及共识验证，准确性和延迟均未实测；客户千亿AUM和Acme财务演示不作sieve收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30615", + "companyId": "YC30615", + "title": "Lanesurf主营及原标签复核", + "url": "https://www.ycombinator.com/companies/lanesurf", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为物流订舱寻找可用卡车、并行联系并协商和预订运载。 保留物流专业流程，10分钟订货及更好毛利为自述。未核是否承担经纪责任、实际自动完成率及计费，行业百万日货量不归本公司收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30636", + "companyId": "YC30636", + "title": "EffiGov主营及原标签复核", + "url": "https://www.ycombinator.com/companies/effigov", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为地方政府311及部门热线提供AI接听和事项处理。 保留政务应用，AI OS为扩展愿景。许可申请及动物管理具体办结权限、政府合同和数据安全未核，不把接听等同政府最终批准。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30655", + "companyId": "YC30655", + "title": "Frizzle主营及原标签复核", + "url": "https://www.ycombinator.com/companies/frizzle", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为教师批改手写数学作业并提供学习分析和差异化测评。 保留教育专业应用；批改分钟化和减负为自述，教师责任、误评分及学习效果未独立核。白宫合作称号本轮未查原始登记，不当认证；前Coinbase5000万增收不是Frizzle收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30663", + "companyId": "YC30663", + "title": "Tesora主营及原标签复核", + "url": "https://www.ycombinator.com/companies/tesora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为保险精算师整理数据、运行方法并部署费率工具。 保留精算应用，用户作专业判断，自有基础设施且团队协助上线为自述。frontier不直接当基础模型，SOC2及不训练数据未独立核，实际费率风险和合同未知。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30673", + "companyId": "YC30673", + "title": "Nexa Labs主营及原标签复核", + "url": "https://www.ycombinator.com/companies/nexa-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以植入芯片、耳标及平台监测牛只生理、定位和繁殖状态。 移实体传感交付；YC现Acquired仅列状态，买方及交割未核。官网仍有试点入口，40%更早和15%提升为宣传，USDA、动物安全及实际收入未知，不作已规模化部署。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30681", + "companyId": "YC30681", + "title": "Conviction主营及原标签复核", + "url": "https://www.ycombinator.com/companies/conviction", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "让个人用自然语言创建交易策略并回测、模拟和部署。 移个人应用，当前Conviction与附载Parachute医疗模型评估旧发布分期。未核主体沿革、交易许可、实际成交和收益，不将旧医疗客户或回测继承为当前业绩。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30695", + "companyId": "YC30695", + "title": "Channel3主营及原标签复核", + "url": "https://www.ycombinator.com/companies/channel3", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为开发者提供商品图谱搜索、推荐及电商佣金接口。 按开发者数据/工具移C03，商品及品牌不是医疗等行业应用。1亿商品、5000品牌不等付费客户，API费用与转付开发者佣金、未来checkout分别核，不从成交额估ARR。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30731", + "companyId": "YC30731", + "title": "Maximal主营及原标签复核", + "url": "https://www.ycombinator.com/companies/maximal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为整车承运商连接ERP和沟通资料并优化货载计划。 保留物流规划，未来自主移动全球货物不等已拥有运输资产或自主车辆。客户每英里收入及前Amazon优化经历不归平台收入，实际求解质量和合同未核。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30741", + "companyId": "YC30741", + "title": "F4 Industries主营及原标签复核", + "url": "https://www.ycombinator.com/companies/f4-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本地分析工程图纸几何公差、叠加和生产检查报告。 保留工程软件作为目录对照，现核心图纸分析明确不使用AI，不能认定当前AI主营已确认。旧自动检查与现确定性分析分期，原发现保留；注册认证、生产就绪及收入未独立核，前Tesla产量不是本公司规模。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30743", + "companyId": "YC30743", + "title": "Opennote主营及原标签复核", + "url": "https://www.ycombinator.com/companies/opennote", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "历史提供内嵌AI写作、知识及学习助手的个人笔记本。 移个人应用并标历史状态；官网称2026-05-06宣布被Reducto收购，Opennote应用已下线。YC旧笔记描述不是当前可用产品，未披露交易额或收入，不把买方业务和营收并入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30774", + "companyId": "YC30774", + "title": "CLODO主营及原标签复核", + "url": "https://www.ycombinator.com/companies/clodo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为获客、招聘及营销查找企业和相关人员。 按当前GTM发布和人员发现移客户收入运营，兼招聘用途不代表垂直行业。Fortune500及众多行业采用未独立核，搜索示例中百万年数据支出为买家条件，非CLODO收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30791", + "companyId": "YC30791", + "title": "Spotlight Realty主营及原标签复核", + "url": "https://www.ycombinator.com/companies/spotlight-realty", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为住宅业主挂牌营销并以AI筛选租户及安排看房。 保留经纪专业服务，三分之一佣金是报价主张而非实际毛利。人工代理会议仍属交付，租金、房产和成交总额不当净收入，执照及合同未核。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30835", + "companyId": "YC30835", + "title": "Brickanta主营及原标签复核", + "url": "https://www.ycombinator.com/companies/brickanta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为建筑企业提供项目分析、估算、投标、采购和风险代理。 保留建筑软件，800万融资不是收入，创始人自2018从业不当公司成立年。政府行业返工估计及代理数量不作本公司规模，现采用、性能与合同未独立核。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30856", + "companyId": "YC30856", + "title": "Scoop主营及原标签复核", + "url": "https://www.ycombinator.com/companies/scoop", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为药企整理研究报告并准备IND及临床试验申报文档。 保留医药申报；每项节省10万CRO费和提前数月为厂商主张，非收入或监管批准。未核专业责任、申报准确、实际获批和收款，试验患者尚未治疗不当临床成效。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-F4-HOME", + "companyId": "YC30741", + "title": "F4确定性分析及AI相关性", + "url": "https://f4.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确图纸验证不使用AI，本地分析PDF/STEP，提供Review、Pro、Enterprise，企业含培训和现场服务。", + "limitation": "当前主要分析非AI；保留原目录发现作对照，其他AI实际作用缺项，不作已确认AI主营样本。徽标资质、标准覆盖及效果未独立核。" + }, + { + "id": "INDUSTRY9-OPENNOTE-HOME", + "companyId": "YC30743", + "title": "Opennote收购与下线", + "url": "https://www.opennote.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称2026-05-06宣布被Reducto收购，产品已sunset且应用不再可用，学习转入买方文档智能。", + "limitation": "官网当前公告支持状态变化，未核交割文件或金额；不把历史产品当仍可购买，不继承买方营收。" + }, + { + "id": "INDUSTRY9-OPENNOTE-ANNOUNCE", + "companyId": "YC30743", + "title": "Opennote原始收购公告入口", + "url": "https://www.opennote.com/blog/reducto", + "publishedAt": "2026-05-06", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网链接2026-05-06团队公告，标题为被Reducto收购；可读文本未给更多交易条款。", + "limitation": "标题与日期不证明收购价格或收入，正文读取范围有限，主体并表日期及用户迁移待核。" + }, + { + "id": "INDUSTRY9-CHANNEL-HOME", + "companyId": "YC30695", + "title": "Channel3开发者及品牌接口", + "url": "https://trychannel3.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主要供Agent搜索和推荐商品，列开发者API、品牌与企业入口；首页checkout仍标soon。", + "limitation": "商品、品牌及行业规模非平台收入，开发者接口与品牌推广分开，实际交易、收费及checkout状态待核。" + }, + { + "id": "INDUSTRY9-CHANNEL-PRICE", + "companyId": "YC30695", + "title": "Channel3按用量收费", + "url": "https://channel3.ai/docs/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "文档列每月1000免费credits、额外原文$0.007/credit；搜索常为1credit，对话还计搜索用量，部分数据接口免费。", + "limitation": "费率不等实收MRR，币种及批量合同待核；开发者佣金和API用量非同一项，不用免费额度推收入。" + }, + { + "id": "INDUSTRY9-CHANNEL-COMMISSION-ACCESS", + "companyId": "YC30695", + "title": "Channel3佣金入口访问缺项", + "url": "https://trychannel3.com/dashboard/brands", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Commissions导航本轮跳转登录页，未取得该入口结算规则。", + "limitation": "未登录或调用认证API；不能从佣金存在推平台抽成、开发者净收入或收入确认。" + }, + { + "id": "INDUSTRY9-NEXA-HOME", + "companyId": "YC30673", + "title": "Nexa传感器、耳标与牛群软件", + "url": "https://nexa.farm/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仍有试点入口，描述皮下芯片、供能耳标及中心基站配合牛群管理软件。", + "limitation": "未取得当前收购后供货状态、安装和兽医安全证据；USDA、疾病与繁殖效果为自述，硬件加软件成本待核。" + }, + { + "id": "INDUSTRY9-SIEVE-HOME", + "companyId": "YC30552", + "title": "sieve人工验证及金融数字边界", + "url": "https://www.usesieve.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述AI提取后专家和共识审核，承认人工增加延迟；千亿以上AUM属客户，Acme收入/利润是产品演示。", + "limitation": "没有实际工时、独立准确率或财务底账，不能据human quality推保证正确或纯软件毛利；演示和客户资产排除营收。" + }, + { + "id": "INDUSTRY9-SERAFIS-HOME", + "companyId": "YC30413", + "title": "Serafis专业研究与客户资产", + "url": "https://www.serafis.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网当前侧重私募研究图谱，终端/API/MCP/仓库交付并存；列700亿客户AUM及自有播客覆盖基准。", + "limitation": "基准仅厂商加权资料覆盖而非整体模型能力，未独立复测，客户资产和文本数不作收入。" + }, + { + "id": "INDUSTRY9-FREKIL-HOME", + "companyId": "YC30399", + "title": "Frekil现RWE流程及人审", + "url": "https://www.frekil.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从研究设计到统计代码执行和报告，称患者数据不离沙盒、AI写代码，研究专家控制每步。", + "limitation": "未测试隔离、统计偏差控制或临床效果；与旧影像标注分期，示例统计结果和用户引语不当已核研究或收入。" + }, + { + "id": "INDUSTRY9-CHESTNUT-ACCESS", + "companyId": "YC30384", + "title": "Chestnut官网访问缺项", + "url": "https://chestnutmortgage.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前网页工具对官网返回403，未取得官网正文。", + "limitation": "不绕过访问限制；YC牌照、自营贷款与前创业经历未取得独立登记核验，定价及现合同留缺。" + }, + { + "id": "INDUSTRY9-RALO-HOME", + "companyId": "YC30426", + "title": "Ralo佣金及条件示例", + "url": "https://www.ralo.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明经纪非银行，由贷款方成交后补偿，持牌人员协助；利率示例附50万本金、LTV和FICO等条件，列1250发起费。", + "limitation": "不核算或推荐贷款；示例费用和客户节省不作公司MRR，条件、费用归属及实际佣金率未核，NMLS仅官网自述。" + }, + { + "id": "INDUSTRY9-CLAIM-HOME", + "companyId": "YC30429", + "title": "Claim Health当前护理连续性平台", + "url": "https://www.claimhealth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网覆盖转诊、授权、持续资格检查、账单及护理连续性，440万种子融资为公告。", + "limitation": "融资、诊所收款及页面病人/授权演示不是公司收入，未核SOC/HIPAA报告、实际拒赔率或完整付费交付。" } ], "reviews": [ @@ -63035,6 +63541,95 @@ "INDUSTRY8-SINTROPIX-HOME" ], "handling": "演示日期不能充当财务截至日；收入继续未知，不将界面Stripe、客户账目或自动态样例当已核收款，收费、财务和技术作用另待核。" + }, + { + "id": "INDUSTRY9-R-TAGS20", + "type": "行业原标签池首批主营复核", + "company": "原C07目录标签初分首批20家公司", + "scope": "companies", + "companyIds": [ + "YC30384", + "YC30399", + "YC30413", + "YC30426", + "YC30429", + "YC30552", + "YC30615", + "YC30636", + "YC30655", + "YC30663", + "YC30673", + "YC30681", + "YC30695", + "YC30731", + "YC30774", + "YC30791", + "YC30835", + "YC30856" + ], + "summary": "20项主营及相关发布节选已读，15保留行业、5移个人/实体传感/Agent商务设施/客户运营；另13项官网/文档及访问缺项，F4与Opennote专项分开。", + "evidenceIds": [ + "INDUSTRY9-CAT-YC30384", + "INDUSTRY9-CAT-YC30399", + "INDUSTRY9-CAT-YC30413", + "INDUSTRY9-CAT-YC30426", + "INDUSTRY9-CAT-YC30429", + "INDUSTRY9-CAT-YC30552", + "INDUSTRY9-CAT-YC30615", + "INDUSTRY9-CAT-YC30636", + "INDUSTRY9-CAT-YC30655", + "INDUSTRY9-CAT-YC30663", + "INDUSTRY9-CAT-YC30673", + "INDUSTRY9-CAT-YC30681", + "INDUSTRY9-CAT-YC30695", + "INDUSTRY9-CAT-YC30731", + "INDUSTRY9-CAT-YC30774", + "INDUSTRY9-CAT-YC30791", + "INDUSTRY9-CAT-YC30835", + "INDUSTRY9-CAT-YC30856", + "INDUSTRY9-CHANNEL-HOME", + "INDUSTRY9-CHANNEL-PRICE", + "INDUSTRY9-CHANNEL-COMMISSION-ACCESS", + "INDUSTRY9-NEXA-HOME", + "INDUSTRY9-SIEVE-HOME", + "INDUSTRY9-SERAFIS-HOME", + "INDUSTRY9-FREKIL-HOME", + "INDUSTRY9-CHESTNUT-ACCESS", + "INDUSTRY9-RALO-HOME", + "INDUSTRY9-CLAIM-HOME" + ], + "handling": "专业人审、贷款经纪及硬件/软件成本分开；客户资产、漏收、节省、示例收入和旧雇主业绩不作当前ARR。Frekil转型、Conviction附载Parachute旧发布和Nexa收购状态保留缺项。" + }, + { + "id": "INDUSTRY9-R-F4", + "type": "AI相关性及产品存续复核", + "company": "F4 Industries", + "scope": "companies", + "companyIds": [ + "YC30741" + ], + "summary": "官网及YC当前明确图纸分析不使用AI，核心为本地确定性检查；原目录标签来源保留作对照。", + "evidenceIds": [ + "INDUSTRY9-CAT-YC30741", + "INDUSTRY9-F4-HOME" + ], + "handling": "不认定当前AI主营已确认，不把自动化等同AI或据前Tesla项目推能力/规模。AI其他作用、专业审核服务、资质和付费仍待核。" + }, + { + "id": "INDUSTRY9-R-OPENNOTE", + "type": "AI相关性及产品存续复核", + "company": "Opennote", + "scope": "companies", + "companyIds": [ + "YC30743" + ], + "summary": "官网现公告被Reducto收购且应用已下线，2025学生工具和当前目录笔记描述仅作历史。", + "evidenceIds": [ + "INDUSTRY9-CAT-YC30743", + "INDUSTRY9-OPENNOTE-HOME", + "INDUSTRY9-OPENNOTE-ANNOUNCE" + ], + "handling": "交易条款、实际交割、历史收入及用户迁移未核；不把收购公告当营收，不继承买方业绩或继续当可购买现产品。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 2911597..5a3153b 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-8", + "version": "2026-10-31-industry-9", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项573条主营人工复核。原C07规则初分184项已逐条读主营及相关发布：135保留、49迁移，原池规则项剩余0；不表示全部公司财务/技术已验证。末批补Decent同名新主体和佣金、Sintropix示例ARR排除、Edviro节省口径、个人财富、实体机器人/开发及未认证教育交付。本快照C05仍89项原规则初分，另分支成果待整合；其他基础条目、主体、付费、技术、财务及全部公开来源覆盖仍有缺项。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项593条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；另原C07目录标签池68项中的20项已读：15保留、5迁移，标签池余48项。F4核心分析明确非AI，保留目录对照且AI作用未确认；Opennote官网称收购后下线，Nexa仅目录Acquired。Channel3按开发者商务数据工具交付，sieve专家验证与Frekil现RWE/旧标注分开。客户AUM、漏收、节省和演示财务排除营收。C05原主营规则89项成果仍待另分支整合；其他基础资料及全部公开来源覆盖、财务/技术缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index dfca949..97137ae 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-8", + "sourceVersion": "2026-10-31-industry-9", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From b8a82359e37b6d97dddd6bbe63fbcfedc7678fb1 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:05:45 +0800 Subject: [PATCH 12/29] Review 20 industry tag candidates and Litmus historical ARR --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 12 +- content/research/ai-companies.seed.json | 871 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 724 insertions(+), 169 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 3dc4b6c..2225b75 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2160); - assert.equal(research.observations.length, 299); + assert.equal(research.evidence.length, 2191); + assert.equal(research.observations.length, 304); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index c6fc9e8..f8fcdfe 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2160); - assert.equal(initial.observations.length, 299); + assert.equal(initial.evidence.length, 2191); + assert.equal(initial.observations.length, 304); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 136); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 138); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 47); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 48); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 983); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 982); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 64); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 95e2c17..877660e 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-9", + "version": "2026-10-31-industry-10", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -10548,27 +10548,29 @@ "year": 2025, "team": 2, "location": "Germany", - "business": "公司简介：Lunavo is the AI assistant for carriers.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "接入货运承运商系统，处理订单、状态更新及运营异常。", + "buyer": "卡车承运及调度团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留运输专业应用；自述按反馈改进和自主解决问题未实测，人工处理重要判断仍属交付。司机延误例子不是实际客户记录，货物、运费和客户增收非平台收入。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30865" + "YC-E-30865", + "INDUSTRY10-CAT-YC30865" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：接入货运承运商系统，处理订单、状态更新及运营异常。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Logistics", "Transportation", "Operations", "AI Assistant" - ] + ], + "businessModel": "运输运营软件；系统、任务、通信及人工升级成本待拆" }, { "id": "YC30867", @@ -10608,28 +10610,30 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：The AI equipment manager for post-acute care", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为护理机构盘点床、轮椅和制氧机并跟踪设备生命周期。", + "buyer": "专业护理及后急性机构运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留护理设备运营，不认定销售自有医疗器械。70%租费下降及10万以上年度节省是首客户及预测自述，未核实际账单，不作Norra收入或已实现毛利。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30868" + "YC-E-30868", + "INDUSTRY10-CAT-YC30868" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为护理机构盘点床、轮椅和制氧机并跟踪设备生命周期。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Hardware", "Health Tech", "Logistics", "Healthcare", "AI" - ] + ], + "businessModel": "医疗设备管理软件；盘点、接入、租赁分析及服务费待拆" }, { "id": "YC30869", @@ -10639,26 +10643,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI outpatient care workforce", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以适老电话代理、远程监测及团队反馈协助门诊持续护理。", + "buyer": "护理团队及Medicare远程患者管理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留专业护理，最终反馈真人团队而非全替代临床。声学生物标记、预防效果及报销资格未独立核，创始人旧机器人论文不等当前临床产品评测。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30869" + "YC-E-30869", + "INDUSTRY10-CAT-YC30869" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以适老电话代理、远程监测及团队反馈协助门诊持续护理。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Health Tech", "Digital Health", "Healthcare IT" - ] + ], + "businessModel": "医疗护理软件及服务；通话、设备连接、临床升级与专业人力成本待拆" }, { "id": "YC30870", @@ -10725,32 +10731,35 @@ "id": "YC30873", "name": "Tell if AI", "url": "https://www.ycombinator.com/companies/tell-if-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "Austin, TX", - "business": "公司简介：AI agents on real phones, growing brands across every platform.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为品牌运行内容创作、发布、互动及获客的AI营销代理服务。", + "buyer": "品牌及增长营销团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移客户收入运营；YC手机代理和首家远程诊所分成与官网私测AI工作室定位分别记录。真实账户操作及转化未运行核，内容产量和客户收入不当自身收入，分成合同未知。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30873" + "YC-E-30873", + "INDUSTRY10-CAT-YC30873", + "INDUSTRY10-TELL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为品牌运行内容创作、发布、互动及获客的AI营销代理服务。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Telehealth", "Social Media", "Marketing", "Advertising", "AI" - ] + ], + "businessModel": "效果营销服务；收入分成、内容/手机运营、人工及渠道成本待拆" }, { "id": "YC30875", @@ -11009,31 +11018,33 @@ "id": "YC30886", "name": "Clerked", "url": "https://www.ycombinator.com/companies/clerked", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI clerks that automate your payables", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过现有财务系统及聊天入口处理应付账款和支出分析。", + "buyer": "跨行业企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移企业通用财务，旧Mod AI与现Clerked名称分期。应付款和代付资金非软件收入，自主付款、现金流建议及账簿准确性未核，授权和收费未知。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30886" + "YC-E-30886", + "INDUSTRY10-CAT-YC30886" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：通过现有财务系统及聊天入口处理应付账款和支出分析。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Fintech", "Finance", "Enterprise", "AI" - ] + ], + "businessModel": "通用应付软件；单据、支付连接、实施和人工审批成本待拆" }, { "id": "YC30888", @@ -11043,26 +11054,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Delivering AI-powered situational awareness in tactical environments.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "转录和分析无线电沟通，辅助执法与军事态势协调。", + "buyer": "执法、军事指挥及调度人员", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留专业指挥信息应用，现转录整合与未来无人机/视觉/翻译路线分开。未核实时准确、安全权限或付费，不把态势汇总当自主行动或人员决策已替代。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30888" + "YC-E-30888", + "INDUSTRY10-CAT-YC30888" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：转录和分析无线电沟通，辅助执法与军事态势协调。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "GovTech", "NLP", "Defense" - ] + ], + "businessModel": "专业指挥信息软件；通信、部署、安全及人工决策成本待拆" }, { "id": "YC30889", @@ -11217,32 +11230,36 @@ "id": "YC30900", "name": "LogosGuard", "url": "https://www.ycombinator.com/companies/logosguard", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The sensitive data redaction layer for AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在AI提示发送前检测并替换敏感信息，提供企业策略与审计。", + "buyer": "个人AI用户及企业IT安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移跨行业企业隐私，兼个人免费入口。个人版自述本机处理不能扩展到企业版，企业可在云租户/VPC处理。HIPAA及不泄露保证未独立核，误检漏检、权限和实际费用待核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30900" + "YC-E-30900", + "INDUSTRY10-CAT-YC30900", + "INDUSTRY10-LOGOS-HOME", + "INDUSTRY10-LOGOS-ENTERPRISE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在AI提示发送前检测并替换敏感信息，提供企业策略与审计。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "B2B", "Compliance", "Security", "Cybersecurity", "AI" - ] + ], + "businessModel": "隐私防护软件；个人扩展与企业租户、自托管、桌面部署费用待拆" }, { "id": "YC30903", @@ -11464,27 +11481,30 @@ "year": 2025, "team": 5, "location": "Oxford, United Kingdom", - "business": "公司简介：Programmable DNA drug destroying all cancers, unlocking 80% of targets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发按DNA靶标识别并触发细胞清除的可编程药物。", + "buyer": "药物研发及潜在治疗合作方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留医药研发，但AI具体作用未在所读主营中充分说明，不把可编程分子等同AI软件。治愈所有癌症、零研发成本及健康细胞不受损为主张，未见临床验证或批准；此前融资不归当前营收。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30915" + "YC-E-30915", + "INDUSTRY10-CAT-YC30915", + "INDUSTRY10-FINALDOSE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：研发按DNA靶标识别并触发细胞清除的可编程药物。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Gene Therapy", "Therapeutics", "Genetic Engineering", "AI" - ] + ], + "businessModel": "药物研发；实验、临床、许可及专业成本待核" }, { "id": "YC30916", @@ -11891,28 +11911,30 @@ "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：AI for detecting patent infringements", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "检索专利、竞品和现有技术并整理侵权对照及无效分析。", + "buyer": "企业知识产权及专利法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留法律专利应用；软件标记不等法院认定侵权，十分钟变现为宣传。单专利5万维护成本及巨大组合成本是行业背景，不作Patent Watch收入，准确性及法律责任未核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30936" + "YC-E-30936", + "INDUSTRY10-CAT-YC30936" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：检索专利、竞品和现有技术并整理侵权对照及无效分析。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "SaaS", "B2B", "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "专利分析软件；检索、案件、资料及律师复核费待拆" }, { "id": "YC30937", @@ -12125,30 +12147,32 @@ "id": "YC30949", "name": "Crunched", "url": "https://www.ycombinator.com/companies/crunched", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 5, "location": "Oslo, Norway", - "business": "公司简介：Excel AI analyst for Power Users", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在Excel内检查工作簿、构建模型并连接来源数据。", + "buyer": "咨询、金融及其他电子表格专业用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移企业通用工作，咨询和投资客户不等金融执业。六国使用及亿级Excel总体用户非付费客户数，旧项目预测翻倍为错误案例而非收入增长，公式准确和实际合同未核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30949" + "YC-E-30949", + "INDUSTRY10-CAT-YC30949" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在Excel内检查工作簿、构建模型并连接来源数据。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Finance", "Productivity", "Analytics" - ] + ], + "businessModel": "通用表格分析软件；席位、模型用量、实施及人工审核费待拆" }, { "id": "YC30953", @@ -12563,62 +12587,66 @@ "id": "YC30981", "name": "Freeport Markets", "url": "https://www.ycombinator.com/companies/freeport-markets", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：Trade Anything", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人整合市场信息、交易想法和加密等资产交易入口。", + "buyer": "个人及加密相关交易用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移个人应用，旧DeFi管理与现跨资产交易分期。无管理费不等没有其他费用，手续费、资产本金和投资收益非订阅ARR；许可、托管、真实成交及收益未核，未连接钱包。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30981" + "YC-E-30981", + "INDUSTRY10-CAT-YC30981" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为个人整合市场信息、交易想法和加密等资产交易入口。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Fintech", "Crypto / Web3", "Investing", "Consumer Finance", "AI" - ] + ], + "businessModel": "个人交易平台；交易、路由、收益与数据收费待核" }, { "id": "YC30982", "name": "Boom AI", "url": "https://www.ycombinator.com/companies/boom-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 3, "location": "Mexico City, Mexico", - "business": "公司简介：AI agents that recover lost revenue through real conversations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "用多渠道主动对话挽回流失用户并促进复购。", + "buyer": "企业增长、留存及电商团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移客户收入运营，旧电商增长与现多行业挽回分期。前五销售渠道、千倍触达及流失比例均为自述/背景，不作公司收入或实际增量归因，合同和人力待核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30982" + "YC-E-30982", + "INDUSTRY10-CAT-YC30982" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：用多渠道主动对话挽回流失用户并促进复购。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "B2B", "E-commerce", "SMB", "AI" - ] + ], + "businessModel": "客户运营软件或服务；对话、渠道、实施及成果费用待拆" }, { "id": "YC30986", @@ -12831,26 +12859,29 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Accelerated Physics Kernels for Computational Engineering", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为几何计算、物理模拟及制造提供GPU计算内核。", + "buyer": "计算工程及仿真开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "按当前工程内核保留专业软件；旧碳纤维制造单元与现软件分期，不能当仍交付原实物或销售通用AI算力。当前AI具体作用未确认，传统模具/设备价不是公司收入或现产品定价，官网不可读。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30996" + "YC-E-30996", + "INDUSTRY10-CAT-YC30996", + "INDUSTRY10-AXIAL-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为几何计算、物理模拟及制造提供GPU计算内核。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Manufacturing", "AI", "Industrial" - ] + ], + "businessModel": "工程计算软件；内核许可、计算、集成及支持成本待核" }, { "id": "YC30997", @@ -13011,29 +13042,31 @@ "id": "YC31007", "name": "Zarna", "url": "https://www.ycombinator.com/companies/zarna", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI Associates for Middle-Market Private Equity", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私募中型市场BD团队管理CRM、寻找机会并准备会面资料。", + "buyer": "私募交易拓展及投资BD团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "按当前BD获客及CRM移客户收入运营，非资产管理基金本身。创始人此前嵌入200亿私募机构是客户资产背景，不作Zarna收入，尽调及组合管理旧经历与现交付分开。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31007" + "YC-E-31007", + "INDUSTRY10-CAT-YC31007" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为私募中型市场BD团队管理CRM、寻找机会并准备会面资料。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Investments", "AI" - ] + ], + "businessModel": "客户关系与交易拓展软件；席位、数据、连接和实施费待拆" }, { "id": "YC31009", @@ -13479,31 +13512,33 @@ "id": "YC31076", "name": "Imperfect", "url": "https://www.ycombinator.com/companies/imperfect", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Adaptive training coach for runners, cyclists, and triathletes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为跑步、骑行及铁三个人用户动态调整训练、恢复和营养。", + "buyer": "运动训练个人用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移个人健康运动应用，不据医疗/健康标签归机构服务。适应性、成绩和营养效果未独立核，不能当医疗建议或临床验证，实际套餐和付费未知。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31076" + "YC-E-31076", + "INDUSTRY10-CAT-YC31076" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为跑步、骑行及铁三个人用户动态调整训练、恢复和营养。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Digital Health", "Health & Wellness", "AI", "AI Assistant" - ] + ], + "businessModel": "个人训练软件；订阅、设备接入、教练及支持费用待核" }, { "id": "YC31077", @@ -14146,25 +14181,27 @@ "year": 2025, "team": 2, "location": null, - "business": "公司简介：The AI operating system for the built world", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为城市和建筑工程团队分析开发计划、规范及项目风险。", + "buyer": "公共机构、建筑师、工程及开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留建筑专业规划，人员负责关键决定。10万至40万避免持有成本及设计费毛利是客户潜在价值，非AutoSitu收入；规范判断、审批加速和旧雇主成本下降未独立核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31130" + "YC-E-31130", + "INDUSTRY10-CAT-YC31130" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为城市和建筑工程团队分析开发计划、规范及项目风险。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Real Estate", "Construction" - ] + ], + "businessModel": "建筑规划软件与实施；项目、连接、专家审核和服务费待拆" }, { "id": "YC31131", @@ -16234,28 +16271,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Keeping contractors on the job site, not behind a desk.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为承包商管理算量、估价、提案、客户和施工项目文档。", + "buyer": "住宅及其他施工承包商", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留建筑全流程；附载Scout Out旧发布与现Foreman分期，改名链及合同主体待核。可编辑报价由承包商批准，创始人前咨询25万收入不归当前平台，软件不等实际承包施工。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31243" + "YC-E-31243", + "INDUSTRY10-CAT-YC31243" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为承包商管理算量、估价、提案、客户和施工项目文档。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Finance", "Construction", "Scheduling", "Enterprise Software", "AI" - ] + ], + "businessModel": "建筑运营软件；项目、席位、AI用量及部署费用待核" }, { "id": "YC31244", @@ -16314,32 +16353,36 @@ "id": "YC31246", "name": "Inth", "url": "https://www.ycombinator.com/companies/inth", - "cat": "C07", + "cat": "C04", "year": 2025, "team": 3, "location": "London, United Kingdom", - "business": "公司简介：Monitor and fix product privacy issues before they block growth", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在代码、PR和网站中检查隐私变更并提供同意管理及证据。", + "buyer": "开发、产品、隐私和安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "按产品代码审核/修复移软件开发，非律师服务。c15t下载量不等独立客户或付费，旧cookie库与现Agent/代码审计分期。CookieBench由同团队维护，不当独立效果；用户律师作法律判断。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "月费原文$36/124/624，超额会话及AI credits另计，1credit原文$0.10；免费、企业定制及BYOC另列，实际收入未知", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31246" + "YC-E-31246", + "INDUSTRY10-CAT-YC31246", + "INDUSTRY10-INTH-HOME", + "INDUSTRY10-INTH-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在代码、PR和网站中检查隐私变更并提供同意管理及证据。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Developer Tools", "Compliance", "Web Development", "Trust & Safety", "AI" - ] + ], + "businessModel": "开发隐私工具；同意会话、AI额度、审计及BYOC许可费用待拆" }, { "id": "YC31247", @@ -16655,30 +16698,34 @@ "id": "YC31261", "name": "Control Seat", "url": "https://www.ycombinator.com/companies/control-seat", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI that runs factories.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以传感器及既有设备数据提供机器状态监测、维护诊断和部署支持。", + "buyer": "制造、能源及工业设备运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移实体工业监测；旧软件栈/工业集成与官网现预测维护分期，不据runs factories认定无人控制。传感硬件、安装和首读复核是交付成本，停机ROI和预防效果未独立核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网按设备报价，拆传感器、连接、软件及安装支持的一次/经常费用，无统一公开金额", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31261" + "YC-E-31261", + "INDUSTRY10-CAT-YC31261", + "INDUSTRY10-CONTROL-HOME", + "INDUSTRY10-CONTROL-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以传感器及既有设备数据提供机器状态监测、维护诊断和部署支持。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Workflow Automation", "Monitoring", "Industrial" - ] + ], + "businessModel": "工业传感系统；设备、连接、软件及安装支持，一次与经常费用分开" }, { "id": "YC31262", @@ -17207,30 +17254,46 @@ "id": "YC31304", "name": "Litmus", "url": "https://www.ycombinator.com/companies/litmus-hiring", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Evals for humans", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "按企业上下文生成技术招聘任务并评估候选人的过程和输出。", + "buyer": "企业招聘及技术团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移企业招聘；这是评估人而非模型通用基准。历史6万ARR与3000多次评测分别保存，评测数非付费客户，当前自定合同和现场设置成本未拆；评分准确、公平及防作弊未独立核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网按招聘需求和评测量签定制合同，未给统一公开单价；现场设置、沙盒和评分成本待核", + "stage": "有历史ARR自述；现财务、合同及经常性未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31304" + "YC-E-31304", + "INDUSTRY10-CAT-YC31304", + "INDUSTRY10-LITMUS-HOME", + "INDUSTRY10-LITMUS-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核原目录标签初分：按企业上下文生成技术招聘任务并评估候选人的过程和输出。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Recruiting", "Data Engineering", "AI" - ] + ], + "businessModel": "通用招聘评测软件；评测量、定制合同、沙盒及实施支持成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC和官网产品关联；精确法律注册、签约主体及收入确认范围未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读人类招聘评测生成、沙盒及评分描述，未运行评测或独立验证评分、防作弊、公平和实际招聘效果。", + "evidenceIds": [ + "INDUSTRY10-CAT-YC31304", + "INDUSTRY10-LITMUS-HOME", + "INDUSTRY10-LITMUS-LAUNCH" + ] + } }, { "id": "YC31306", @@ -35997,6 +36060,82 @@ "evidence": "INDUSTRY9-CAT-YC30856", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-LITMUS-ARR", + "company": "YC31304", + "name": "Litmus", + "kind": "历史ARR自述", + "value": 60000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-09发布，财务截至日未给", + "scope": "Litmus业务，合同/服务范围未核", + "selection": "historical", + "reason": "厂商历史自述，币种、经常性和确认未核，不按访问日刷新为当前ARR", + "evidence": "INDUSTRY10-LITMUS-LAUNCH", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "INDUSTRY10-O-NORRA-SAVING", + "company": "YC30868", + "name": "Norra", + "kind": "客户年度节省预测", + "value": 100000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2025-11-08发布称本年，非已结算年度实绩", + "scope": "护理机构预计租赁成本节省", + "selection": "excluded", + "reason": "预测节省不等实际节省或Norra收费，70%租费下降不是营收", + "evidence": "INDUSTRY10-CAT-YC30868", + "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-PATENT-COST", + "company": "YC30936", + "name": "Patent Watch", + "kind": "单专利生命周期成本背景", + "value": 50000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2025-10-21发布，非公司经营期", + "scope": "行业申请维护成本，非Patent Watch收费", + "selection": "excluded", + "reason": "行业维护支出不是软件实际单价或ARR，专利组合估算亦非公司收入", + "evidence": "INDUSTRY10-CAT-YC30936", + "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-ZARNA-OLD-AUM", + "company": "YC31007", + "name": "Zarna", + "kind": "此前服务私募机构的资产规模", + "value": 20000000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2025-11-06发布追述YC前，资产日未给", + "scope": "此前客户私募机构规模，非Zarna收入", + "selection": "excluded", + "reason": "客户机构资产和驻场经历不归平台收入，不假设费率估ARR", + "evidence": "INDUSTRY10-CAT-YC31007", + "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-FOREMAN-OLD-REV", + "company": "YC31243", + "name": "Foreman", + "kind": "创始人此前咨询收入", + "value": 250000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-03-05及重复旧发布追述，财务期未给", + "scope": "此前软件咨询业务，非Foreman/Scout Out收入", + "selection": "excluded", + "reason": "重复发布不重复计数，旧公司收入不转给当前建筑软件", + "evidence": "INDUSTRY10-CAT-YC31243", + "comparisonGroup": null } ], "evidence": [ @@ -59759,6 +59898,347 @@ "kind": "公司公开资料复核", "summary": "官网覆盖转诊、授权、持续资格检查、账单及护理连续性，440万种子融资为公告。", "limitation": "融资、诊所收款及页面病人/授权演示不是公司收入，未核SOC/HIPAA报告、实际拒赔率或完整付费交付。" + }, + { + "id": "INDUSTRY10-CAT-YC30865", + "companyId": "YC30865", + "title": "Lunavo当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lunavo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "接入货运承运商系统，处理订单、状态更新及运营异常。 保留运输专业应用；自述按反馈改进和自主解决问题未实测，人工处理重要判断仍属交付。司机延误例子不是实际客户记录，货物、运费和客户增收非平台收入。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30868", + "companyId": "YC30868", + "title": "Norra当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/norra", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为护理机构盘点床、轮椅和制氧机并跟踪设备生命周期。 保留护理设备运营，不认定销售自有医疗器械。70%租费下降及10万以上年度节省是首客户及预测自述，未核实际账单，不作Norra收入或已实现毛利。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30869", + "companyId": "YC30869", + "title": "Kaigo Health当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/kaigo-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以适老电话代理、远程监测及团队反馈协助门诊持续护理。 保留专业护理，最终反馈真人团队而非全替代临床。声学生物标记、预防效果及报销资格未独立核，创始人旧机器人论文不等当前临床产品评测。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30873", + "companyId": "YC30873", + "title": "Tell if AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/tell-if-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为品牌运行内容创作、发布、互动及获客的AI营销代理服务。 移客户收入运营；YC手机代理和首家远程诊所分成与官网私测AI工作室定位分别记录。真实账户操作及转化未运行核，内容产量和客户收入不当自身收入，分成合同未知。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30886", + "companyId": "YC30886", + "title": "Clerked当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/clerked", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过现有财务系统及聊天入口处理应付账款和支出分析。 移企业通用财务，旧Mod AI与现Clerked名称分期。应付款和代付资金非软件收入，自主付款、现金流建议及账簿准确性未核，授权和收费未知。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30888", + "companyId": "YC30888", + "title": "Lakonia当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lakonia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "转录和分析无线电沟通，辅助执法与军事态势协调。 保留专业指挥信息应用，现转录整合与未来无人机/视觉/翻译路线分开。未核实时准确、安全权限或付费，不把态势汇总当自主行动或人员决策已替代。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30900", + "companyId": "YC30900", + "title": "LogosGuard当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/logosguard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在AI提示发送前检测并替换敏感信息，提供企业策略与审计。 移跨行业企业隐私，兼个人免费入口。个人版自述本机处理不能扩展到企业版，企业可在云租户/VPC处理。HIPAA及不泄露保证未独立核，误检漏检、权限和实际费用待核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30915", + "companyId": "YC30915", + "title": "FinalDose当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/finaldose", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发按DNA靶标识别并触发细胞清除的可编程药物。 保留医药研发，但AI具体作用未在所读主营中充分说明，不把可编程分子等同AI软件。治愈所有癌症、零研发成本及健康细胞不受损为主张，未见临床验证或批准；此前融资不归当前营收。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30936", + "companyId": "YC30936", + "title": "Patent Watch当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/patent-watch", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "检索专利、竞品和现有技术并整理侵权对照及无效分析。 保留法律专利应用；软件标记不等法院认定侵权，十分钟变现为宣传。单专利5万维护成本及巨大组合成本是行业背景，不作Patent Watch收入，准确性及法律责任未核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30949", + "companyId": "YC30949", + "title": "Crunched当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/crunched", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在Excel内检查工作簿、构建模型并连接来源数据。 移企业通用工作，咨询和投资客户不等金融执业。六国使用及亿级Excel总体用户非付费客户数，旧项目预测翻倍为错误案例而非收入增长，公式准确和实际合同未核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30981", + "companyId": "YC30981", + "title": "Freeport Markets当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/freeport-markets", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为个人整合市场信息、交易想法和加密等资产交易入口。 移个人应用，旧DeFi管理与现跨资产交易分期。无管理费不等没有其他费用，手续费、资产本金和投资收益非订阅ARR；许可、托管、真实成交及收益未核，未连接钱包。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30982", + "companyId": "YC30982", + "title": "Boom AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/boom-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "用多渠道主动对话挽回流失用户并促进复购。 移客户收入运营，旧电商增长与现多行业挽回分期。前五销售渠道、千倍触达及流失比例均为自述/背景，不作公司收入或实际增量归因，合同和人力待核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30996", + "companyId": "YC30996", + "title": "Axial当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/axial", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为几何计算、物理模拟及制造提供GPU计算内核。 按当前工程内核保留专业软件；旧碳纤维制造单元与现软件分期，不能当仍交付原实物或销售通用AI算力。当前AI具体作用未确认，传统模具/设备价不是公司收入或现产品定价，官网不可读。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31007", + "companyId": "YC31007", + "title": "Zarna当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/zarna", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为私募中型市场BD团队管理CRM、寻找机会并准备会面资料。 按当前BD获客及CRM移客户收入运营，非资产管理基金本身。创始人此前嵌入200亿私募机构是客户资产背景，不作Zarna收入，尽调及组合管理旧经历与现交付分开。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31076", + "companyId": "YC31076", + "title": "Imperfect当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/imperfect", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为跑步、骑行及铁三个人用户动态调整训练、恢复和营养。 移个人健康运动应用，不据医疗/健康标签归机构服务。适应性、成绩和营养效果未独立核，不能当医疗建议或临床验证，实际套餐和付费未知。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31130", + "companyId": "YC31130", + "title": "AutoSitu当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/autositu", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为城市和建筑工程团队分析开发计划、规范及项目风险。 保留建筑专业规划，人员负责关键决定。10万至40万避免持有成本及设计费毛利是客户潜在价值，非AutoSitu收入；规范判断、审批加速和旧雇主成本下降未独立核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31243", + "companyId": "YC31243", + "title": "Foreman当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/foreman", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为承包商管理算量、估价、提案、客户和施工项目文档。 保留建筑全流程；附载Scout Out旧发布与现Foreman分期，改名链及合同主体待核。可编辑报价由承包商批准，创始人前咨询25万收入不归当前平台，软件不等实际承包施工。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31246", + "companyId": "YC31246", + "title": "Inth当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/inth", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在代码、PR和网站中检查隐私变更并提供同意管理及证据。 按产品代码审核/修复移软件开发，非律师服务。c15t下载量不等独立客户或付费，旧cookie库与现Agent/代码审计分期。CookieBench由同团队维护，不当独立效果；用户律师作法律判断。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31261", + "companyId": "YC31261", + "title": "Control Seat当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/control-seat", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以传感器及既有设备数据提供机器状态监测、维护诊断和部署支持。 移实体工业监测；旧软件栈/工业集成与官网现预测维护分期，不据runs factories认定无人控制。传感硬件、安装和首读复核是交付成本，停机ROI和预防效果未独立核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31304", + "companyId": "YC31304", + "title": "Litmus当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/litmus-hiring", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "按企业上下文生成技术招聘任务并评估候选人的过程和输出。 移企业招聘；这是评估人而非模型通用基准。历史6万ARR与3000多次评测分别保存，评测数非付费客户，当前自定合同和现场设置成本未拆；评分准确、公平及防作弊未独立核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-LITMUS-HOME", + "companyId": "YC31304", + "title": "Litmus当前评测与定制收费", + "url": "https://litmushiring.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以真实上下文生成异步编程任务，列沙盒运行、确定性测试及LLM定性评分，按招聘需求和量签定制合同。", + "limitation": "未执行任务、安装CLI或核评分和用工效果；演示代码和24/24测试不当独立技术评测，价格及实际收入确认未核。" + }, + { + "id": "INDUSTRY10-AXIAL-ACCESS", + "companyId": "YC30996", + "title": "Axial当前官网缺项", + "url": "https://axialcompute.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具无法读取当前官网，现GPU工程内核定位据YC描述。", + "limitation": "旧制造单元的物理性能和成本不推为当前软件交付；AI实际作用、许可及客户待核，不把不可读当停业。" + }, + { + "id": "INDUSTRY10-LOGOS-HOME", + "companyId": "YC30900", + "title": "LogosGuard个人本机扩展", + "url": "https://logosguard.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网个人入口称提示信息在本机浏览器替换，无账户、服务器或注册，另有企业入口。", + "limitation": "未安装或测试，无服务器只针对该个人方案，不能替代企业部署的数据流；免费不等公司零收入。" + }, + { + "id": "INDUSTRY10-LOGOS-ENTERPRISE", + "companyId": "YC30900", + "title": "LogosGuard企业云与VPC范围", + "url": "https://logosguard.com/enterprise", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "企业页描述浏览器/桌面流量在LogosGuard云租户或自托管VPC脱敏，另有私有LLM部署。", + "limitation": "不能把个人版本机不上传延伸至企业版；未核数据日志、策略与实际部署，HIPAA标识不当已取得审计。" + }, + { + "id": "INDUSTRY10-TELL-HOME", + "companyId": "YC30873", + "title": "Tell If当前私测内容工作室", + "url": "https://tellif.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称私测中的applied AI studio，构建并交付品牌内容系统，列创始人研究背景。", + "limitation": "私人测试不等已规模化服务；研究资历和引用数不是公司能力测试，YC收入分成未取得真实结算或合同。" + }, + { + "id": "INDUSTRY10-INTH-HOME", + "companyId": "YC31246", + "title": "Inth当前代码/网站隐私审核", + "url": "https://inth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网同时提供同意横幅、Agent、网站与PR代码审计，法律决定留给律师；CookieBench明确由Inth团队维护。", + "limitation": "法律模板和来源不等保证全球合规，同团队厂商速度报告不是独立测试；未运行代码审计或读取源码。" + }, + { + "id": "INDUSTRY10-INTH-PRICE", + "companyId": "YC31246", + "title": "Inth订阅、会话及AI用量", + "url": "https://inth.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "月费原文36/124/624，另有免费及企业；超额会话和AI credits分开计，1credit原文0.10，BYOC为单独许可。", + "limitation": "套餐不等实收收入，币种和实际客户组合未核。AI审计频率可能增加用量支出，不能仅用基础月费估ARPA或毛利，未申请NDA报告。" + }, + { + "id": "INDUSTRY10-CONTROL-HOME", + "companyId": "YC31261", + "title": "Control Seat传感器和预测维护", + "url": "https://www.controlseat.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供振动、超声、温度传感器或既有PLC数据，协助安装、设置和首批读数审阅，团队据诊断安排维护。", + "limitation": "未核传感性能、现场安装和节省；预测维护不同于无人接管控制，旧工业集成发布另列。" + }, + { + "id": "INDUSTRY10-CONTROL-PRICE", + "companyId": "YC31261", + "title": "Control Seat一次和持续成本", + "url": "https://www.controlseat.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "报价围绕传感器、连接、软件和部署支持，并明确分开一次费用与经常费用，没有统一公开金额。", + "limitation": "硬件、安装、支持及持续软件成本待实际报价，价保和ROI工具不等实际费用或已实现节省，更不作SaaS ARR。" + }, + { + "id": "INDUSTRY10-FINALDOSE-HOME", + "companyId": "YC30915", + "title": "FinalDose官网信息范围", + "url": "https://www.finaldose.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仅简述DNA定位及可编程癌症治疗架构并提供白皮书入口。", + "limitation": "本轮未读白皮书、实验数据或核临床批准；不把治愈表述当临床事实，当前AI具体作用仍缺，不凭.ai域名证明。" + }, + { + "id": "INDUSTRY10-LITMUS-LAUNCH", + "companyId": "YC31304", + "title": "Litmus历史ARR原始自述", + "url": "https://www.ycombinator.com/launches/RJe-litmus-the-industry-s-most-accurate-engineering-interview", + "publishedAt": "2026-07-09", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称已评估3000多次assessment，原文$60k ARR。", + "limitation": "发布日非精确财务截至日，正文可更新；币种、经常性、合同覆盖及实际收款未核，评测量不等付费客户。" } ], "reviews": [ @@ -63630,6 +64110,81 @@ "INDUSTRY9-OPENNOTE-ANNOUNCE" ], "handling": "交易条款、实际交割、历史收入及用户迁移未核；不把收购公告当营收，不继承买方业绩或继续当可购买现产品。" + }, + { + "id": "INDUSTRY10-R-TAGS20", + "type": "行业原标签池第二批当前交付复核", + "company": "原C07目录标签初分第二批20家公司", + "scope": "companies", + "companyIds": [ + "YC30865", + "YC30868", + "YC30869", + "YC30873", + "YC30886", + "YC30888", + "YC30900", + "YC30915", + "YC30936", + "YC30949", + "YC30981", + "YC30982", + "YC30996", + "YC31007", + "YC31076", + "YC31130", + "YC31243", + "YC31246", + "YC31261" + ], + "summary": "20项主营及相关发布节选已读，9保留行业、11按当前交付迁移；另11项官网/定价/发布资料，Litmus收入与能力专项分开。", + "evidenceIds": [ + "INDUSTRY10-CAT-YC30865", + "INDUSTRY10-CAT-YC30868", + "INDUSTRY10-CAT-YC30869", + "INDUSTRY10-CAT-YC30873", + "INDUSTRY10-CAT-YC30886", + "INDUSTRY10-CAT-YC30888", + "INDUSTRY10-CAT-YC30900", + "INDUSTRY10-CAT-YC30915", + "INDUSTRY10-CAT-YC30936", + "INDUSTRY10-CAT-YC30949", + "INDUSTRY10-CAT-YC30981", + "INDUSTRY10-CAT-YC30982", + "INDUSTRY10-CAT-YC30996", + "INDUSTRY10-CAT-YC31007", + "INDUSTRY10-CAT-YC31076", + "INDUSTRY10-CAT-YC31130", + "INDUSTRY10-CAT-YC31243", + "INDUSTRY10-CAT-YC31246", + "INDUSTRY10-CAT-YC31261", + "INDUSTRY10-AXIAL-ACCESS", + "INDUSTRY10-LOGOS-HOME", + "INDUSTRY10-LOGOS-ENTERPRISE", + "INDUSTRY10-TELL-HOME", + "INDUSTRY10-INTH-HOME", + "INDUSTRY10-INTH-PRICE", + "INDUSTRY10-CONTROL-HOME", + "INDUSTRY10-CONTROL-PRICE", + "INDUSTRY10-FINALDOSE-HOME" + ], + "handling": "LogosGuard个人和企业部署范围、Control Seat现硬件维护与旧集成、Inth订阅及AI用量、Axial现内核与旧制造分别记录；FinalDose治癌及AI实际作用未核，不从域名/可编程分子确认AI或临床能力。客户节省、专利支出、前机构资产和旧咨询收入排除。" + }, + { + "id": "INDUSTRY10-R-LITMUS", + "type": "招聘评测历史ARR及技术适用性复核", + "company": "Litmus", + "scope": "companies", + "companyIds": [ + "YC31304" + ], + "summary": "原文$60k历史ARR单列，3000多次评测是采用工作量，现按需求/量签定制合同；评估对象是人类候选而非通用模型。", + "evidenceIds": [ + "INDUSTRY10-CAT-YC31304", + "INDUSTRY10-LITMUS-HOME", + "INDUSTRY10-LITMUS-LAUNCH" + ], + "handling": "精确财务日、币种、经常性、收款及服务拆分待核，不入同期可比ARR或平台MRR。演示测试与沙盒执行描述不等独立技术评测或评分公平保证，招聘决定仍需用户负责。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 5a3153b..8b2f8d1 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-9", + "version": "2026-10-31-industry-10", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项593条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；另原C07目录标签池68项中的20项已读：15保留、5迁移，标签池余48项。F4核心分析明确非AI，保留目录对照且AI作用未确认；Opennote官网称收购后下线，Nexa仅目录Acquired。Channel3按开发者商务数据工具交付，sieve专家验证与Frekil现RWE/旧标注分开。客户AUM、漏收、节省和演示财务排除营收。C05原主营规则89项成果仍待另分支整合；其他基础资料及全部公开来源覆盖、财务/技术缺项继续保留。", + "nextCheck": "原新增目录36条深化并保留发现来源；本快照基础项612条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；原C07标签池68项中的40项已读：24保留、16迁移，余28项。Litmus历史6万ARR留缺不入同期比较；LogosGuard个人/企业数据流和Control Seat现硬件维护/旧集成分开。Inth产品代码审核及收费、Axial现内核/旧制造、FinalDoseAI实际作用与临床证据均按范围记录。客户节省、专利支出、前机构资产及旧收入排除。C05原主营规则89项成果待另一分支整合；其他基础资料、全部公开来源及财务/技术缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 97137ae..81d567c 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-9", + "sourceVersion": "2026-10-31-industry-10", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From d9d675ce56b5f86e9bf0a2189f3898adb5e3e1fa Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:17:19 +0800 Subject: [PATCH 13/29] Complete industry tag review and distinguish service revenue run rates --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 35 +- content/research/ai-companies.seed.json | 1249 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1066 insertions(+), 228 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 2225b75..aa4f125 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2191); - assert.equal(research.observations.length, 304); + assert.equal(research.evidence.length, 2235); + assert.equal(research.observations.length, 314); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index f8fcdfe..42bb3d9 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2191); - assert.equal(initial.observations.length, 304); + assert.equal(initial.evidence.length, 2235); + assert.equal(initial.observations.length, 314); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 138); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 140); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 48); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 49); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 982); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 981); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -99,9 +99,32 @@ test("disclosure counts exclude client income, biographies, targets and duplicat assert.ok(arena.metric !== "mrr" && arena.metric !== "arr", "a two-week cumulative figure cannot become MRR or ARR"); }); +test("service run rates, legacy freight revenue and paid adoption do not become platform ARR", () => { + const snapshot = seed as ResearchSnapshot; + const runRate = snapshot.observations.find((o) => o.id === "INDUSTRY11-O-LOCKE-RUNRATE")!; + assert.equal(runRate.metric, "annualized-revenue"); + assert.equal(runRate.selection, "historical"); + assert.equal(runRate.observedAt, undefined); + assert.equal(runRate.comparisonGroup, null); + assert.equal(snapshot.companies.find((c) => c.id === "YC33283")?.revenueStatus, "self"); + for (const id of ["TRUEMILE-OLD-REV", "VELTHA-DEMO", "LANTERN-OLD-REV"]) { + const observation = snapshot.observations.find((o) => o.id === `INDUSTRY11-O-${id}`)!; + assert.equal(observation.selection, "excluded"); + assert.equal(observation.metric, undefined); + assert.equal(observation.comparisonGroup, null); + } + for (const [id, company] of [["VERDANT-DEPLOY", "YC32189"], ["SUTRIX-PAID", "YC36576"]]) { + const observation = snapshot.observations.find((o) => o.id === `INDUSTRY11-O-${id}`)!; + assert.equal(observation.selection, "adoption"); + assert.equal(observation.metric, undefined); + assert.equal(snapshot.companies.find((c) => c.id === company)?.revenueStatus, "unknown"); + } + assert.ok(platformIncomeSample(snapshot, { windowDays: 90 }).points.every((point) => !point.observation.id.startsWith("INDUSTRY11-"))); +}); + test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 64); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 65); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 877660e..c7f550b 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-10", + "version": "2026-10-31-industry-11", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -17838,30 +17838,32 @@ "id": "YC31363", "name": "Saffron", "url": "https://www.ycombinator.com/companies/saffron", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Helping your company find 10x engineers.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以真实代码库和AI辅助编程过程评估工程师候选人。", + "buyer": "企业技术招聘及工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "评估对象是人而非基础模型，移企业通用工作；创始人研究履历不当当前产品独立评测，评分公平与防作弊、实际付费未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31363" + "YC-E-31363", + "INDUSTRY11-CAT-YC31363" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以真实代码库和AI辅助编程过程评估工程师候选人。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "SaaS", "Human Resources", "HR Tech" - ] + ], + "businessModel": "通用招聘评测软件；任务、沙盒、评分和支持费用待核" }, { "id": "YC31366", @@ -18015,32 +18017,34 @@ "id": "YC31374", "name": "Tenet Industries", "url": "https://www.ycombinator.com/companies/tenet-industries", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 3, "location": "Munich, Germany", - "business": "公司简介：AI-automated factory for PCBAs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "建设采用AI及机器人的电子制造与PCB组装工厂。", + "buyer": "电子产品及制造采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体制造，目录称正在慕尼黑建厂，不认定已建成或实现即时量产；加工订单不等软件订阅，设备利用率、合同及交付能力未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31374" + "YC-E-31374", + "INDUSTRY11-CAT-YC31374" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：建设采用AI及机器人的电子制造与PCB组装工厂。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Hardware", "Manufacturing", "Automation", "Electronics", "Industrial" - ] + ], + "businessModel": "电子制造服务；厂房、设备、物料和加工成本待拆" }, { "id": "YC31376", @@ -18972,27 +18976,31 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Diffusing AI into critical industries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2026年成立", + "business": "自述以通用智能重建关键行业公司，当前具体交付待核。", + "buyer": "关键行业经营主体，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "短简介暂留行业专业，不能仅因AGI命名归基础模型。附载Mount保险发布与现AGI Deploy Co的改名/业务链未核，旧媒体40万收入不归当前公司；官网读取缺项。 原始成立及团队快照保留；主营复核不等财务或技术审计。", + "cohort": "2026年成立；原Mount发布与现AGI Deploy Co的主体及业务沿革待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31440" + "YC-E-31440", + "INDUSTRY11-CAT-YC31440", + "INDUSTRY11-AGI-ACCESS", + "INDUSTRY11-MOUNT-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：自述以通用智能重建关键行业公司，当前具体交付待核。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech", "Healthcare", "Health & Wellness", "AI" - ] + ], + "businessModel": "行业经营与改造；承保、软件或其他当前收费边界未核" }, { "id": "YC31441", @@ -19287,28 +19295,30 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-Native Investor Relations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "协助上市公司准备业绩会、投资者沟通及后续经营工作。", + "buyer": "上市公司CFO及投资者关系团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业IR而非面向个人投资者或通用CRM。引用与提词、经营优化未实测；节省时间及利润最大化宣传不是公司收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31461" + "YC-E-31461", + "INDUSTRY11-CAT-YC31461" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：协助上市公司准备业绩会、投资者沟通及后续经营工作。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Generative AI", "Finance", "Enterprise", "Operations", "AI" - ] + ], + "businessModel": "投资者关系专业软件；数据、席位、接入与实施费待拆" }, { "id": "YC31463", @@ -19640,25 +19650,27 @@ "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：The full-stack AI CRO for drug discovery.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供AI辅助药物研发CRO服务，并开发癌症患者移动平台。", + "buyer": "药企研发团队及癌症患者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "主交付按CRO保留行业，患者应用另列而不重复增公司。所谓从发现到上市不证明临床有效或取得批准；目录团队为0保留原值，不推没有人员。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31490" + "YC-E-31490", + "INDUSTRY11-CAT-YC31490" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：提供AI辅助药物研发CRO服务，并开发癌症患者移动平台。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech", "Healthcare" - ] + ], + "businessModel": "医药研究服务与患者软件双线；实验、专业人力、临床及软件收入待拆" }, { "id": "YC31491", @@ -20045,28 +20057,30 @@ "id": "YC31520", "name": "Kinect", "url": "https://www.ycombinator.com/companies/kinect", - "cat": "C07", + "cat": "C06", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI revenue platform for D2C brands", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为DTC品牌提供对话导购、动态页面及面向购物代理的品牌资料。", + "buyer": "电商品牌及增长团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移客户收入运营；11家live客户不直接等11家付费，80%新访客对话和客户销售不当Kinect营收，品牌数据接口不使全公司成为通用Agent设施。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31520" + "YC-E-31520", + "INDUSTRY11-CAT-YC31520" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为DTC品牌提供对话导购、动态页面及面向购物代理的品牌资料。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "E-commerce" - ] + ], + "businessModel": "电商客户运营软件；对话用量、接入、品牌数据和支持费待拆" }, { "id": "YC31524", @@ -21073,28 +21087,30 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：Legora for physical engineering firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工程公司和设施业主生成工程包、图纸等多专业设计材料。", + "buyer": "EPC工程公司及基础设施业主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留工程软件而非直接承建电厂。Fortune 500采用不等付费金额，前线工程师仍属成本；创始人Heimdal及Orion融资不归Torus收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31858" + "YC-E-31858", + "INDUSTRY11-CAT-YC31858" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为工程公司和设施业主生成工程包、图纸等多专业设计材料。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Construction", "Energy", "Enterprise Software", "AI", "Industrial" - ] + ], + "businessModel": "工程专业软件与前线实施；图纸、集成、驻场及专业复核费待拆" }, { "id": "YC31989", @@ -21220,31 +21236,34 @@ "id": "YC32122", "name": "Donkey", "url": "https://www.ycombinator.com/companies/donkey", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：The AI-native trading company: factory prices, delivered, one number", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以自营贸易主体承接进口货物报价、采购、验货及交付。", + "buyer": "批发商、建筑商及进口货物买家", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体交付；买家向Donkey购买货物而非购买采购软件。锁价后成本变化由其承担，AI寻源与确定性定价分开；货款、毛利和经常性软件收入不可互换。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32122" + "YC-E-32122", + "INDUSTRY11-CAT-YC32122", + "INDUSTRY11-DONKEY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以自营贸易主体承接进口货物报价、采购、验货及交付。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Logistics", "Manufacturing", "Supply Chain", "AI" - ] + ], + "businessModel": "货物买卖；采购、运费、关税、汇率、验货和营运资金成本待拆" }, { "id": "YC32124", @@ -21953,25 +21972,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Agents to Make Local Gov Efficient", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为地方政府审核许可申请、检查材料并生成后续报告。", + "buyer": "地方政府建筑及规划部门", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留政务应用；200多申请与4州4付费部署分别记录，不猜合同金额。110亿年度政府行业支出不作公司收入，AI错误及正式审批仍待核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32189" + "YC-E-32189", + "INDUSTRY11-CAT-YC32189" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为地方政府审核许可申请、检查材料并生成后续报告。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "GovTech", "AI" - ] + ], + "businessModel": "政府许可专业软件；申请量、接入、实施及人工判断成本待拆" }, { "id": "YC32190", @@ -22083,31 +22104,33 @@ "id": "YC32194", "name": "GUILD", "url": "https://www.ycombinator.com/companies/guild", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Making Defense Manufacturing Faster and Cheaper", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "承接政府航空航天零件合同并组织制造及交付。", + "buyer": "政府及航空航天采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按实际零件交付移实体产业，不当软件席位或获客平台。自述赢合同不等已确认收入，制造自动化程度、产能和实际订单未独立核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32194" + "YC-E-32194", + "INDUSTRY11-CAT-YC32194" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：承接政府航空航天零件合同并组织制造及交付。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Manufacturing", "Supply Chain", "Defense", "AI" - ] + ], + "businessModel": "实体制造承包；材料、加工、检测、履约及人力费用待拆" }, { "id": "YC32195", @@ -22448,26 +22471,29 @@ "year": 2026, "team": 5, "location": "Oslo, Norway", - "business": "公司简介：AI-native debt collection company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI及人工专员提供催收沟通、分期安排和后台文书服务。", + "buyer": "银行、贷款机构、公用事业等债权人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业催收，非普通营销呼叫。最多90%案件自动化只是厂商自述；争议和人工请求转专员。债权余额、代收回款和自有收费分开，牌照及收费未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32222" + "YC-E-32222", + "INDUSTRY11-CAT-YC32222", + "INDUSTRY11-AUDUN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以AI及人工专员提供催收沟通、分期安排和后台文书服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Fintech", "Finance", "AI" - ] + ], + "businessModel": "专业债务催收服务；回收佣金/服务费、渠道和人工成本待核" }, { "id": "YC32223", @@ -22866,31 +22892,34 @@ "id": "YC32286", "name": "Definite", "url": "https://www.ycombinator.com/companies/definite", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Build everyday back-office agents on one live model of your books", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "只读整合ERP、账簿、薪酬及支付资料供财务分析和代理使用。", + "buyer": "跨行业企业内部财务及后台团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按现通用财务移C05；旧银行监管报告定位分期。模型提出映射，确定性规则计算并由人审批；官网示例余额/收入不是公司财务，未写回或移动资金为自述未实测。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32286" + "YC-E-32286", + "INDUSTRY11-CAT-YC32286", + "INDUSTRY11-DEFINITE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：只读整合ERP、账簿、薪酬及支付资料供财务分析和代理使用。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Fintech", "SaaS", "Finance", "AI" - ] + ], + "businessModel": "通用财务工作软件；连接、数据映射、定制实施及部署费待拆" }, { "id": "YC32288", @@ -22927,25 +22956,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI native TPA starting with workers comp", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "辅助理赔全案审核与人工签批；近期发布另称工伤TPA端到端服务。", + "buyer": "保险公司、理赔管理方及自保雇主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留行业理赔。10月7日TPA发布与现官网多险种AI adjuster定位并列，不能断言只卖软件或已完全转型。持牌理算师签批是自述；演示赔款和希望引荐的大公司不是实际收入或客户。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32352" + "YC-E-32352", + "INDUSTRY11-CAT-YC32352", + "INDUSTRY11-VELTHA-HOME", + "INDUSTRY11-VELTHA-TPA" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：辅助理赔全案审核与人工签批；近期发布另称工伤TPA端到端服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Fintech", "Insurance" - ] + ], + "businessModel": "保险理赔软件与TPA服务口径并存；许可、专业审核及收费范围待核" }, { "id": "YC32418", @@ -23256,27 +23289,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Operating System for Wholesale Distribution", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为批发分销商处理库存预测、客户服务和ERP订单工作。", + "buyer": "批发分销及供应链运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留行业全流程，不只按客服移获客运营。官网/发布自述自我改进非独立验证，人类审核异常和更正仍在；60万亿市场、客户订单行数、创始人旧公司ARR不归当前收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32617" + "YC-E-32617", + "INDUSTRY11-CAT-YC32617" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为批发分销商处理库存预测、客户服务和ERP订单工作。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "SaaS", "B2B", "Supply Chain", "AI" - ] + ], + "businessModel": "批发运营软件；系统接入、数据、任务和人工异常处理成本待拆" }, { "id": "YC32618", @@ -23597,27 +23632,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Predict how market participants behave", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为投资机构及企业研究投资假设并进行市场研究和模拟。", + "buyer": "投资机构及企业研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业投资研究；客户基金管理4000亿以上资产不是LATO收入，行业单次50万尽调成本不当自身价目或ARR，专家来源及报告质量未独立核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32682" + "YC-E-32682", + "INDUSTRY11-CAT-YC32682" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为投资机构及企业研究投资假设并进行市场研究和模拟。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "B2B", "Investing", "Market Research", "AI" - ] + ], + "businessModel": "投资研究软件与服务；专家访谈、数据、报告和专业审核费待拆" }, { "id": "YC32716", @@ -24107,32 +24144,35 @@ "id": "YC32985", "name": "Lumeria", "url": "https://www.ycombinator.com/companies/lumeria", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Oura Ring for Skin", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供手机夹式多光谱皮肤扫描硬件及长期追踪软件。", + "buyer": "个人皮肤健康及护肤用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体硬件，个人应用为配套。8月199预售价和后续329计划不当现价、实收或MRR，9—10月计划发货不证明已交付；创始人内容观看量不是付费数或临床验证。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "历史2026-08-12发布预售199、后续329及三个月Premium，币种沿原文$；当前价、预售收款及发货未核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32985" + "YC-E-32985", + "INDUSTRY11-CAT-YC32985", + "INDUSTRY11-LUMERIA-PREORDER" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：提供手机夹式多光谱皮肤扫描硬件及长期追踪软件。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Consumer Health Services", "Health Tech", "Health & Wellness", "Skincare", "AI" - ] + ], + "businessModel": "消费硬件与配套软件；设备、制造物流、订阅及支持费待拆" }, { "id": "YC32988", @@ -24325,26 +24365,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Workforce for lenders", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为信贷团队连接贷款资料并处理监控、合规和承保后台。", + "buyer": "信贷基金、银行、信用社及金融科技机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留金融专业应用；约10亿应收款流经平台是客户资产/业务规模，非Levocred收入或自有贷款。创始人旧2亿资产组合及信贷额度不归当前公司。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33023" + "YC-E-33023", + "INDUSTRY11-CAT-YC33023", + "INDUSTRY11-LEVOCRED-RECEIVABLES" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为信贷团队连接贷款资料并处理监控、合规和承保后台。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Finance", "B2B", "Enterprise Software" - ] + ], + "businessModel": "信贷专业软件；数据连接、工作流、部署和专业复核费待拆" }, { "id": "YC33045", @@ -25000,25 +25043,41 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：The AI-native firm for public influence.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合内部政策专家及AI系统提供政府事务和政府销售专业服务。", + "buyer": "需要政策沟通及政府合同支持的企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业服务而非通用销售平台。原文年化收入运行率超过50万不等ARR；官网人员审核和建立关系仍属交付，政府10万亿预算不是公司收入，财务截至日和币种未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有历史年化收入运行率自述；不是已核ARR，当前财务和经常性未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33283" + "YC-E-33283", + "INDUSTRY11-CAT-YC33283", + "INDUSTRY11-LOCKE-HOME", + "INDUSTRY11-LOCKE-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核原目录标签初分：结合内部政策专家及AI系统提供政府事务和政府销售专业服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "GovTech", "AI" - ] + ], + "businessModel": "专业政府事务服务；人员、资料及内部软件成本，合同和经常性待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网域名及创始人对应；页脚Justinian AI, Inc.，精确注册、签约及收入主体未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读内部Agent、客户上下文及政策专家审核交付描述；未执行产品、测试准确性或核专业服务成果。", + "evidenceIds": [ + "INDUSTRY11-CAT-YC33283", + "INDUSTRY11-LOCKE-HOME", + "INDUSTRY11-LOCKE-LAUNCH" + ] + } }, { "id": "YC33310", @@ -25149,32 +25208,34 @@ "id": "YC33317", "name": "Wondering", "url": "https://www.ycombinator.com/companies/wondering", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Duolingo for learning anything", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将个人学习主题转为短课、视觉内容、播客及互动练习。", + "buyer": "个人学习用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移个人应用而非学校专业采购；免费入门不等全部业务免费或零收入，个性化与记忆效果未独立测试，实际付费待核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33317" + "YC-E-33317", + "INDUSTRY11-CAT-YC33317" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：将个人学习主题转为短课、视觉内容、播客及互动练习。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "AI-Enhanced Learning", "Education", "Consumer", "AI", "AI Assistant" - ] + ], + "businessModel": "个人学习软件；订阅、内容生成及支持费用待核" }, { "id": "YC33318", @@ -26082,28 +26143,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：World's Earliest Test for Alzheimer's Biomarkers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在诊所通过VR眼动任务、附件及ML模型提供认知风险评估。", + "buyer": "长寿诊所、相关医疗机构及患者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按诊所检测交付保留行业，不当通用消费VR或已验证基础模型。提前15年、早期干预等只是公司主张，专利申请不等性能或审批，其他药品批准不证明该测试获批。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34862" + "YC-E-34862", + "INDUSTRY11-CAT-YC34862" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在诊所通过VR眼动任务、附件及ML模型提供认知风险评估。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Hard Tech", "Hardware", "Machine Learning", "B2B", "Healthcare" - ] + ], + "businessModel": "医疗检测服务及配套设备；临床人力、硬件、检测和模型成本待拆" }, { "id": "YC34893", @@ -26382,63 +26445,68 @@ "id": "YC35128", "name": "Talos", "url": "https://www.ycombinator.com/companies/talos-us", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 3, "location": "Baltimore, MD", - "business": "公司简介：Predictive maintenance for power infrastructure.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以监测设备及异常模型诊断变压器等电力设施并建议维护。", + "buyer": "电力设备及基础设施运营方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体监测，不从预测维护推自主控制电网。故障定位、预防损失和模型准确性未独立验证，行业停电损失不作公司收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35128" + "YC-E-35128", + "INDUSTRY11-CAT-YC35128" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以监测设备及异常模型诊断变压器等电力设施并建议维护。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Deep Learning", "Hardware", "IoT", "Energy", "AI" - ] + ], + "businessModel": "电力监测系统；设备、安装、连接、软件及维护费用待拆" }, { "id": "YC35190", "name": "Lantern AI", "url": "https://www.ycombinator.com/companies/lantern-ai", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Turn Your Taste Into Hires", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业整合人才检索、申请审核、AI面试和招聘分析。", + "buyer": "企业招聘及用人团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移企业通用招聘；People API是另一个产品入口，不把整个公司归通用基础设施。十亿专业人员图谱不是用户数或自研基础模型证明，创始人旧200万销售及曝光不当当前收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35190" + "YC-E-35190", + "INDUSTRY11-CAT-YC35190", + "INDUSTRY11-LANTERN-OLD-SALES" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为企业整合人才检索、申请审核、AI面试和招聘分析。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Human Resources", "Recruiting", "HR Tech", "Talent Acquisition", "AI" - ] + ], + "businessModel": "通用招聘软件与人才API；席位、用量、数据及接入费待拆" }, { "id": "YC35191", @@ -26651,31 +26719,35 @@ "id": "YC35266", "name": "TrueMile", "url": "https://www.ycombinator.com/companies/truemile", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native trucking company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2026年成立", + "business": "以自有车队和真人司机承运货物，AI辅助规划、找货及调度。", + "buyer": "有固定整车运输需求的货主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体运输，每票货和运价由人批准；无人卡车是未来计划。创始人家族运输700万以上历史收入与工具衍生TrueMile分开，法人/资产延续待核，不把全部旧运费转成新公司ARR。 原始成立及团队快照保留；主营复核不等财务或技术审计。", + "cohort": "2026年成立；自述由家族运输业务工具衍生，2026目录年份不证明旧经营、法人及资产另起，沿革待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35266" + "YC-E-35266", + "INDUSTRY11-CAT-YC35266", + "INDUSTRY11-TRUEMILE-HOME", + "INDUSTRY11-TRUEMILE-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以自有车队和真人司机承运货物，AI辅助规划、找货及调度。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "AIOps", "Machine Learning", "Logistics", "Data Science" - ] + ], + "businessModel": "运输承运；运费、车辆、司机、燃油、保险和人工运营成本待拆" }, { "id": "YC35289", @@ -26776,28 +26848,30 @@ "year": 2025, "team": 5, "location": "Boston", - "business": "公司简介：At-home molecular body test: 1,000+ biomarkers from a drop of blood", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "开发居家分子检测并整合生物标记、可穿戴与健康记录。", + "buyer": "个人检测用户及潜在健康服务合作方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按检测服务保留行业；1000标记性能、检测资格和风险准确性未独立核。人类生物学世界模型是发展目标，不认定已有通用模型、已获医疗批准或已实现模拟效果。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35322" + "YC-E-35322", + "INDUSTRY11-CAT-YC35322" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：开发居家分子检测并整合生物标记、可穿戴与健康记录。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech", "Consumer", "Diagnostics", "Health & Wellness", "AI" - ] + ], + "businessModel": "健康检测服务；采样、实验室、专业复核及软件成本待核" }, { "id": "YC35355", @@ -27414,26 +27488,30 @@ "year": 2026, "team": 12, "location": "Los Angeles, CA", - "business": "公司简介：The AI-Native Benefits Brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为中小雇主提供健康福利经纪、续保及投保管理服务。", + "buyer": "200人以下雇主及保险方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业经纪，不能按员工管理软件推席位收入。公司发布称由保险方支付，雇主无费不等没有公司收入；Plated旧400万多付福利和官网客户节省非Ignition收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "原始发布称由保险方支付、雇主无费；佣金或其他合同费率未给，不等零收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36015" + "YC-E-36015", + "INDUSTRY11-CAT-YC36015", + "INDUSTRY11-IGNITION-HOME", + "INDUSTRY11-IGNITION-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为中小雇主提供健康福利经纪、续保及投保管理服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Insurance", "Insurance", "AI" - ] + ], + "businessModel": "福利保险经纪；保险方支付，佣金合同、专业人力及平台成本待核" }, { "id": "YC36016", @@ -27656,28 +27734,30 @@ "id": "YC36181", "name": "Archangel Health", "url": "https://www.ycombinator.com/companies/archangel-health", - "cat": "C07", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Infra to make AI safe enough to practice medicine", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗AI后训练和评估提供EHR环境、医生核验数据及基准。", + "buyer": "前沿模型实验室、医疗AI企业及医疗系统", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移模型训练设施，非直接诊疗或患者检测。去标识及医生核验是自述未独立审计，现采用不等合同金额；开源后训练是进一步方向，未验证临床安全或数据权利。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36181" + "YC-E-36181", + "INDUSTRY11-CAT-YC36181" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为医疗AI后训练和评估提供EHR环境、医生核验数据及基准。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech" - ] + ], + "businessModel": "医疗模型训练数据与RL环境；医生标注、数据授权、计算及服务费待拆" }, { "id": "YC36213", @@ -27937,25 +28017,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Deployed AI to turn EHR data into study-ready datasets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在研究团队环境内整合病历和设备资料形成临床研究数据集。", + "buyer": "医疗临床研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留医疗研究应用，当前交付非通用模型训练数据。10家以上机构付费采用不等10家公司ARR可估；80%节省未独立核，模糊案例人工复核，旧HSS700团队及Kairo退出不归Sutrix采用或营收。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36576" + "YC-E-36576", + "INDUSTRY11-CAT-YC36576" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在研究团队环境内整合病历和设备资料形成临床研究数据集。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Healthcare", "Healthcare IT" - ] + ], + "businessModel": "研究专业数据软件与实施；映射、接入、专业审核及部署成本待拆" }, { "id": "YC36577", @@ -28212,30 +28294,32 @@ "id": "YC36940", "name": "Quippy", "url": "https://www.ycombinator.com/companies/quippy", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Helps build social skills through daily practice", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人提供日常社交情境对话练习和逐句反馈。", + "buyer": "个人沟通训练用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移个人应用，非企业销售训练或已验证心理治疗。自适应课程和稳定改善是产品主张，未独立测效果，实际付费和留存仍缺。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36940" + "YC-E-36940", + "INDUSTRY11-CAT-YC36940" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为个人提供日常社交情境对话练习和逐句反馈。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "AI-Enhanced Learning", "Social", "Health & Wellness" - ] + ], + "businessModel": "个人练习应用；订阅、对话用量及支持费用待核" }, { "id": "YC36972", @@ -36136,6 +36220,157 @@ "reason": "重复发布不重复计数，旧公司收入不转给当前建筑软件", "evidence": "INDUSTRY10-CAT-YC31243", "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LOCKE-RUNRATE", + "company": "YC33283", + "name": "Locke", + "kind": "历史年化收入运行率自述", + "value": 500000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布称静默上线六周，精确财务日未给", + "scope": "政府事务服务业务，软件/人力及合同覆盖未拆", + "selection": "historical", + "reason": "原文annual revenue run-rate不是ARR；币种、确认和经常性未核，不入同期比较", + "evidence": "INDUSTRY11-LOCKE-LAUNCH", + "comparisonGroup": null, + "metric": "annualized-revenue" + }, + { + "id": "INDUSTRY11-O-MOUNT-OLD-MEDIA", + "company": "YC31440", + "name": "AGI Deploy Co", + "kind": "创始人旧媒体公司收入", + "value": 400000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-05-22发布追述，经营期间未给", + "scope": "John此前AI媒体业务，非Mount或AGI Deploy Co收入", + "selection": "excluded", + "reason": "旧媒体收入不归现保险或行业改造业务", + "evidence": "INDUSTRY11-MOUNT-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-TRUEMILE-OLD-REV", + "company": "YC35266", + "name": "TrueMile", + "kind": "创始人家族运输历史收入", + "value": 7000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前YC简介追述，累计经营期和实体延续未给", + "scope": "家族卡车运输业务，非已证明TrueMile同期收入", + "selection": "excluded", + "reason": "工具衍生沿革不足以转移旧运输收入，不记ARR或当前新公司业绩", + "evidence": "INDUSTRY11-CAT-YC35266", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LATO-CLIENT-AUM", + "company": "YC32682", + "name": "LATO", + "kind": "客户基金管理资产规模", + "value": 400000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前YC简介，资产基准日未给", + "scope": "客户投资机构资产，非LATO自有收入", + "selection": "excluded", + "reason": "客户AUM不是研究平台收费，不假设费率反推ARR", + "evidence": "INDUSTRY11-CAT-YC32682", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LEVOCRED-ASSETS", + "company": "YC33023", + "name": "Levocred AI", + "kind": "客户应收款流经平台", + "value": 1000000000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2026-08-11发布，资产时点未给", + "scope": "客户信贷/应收业务规模，非Levocred收入", + "selection": "excluded", + "reason": "处理金额不是自身营收，前职资产组合亦排除", + "evidence": "INDUSTRY11-LEVOCRED-RECEIVABLES", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LANTERN-OLD-REV", + "company": "YC35190", + "name": "Lantern AI", + "kind": "创始人此前创业销售", + "value": 2000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-28发布追述，旧财务期未给", + "scope": "创始人旧公司，非Lantern收入", + "selection": "excluded", + "reason": "旧公司销售和人才图谱不推现公司收入", + "evidence": "INDUSTRY11-LANTERN-OLD-SALES", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-IGNITION-OLD-COST", + "company": "YC36015", + "name": "Ignition Benefits", + "kind": "创始人前公司多付福利费用", + "value": 4000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-10-22发布追述五年", + "scope": "Plated福利成本，非Ignition收入", + "selection": "excluded", + "reason": "旧雇主支出和当前客户节省均不是经纪费收入", + "evidence": "INDUSTRY11-IGNITION-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-VERDANT-DEPLOY", + "company": "YC32189", + "name": "Verdant", + "kind": "付费部署采用", + "value": 4, + "bound": "=", + "unit": "机构/部署数", + "timing": "当前YC简介，四周平均销售周期非收入期", + "scope": "4州付费部署数，不等独立法人或合同金额", + "selection": "adoption", + "reason": "只证明有付费采用的自述，不能乘未知标价推MRR", + "evidence": "INDUSTRY11-CAT-YC32189", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-SUTRIX-PAID", + "company": "YC36576", + "name": "Sutrix", + "kind": "付费研究机构采用", + "value": 10, + "bound": ">=", + "unit": "机构/部署数", + "timing": "当前YC简介，统计截至日未给", + "scope": "10家以上机构中的研究团队，非收入数", + "selection": "adoption", + "reason": "机构/团队数和80%预备时间下降非ARR，旧HSS700团队不相加", + "evidence": "INDUSTRY11-CAT-YC36576", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-VELTHA-DEMO", + "company": "YC32352", + "name": "Veltha", + "kind": "官网示例理赔赔款", + "value": 27355.03, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，非实际财务期间", + "scope": "sample crop claim演示赔付，非Veltha收入", + "selection": "excluded", + "reason": "演示理赔金额不是公司收费，也不证明实际付款", + "evidence": "INDUSTRY11-VELTHA-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -60239,6 +60474,490 @@ "kind": "公司公开资料复核", "summary": "发布称已评估3000多次assessment，原文$60k ARR。", "limitation": "发布日非精确财务截至日，正文可更新；币种、经常性、合同覆盖及实际收款未核，评测量不等付费客户。" + }, + { + "id": "INDUSTRY11-CAT-YC31363", + "companyId": "YC31363", + "title": "Saffron当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/saffron", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以真实代码库和AI辅助编程过程评估工程师候选人。 评估对象是人而非基础模型，移企业通用工作；创始人研究履历不当当前产品独立评测，评分公平与防作弊、实际付费未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31374", + "companyId": "YC31374", + "title": "Tenet Industries当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/tenet-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "建设采用AI及机器人的电子制造与PCB组装工厂。 移实体制造，目录称正在慕尼黑建厂，不认定已建成或实现即时量产；加工订单不等软件订阅，设备利用率、合同及交付能力未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31440", + "companyId": "YC31440", + "title": "AGI Deploy Co当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/agi-deploy-co", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述以通用智能重建关键行业公司，当前具体交付待核。 短简介暂留行业专业，不能仅因AGI命名归基础模型。附载Mount保险发布与现AGI Deploy Co的改名/业务链未核，旧媒体40万收入不归当前公司；官网读取缺项。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31461", + "companyId": "YC31461", + "title": "Collar当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/collar", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "协助上市公司准备业绩会、投资者沟通及后续经营工作。 保留专业IR而非面向个人投资者或通用CRM。引用与提词、经营优化未实测；节省时间及利润最大化宣传不是公司收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31490", + "companyId": "YC31490", + "title": "Nxtcure Labs当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/nxtcure-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供AI辅助药物研发CRO服务，并开发癌症患者移动平台。 主交付按CRO保留行业，患者应用另列而不重复增公司。所谓从发现到上市不证明临床有效或取得批准；目录团队为0保留原值，不推没有人员。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31520", + "companyId": "YC31520", + "title": "Kinect当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/kinect", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为DTC品牌提供对话导购、动态页面及面向购物代理的品牌资料。 移客户收入运营；11家live客户不直接等11家付费，80%新访客对话和客户销售不当Kinect营收，品牌数据接口不使全公司成为通用Agent设施。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31858", + "companyId": "YC31858", + "title": "Torus当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/torus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工程公司和设施业主生成工程包、图纸等多专业设计材料。 保留工程软件而非直接承建电厂。Fortune 500采用不等付费金额，前线工程师仍属成本；创始人Heimdal及Orion融资不归Torus收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32122", + "companyId": "YC32122", + "title": "Donkey当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/donkey", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以自营贸易主体承接进口货物报价、采购、验货及交付。 移实体交付；买家向Donkey购买货物而非购买采购软件。锁价后成本变化由其承担，AI寻源与确定性定价分开；货款、毛利和经常性软件收入不可互换。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32189", + "companyId": "YC32189", + "title": "Verdant当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/verdant", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为地方政府审核许可申请、检查材料并生成后续报告。 保留政务应用；200多申请与4州4付费部署分别记录，不猜合同金额。110亿年度政府行业支出不作公司收入，AI错误及正式审批仍待核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32194", + "companyId": "YC32194", + "title": "GUILD当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/guild", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "承接政府航空航天零件合同并组织制造及交付。 按实际零件交付移实体产业，不当软件席位或获客平台。自述赢合同不等已确认收入，制造自动化程度、产能和实际订单未独立核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32222", + "companyId": "YC32222", + "title": "Audun当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/audun", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI及人工专员提供催收沟通、分期安排和后台文书服务。 保留专业催收，非普通营销呼叫。最多90%案件自动化只是厂商自述；争议和人工请求转专员。债权余额、代收回款和自有收费分开，牌照及收费未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32286", + "companyId": "YC32286", + "title": "Definite当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/definite", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "只读整合ERP、账簿、薪酬及支付资料供财务分析和代理使用。 按现通用财务移C05；旧银行监管报告定位分期。模型提出映射，确定性规则计算并由人审批；官网示例余额/收入不是公司财务，未写回或移动资金为自述未实测。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32352", + "companyId": "YC32352", + "title": "Veltha当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/veltha", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "辅助理赔全案审核与人工签批；近期发布另称工伤TPA端到端服务。 保留行业理赔。10月7日TPA发布与现官网多险种AI adjuster定位并列，不能断言只卖软件或已完全转型。持牌理算师签批是自述；演示赔款和希望引荐的大公司不是实际收入或客户。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32617", + "companyId": "YC32617", + "title": "Whitespace当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/whitespace", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为批发分销商处理库存预测、客户服务和ERP订单工作。 保留行业全流程，不只按客服移获客运营。官网/发布自述自我改进非独立验证，人类审核异常和更正仍在；60万亿市场、客户订单行数、创始人旧公司ARR不归当前收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32682", + "companyId": "YC32682", + "title": "LATO当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lato", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为投资机构及企业研究投资假设并进行市场研究和模拟。 保留专业投资研究；客户基金管理4000亿以上资产不是LATO收入，行业单次50万尽调成本不当自身价目或ARR，专家来源及报告质量未独立核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32985", + "companyId": "YC32985", + "title": "Lumeria当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lumeria", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供手机夹式多光谱皮肤扫描硬件及长期追踪软件。 移实体硬件，个人应用为配套。8月199预售价和后续329计划不当现价、实收或MRR，9—10月计划发货不证明已交付；创始人内容观看量不是付费数或临床验证。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC33023", + "companyId": "YC33023", + "title": "Levocred AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/levocred-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为信贷团队连接贷款资料并处理监控、合规和承保后台。 保留金融专业应用；约10亿应收款流经平台是客户资产/业务规模，非Levocred收入或自有贷款。创始人旧2亿资产组合及信贷额度不归当前公司。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC33283", + "companyId": "YC33283", + "title": "Locke当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/locke", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合内部政策专家及AI系统提供政府事务和政府销售专业服务。 保留专业服务而非通用销售平台。原文年化收入运行率超过50万不等ARR；官网人员审核和建立关系仍属交付，政府10万亿预算不是公司收入，财务截至日和币种未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC33317", + "companyId": "YC33317", + "title": "Wondering当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/wondering", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将个人学习主题转为短课、视觉内容、播客及互动练习。 移个人应用而非学校专业采购；免费入门不等全部业务免费或零收入，个性化与记忆效果未独立测试，实际付费待核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC34862", + "companyId": "YC34862", + "title": "Saccade当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/saccade", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在诊所通过VR眼动任务、附件及ML模型提供认知风险评估。 按诊所检测交付保留行业，不当通用消费VR或已验证基础模型。提前15年、早期干预等只是公司主张，专利申请不等性能或审批，其他药品批准不证明该测试获批。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35128", + "companyId": "YC35128", + "title": "Talos当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/talos-us", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以监测设备及异常模型诊断变压器等电力设施并建议维护。 移实体监测，不从预测维护推自主控制电网。故障定位、预防损失和模型准确性未独立验证，行业停电损失不作公司收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35190", + "companyId": "YC35190", + "title": "Lantern AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lantern-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业整合人才检索、申请审核、AI面试和招聘分析。 移企业通用招聘；People API是另一个产品入口，不把整个公司归通用基础设施。十亿专业人员图谱不是用户数或自研基础模型证明，创始人旧200万销售及曝光不当当前收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35266", + "companyId": "YC35266", + "title": "TrueMile当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/truemile", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以自有车队和真人司机承运货物，AI辅助规划、找货及调度。 移实体运输，每票货和运价由人批准；无人卡车是未来计划。创始人家族运输700万以上历史收入与工具衍生TrueMile分开，法人/资产延续待核，不把全部旧运费转成新公司ARR。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35322", + "companyId": "YC35322", + "title": "Helios Intelligence当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/helios-intelligence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "开发居家分子检测并整合生物标记、可穿戴与健康记录。 按检测服务保留行业；1000标记性能、检测资格和风险准确性未独立核。人类生物学世界模型是发展目标，不认定已有通用模型、已获医疗批准或已实现模拟效果。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36015", + "companyId": "YC36015", + "title": "Ignition Benefits当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/ignition-benefits", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为中小雇主提供健康福利经纪、续保及投保管理服务。 保留专业经纪，不能按员工管理软件推席位收入。公司发布称由保险方支付，雇主无费不等没有公司收入；Plated旧400万多付福利和官网客户节省非Ignition收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36181", + "companyId": "YC36181", + "title": "Archangel Health当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/archangel-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗AI后训练和评估提供EHR环境、医生核验数据及基准。 移模型训练设施，非直接诊疗或患者检测。去标识及医生核验是自述未独立审计，现采用不等合同金额；开源后训练是进一步方向，未验证临床安全或数据权利。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36576", + "companyId": "YC36576", + "title": "Sutrix当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/sutrix", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在研究团队环境内整合病历和设备资料形成临床研究数据集。 保留医疗研究应用，当前交付非通用模型训练数据。10家以上机构付费采用不等10家公司ARR可估；80%节省未独立核，模糊案例人工复核，旧HSS700团队及Kairo退出不归Sutrix采用或营收。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36940", + "companyId": "YC36940", + "title": "Quippy当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/quippy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为个人提供日常社交情境对话练习和逐句反馈。 移个人应用，非企业销售训练或已验证心理治疗。自适应课程和稳定改善是产品主张，未独立测效果，实际付费和留存仍缺。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-LOCKE-HOME", + "companyId": "YC33283", + "title": "Locke当前专业人员与内部AI交付", + "url": "https://locke.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "内部政策人员和游说专家审核AI输出并开展关系工作；现列游说及政府销售，公共事务和监管合规标coming soon。页脚为Justinian AI, Inc.。", + "limitation": "没有读取注册、合同或收费明细，不把内部软件当独立SaaS；页脚名称不证明注册日期，发展方向不当已交付。" + }, + { + "id": "INDUSTRY11-TRUEMILE-HOME", + "companyId": "YC35266", + "title": "TrueMile当前人车运营与审批", + "url": "https://truemile.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以自有卡车及真人司机承运，数学优化规划、AI执行；人员审核每票货并签运价，有司机招聘和owner-operator合作入口。", + "limitation": "未核车队权属、运力、运输资质或实际成本；家族业务转型链未清，当前收入不由创始人旧运费继承。" + }, + { + "id": "INDUSTRY11-DEFINITE-HOME", + "companyId": "YC32286", + "title": "Definite现通用财务模型及演示边界", + "url": "https://www.usedefinite.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称只读整合财务系统，客户配置规则决定处置；模型提议，确定性计算和人工审核。提供托管、客户云/VPC、本地与隔离部署。", + "limitation": "示例余额、收入及费用明确为illustrative，不是公司财务。定制映射和缺失连接开发是实施工作，未验证权限、准确性、收费或运行产品。" + }, + { + "id": "INDUSTRY11-AGI-ACCESS", + "companyId": "YC31440", + "title": "AGI Deploy Co当前官网缺项", + "url": "https://agideploy.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得官网正文，当前关键行业重建定位仅据短YC简介。", + "limitation": "不可读不代表停业；未核与Mount改名、收购、承保资格、当前产品或收费，不从旧发布推定当前交付。" + }, + { + "id": "INDUSTRY11-VELTHA-HOME", + "companyId": "YC32352", + "title": "Veltha现官网理赔软件与TPA发布差异", + "url": "https://veltha.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现称多险种AI adjuster，由用户理算师审核签批，展示样例农险赔付27355.03；页脚Veltha Inc.。", + "limitation": "样例赔付不是公司收入或实际客户回款。现网站和近期TPA发布交付范围不同，是否双线、转型、合同收费及持牌人员责任待核，未运行处理真实理赔。" + }, + { + "id": "INDUSTRY11-AUDUN-HOME", + "companyId": "YC32222", + "title": "Audun人工接管及催收服务", + "url": "https://audun.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述分析余额及历史资料、协商支付，争议及请求人工帮助的情形交给案件专员，页脚Audun Inc.。", + "limitation": "未核债权人合同、佣金费率、牌照或实际回收，借款人余额和代收支付不是本公司营收。" + }, + { + "id": "INDUSTRY11-IGNITION-HOME", + "companyId": "YC36015", + "title": "Ignition持牌专家与客户费用边界", + "url": "https://www.ignitionbenefits.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称AI福利经纪和持牌专家协作，雇主无直接费用；列客户年度节省案例156914和113115。", + "limitation": "未核持牌登记、保险方佣金、实际理赔和续费。客户节省为公司转述，不能记自身收入，雇主免费不等零营收。" + }, + { + "id": "INDUSTRY11-DONKEY-HOME", + "companyId": "YC32122", + "title": "Donkey货物买卖主体与锁价责任", + "url": "https://donkey.trade/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网示例由Donkey Trade Inc.作为卖方签货物销售确认，货值、运费和关税列项，签后成本变化自行承担，员工在厂验货。", + "limitation": "示例51318.92到岸报价和复购宣传不是已确认收入。精确注册、存货权属、总额/净额会计、退款和贸易毛利未核，不能视SaaS。" + }, + { + "id": "INDUSTRY11-LOCKE-LAUNCH", + "companyId": "YC33283", + "title": "Locke历史年化收入运行率原文", + "url": "https://www.ycombinator.com/launches/SSp-locke-the-first-ai-government-affairs-firm", + "publishedAt": "2026-08-06", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述静默上线六周后超过原文$500K annual revenue run-rate。", + "limitation": "不是ARR表述；币种、精确财务日、确认、回款和服务经常性未核，不能用发布日或访问日替代财务日。" + }, + { + "id": "INDUSTRY11-TRUEMILE-LAUNCH", + "companyId": "YC35266", + "title": "TrueMile运营沿革及人工审批", + "url": "https://www.ycombinator.com/launches/Waf-truemile-the-ai-native-trucking-company", + "publishedAt": "2026-10-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述家族运输业务起家、以自有车队启动；每票货由人批准，四个月每英里收入及里程相对行业的表现为自述。", + "limitation": "17%/8%每英里提升及10%里程增加不是收入总额或独立实测；旧业务实体延续和当前收入缺项。" + }, + { + "id": "INDUSTRY11-MOUNT-LAUNCH", + "companyId": "YC31440", + "title": "附载Mount保险发布与创始人旧媒体收入", + "url": "https://www.ycombinator.com/launches/QUI-mount-the-ai-agent-insurance-carrier", + "publishedAt": "2026-05-22", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-05-22发布AI Agent责任保险扫描、红队及承保愿景；John此前媒体公司原文$400K收入。", + "limitation": "Mount与现AGI Deploy Co的沿革及承保许可未核，既有媒体收入排除，保险保费不视软件ARR。" + }, + { + "id": "INDUSTRY11-VELTHA-TPA", + "companyId": "YC32352", + "title": "Veltha十月TPA专业服务发布", + "url": "https://www.ycombinator.com/launches/U2X-veltha-ai-native-tpa-for-workers-comp", + "publishedAt": "2026-10-07", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "10月7日自述工伤TPA端到端服务，持牌理算师审核签每个决定；期望引荐多家雇主。", + "limitation": "未核许可、客户、理赔及收费；期望引荐的Disney等不是已签客户，6小时到10分钟为厂商效果主张，网站定位另列。" + }, + { + "id": "INDUSTRY11-IGNITION-LAUNCH", + "companyId": "YC36015", + "title": "Ignition付款方原始发布", + "url": "https://www.ycombinator.com/launches/TzC-ignition-the-ai-native-benefits-broker-for-modern-companies", + "publishedAt": "2026-10-22", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布明确由保险方支付而非雇主；创始人Plated旧福利多付400万以上。", + "limitation": "没有佣金费率、真实合同金额或财务期间，旧客户多付费用与新经纪收入分开。" + }, + { + "id": "INDUSTRY11-LUMERIA-PREORDER", + "companyId": "YC32985", + "title": "Lumeria历史预售和计划发货", + "url": "https://www.ycombinator.com/launches/Sbr-lumeria-what-if-there-was-an-oura-ring-for-skin", + "publishedAt": "2026-08-12", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "8月12日发布199创始预售价至8月16日、之后329，并计划9—10月发货及含三个月Premium。", + "limitation": "历史报价、预售与承诺发货不等已收确认收入、实际发货或当前价格，设备和后续软件收入分开。" + }, + { + "id": "INDUSTRY11-LEVOCRED-RECEIVABLES", + "companyId": "YC33023", + "title": "Levocred平台应收款规模", + "url": "https://www.ycombinator.com/launches/SZ8-levocred-ai-platform-for-credit-funds-fintechs-and-banks", + "publishedAt": "2026-08-11", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称约原文$1Bn应收款流经平台；创始人以前管理$200M组合。", + "limitation": "客户业务/资产规模及创始人旧组合不是公司营收，不能假设佣金率推ARR。" + }, + { + "id": "INDUSTRY11-LANTERN-OLD-SALES", + "companyId": "YC35190", + "title": "Lantern招聘交付及旧销售归属", + "url": "https://www.ycombinator.com/launches/WZB-lantern-agentic-recruiting-platform-for-the-future", + "publishedAt": "2026-10-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述十亿人才图谱和招聘任务，创始人此前创业合计原文$2M销售。", + "limitation": "人才资料数不是独立用户、付费或自研模型证明；此前企业业绩不能转给Lantern。" } ], "reviews": [ @@ -64185,6 +64904,102 @@ "INDUSTRY10-LITMUS-LAUNCH" ], "handling": "精确财务日、币种、经常性、收款及服务拆分待核，不入同期可比ARR或平台MRR。演示测试与沙盒执行描述不等独立技术评测或评分公平保证，招聘决定仍需用户负责。" + }, + { + "id": "INDUSTRY11-R-TAGS28", + "type": "行业原标签池最终28项交付复核", + "company": "原C07目录标签池剩余28家公司", + "scope": "companies", + "companyIds": [ + "YC31363", + "YC31374", + "YC31440", + "YC31461", + "YC31490", + "YC31520", + "YC31858", + "YC32122", + "YC32189", + "YC32194", + "YC32222", + "YC32286", + "YC32352", + "YC32617", + "YC32682", + "YC32985", + "YC33023", + "YC33317", + "YC34862", + "YC35128", + "YC35190", + "YC35266", + "YC35322", + "YC36015", + "YC36181", + "YC36576", + "YC36940" + ], + "summary": "28项当前主营及相关发布节选已读；15保留行业、13迁移。原68项标签池全部主营复核，合计39保留、29迁移，不代表所有财务/能力已核。", + "evidenceIds": [ + "INDUSTRY11-CAT-YC31363", + "INDUSTRY11-CAT-YC31374", + "INDUSTRY11-CAT-YC31440", + "INDUSTRY11-CAT-YC31461", + "INDUSTRY11-CAT-YC31490", + "INDUSTRY11-CAT-YC31520", + "INDUSTRY11-CAT-YC31858", + "INDUSTRY11-CAT-YC32122", + "INDUSTRY11-CAT-YC32189", + "INDUSTRY11-CAT-YC32194", + "INDUSTRY11-CAT-YC32222", + "INDUSTRY11-CAT-YC32286", + "INDUSTRY11-CAT-YC32352", + "INDUSTRY11-CAT-YC32617", + "INDUSTRY11-CAT-YC32682", + "INDUSTRY11-CAT-YC32985", + "INDUSTRY11-CAT-YC33023", + "INDUSTRY11-CAT-YC33317", + "INDUSTRY11-CAT-YC34862", + "INDUSTRY11-CAT-YC35128", + "INDUSTRY11-CAT-YC35190", + "INDUSTRY11-CAT-YC35266", + "INDUSTRY11-CAT-YC35322", + "INDUSTRY11-CAT-YC36015", + "INDUSTRY11-CAT-YC36181", + "INDUSTRY11-CAT-YC36576", + "INDUSTRY11-CAT-YC36940", + "INDUSTRY11-TRUEMILE-HOME", + "INDUSTRY11-DEFINITE-HOME", + "INDUSTRY11-AGI-ACCESS", + "INDUSTRY11-VELTHA-HOME", + "INDUSTRY11-AUDUN-HOME", + "INDUSTRY11-IGNITION-HOME", + "INDUSTRY11-DONKEY-HOME", + "INDUSTRY11-TRUEMILE-LAUNCH", + "INDUSTRY11-MOUNT-LAUNCH", + "INDUSTRY11-VELTHA-TPA", + "INDUSTRY11-IGNITION-LAUNCH", + "INDUSTRY11-LUMERIA-PREORDER", + "INDUSTRY11-LEVOCRED-RECEIVABLES", + "INDUSTRY11-LANTERN-OLD-SALES" + ], + "handling": "自营贸易、运输、制造及检测和软件分开；Definite示例、Veltha演示赔款、客户资产和旧公司销售排除。Veltha官网与TPA发布、AGI Deploy与Mount、TrueMile家族业务沿革分别留缺。Verdant和Sutrix付费采用不推MRR。" + }, + { + "id": "INDUSTRY11-R-LOCKE", + "type": "专业服务年化收入与ARR区别", + "company": "Locke", + "scope": "companies", + "companyIds": [ + "YC33283" + ], + "summary": "原始发布称超过50万annual revenue run-rate，录为历史年化收入而非ARR；官网确认内部政策专家与Agent协作。", + "evidenceIds": [ + "INDUSTRY11-CAT-YC33283", + "INDUSTRY11-LOCKE-HOME", + "INDUSTRY11-LOCKE-LAUNCH" + ], + "handling": "原文$币种、精确财务日、实际回款、合同经常性及人力/软件分摊未核；Justinian AI, Inc.页脚非注册证明。不能按专业服务运行率计算同期SaaS行业平均ARR或造假概率。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 8b2f8d1..3a99404 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-10", + "version": "2026-10-31-industry-11", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录36条深化并保留发现来源；本快照基础项612条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；原C07标签池68项中的40项已读：24保留、16迁移，余28项。Litmus历史6万ARR留缺不入同期比较；LogosGuard个人/企业数据流和Control Seat现硬件维护/旧集成分开。Inth产品代码审核及收费、Axial现内核/旧制造、FinalDoseAI实际作用与临床证据均按范围记录。客户节省、专利支出、前机构资产及旧收入排除。C05原主营规则89项成果待另一分支整合；其他基础资料、全部公开来源及财务/技术缺项继续保留。", + "nextCheck": "原新增目录37条深化并保留发现来源；本快照基础项639条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；原C07标签池68项全部已读：39保留、29迁移。合计252项主营复核，不等所有公司财务/技术已核。Locke历史超过50万年化收入运行率不是ARR；Donkey/TrueMile贸易与运输、保险经纪和TPA服务不当同质SaaS。Veltha官网/TPA定位、Mount与AGI Deploy、TrueMile家族业务沿革、AGI官网缺项保留。付费采用不推收入，客户资产、旧公司及演示金额排除。C05原主营规则89项成果待另一分支整合；其他基础资料、全部公开来源及财务/技术缺项仍需继续核对。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 81d567c..e1e615e 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-10", + "sourceVersion": "2026-10-31-industry-11", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 8d7b10df1969c69e9d9f09b149d05f26896c4f03 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:24:38 +0800 Subject: [PATCH 14/29] Review model tag candidates and separate licensing and revenue evidence --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 10 +- content/research/ai-companies.seed.json | 1222 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1033 insertions(+), 209 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index abe5800..ad16498 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1858); - assert.equal(research.observations.length, 237); + assert.equal(research.evidence.length, 1909); + assert.equal(research.observations.length, 240); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index ff08234..4035e77 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1858); - assert.equal(initial.observations.length, 237); + assert.equal(initial.evidence.length, 1909); + assert.equal(initial.observations.length, 240); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c461883..1b784d8 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-sales-models-1", + "version": "2026-10-31-model-tags-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -3112,26 +3112,28 @@ "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Reasoning Fine-Tuning", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为开发者采集使用信号、构建奖励及微调模型并提供部署接口。", + "buyer": "AI应用开发及模型团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留后训练设施；2025发布仍邀alpha，不直接等当前大规模生产。三行SDK和推理可靠性为宣传，旧雇主能力不作该公司独立评测。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30350" + "YC-E-30350", + "MODELTAG-CAT-YC30350" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：为开发者采集使用信号、构建奖励及微调模型并提供部署接口。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Developer Tools", "Generative AI", "Reinforcement Learning" - ] + ], + "businessModel": "模型后训练服务；数据、训练、推理及平台费用待拆" }, { "id": "YC30351", @@ -3170,27 +3172,30 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Continual Learning for Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以企业工作资料和反馈构建评测、记忆及持续后训练系统。", + "buyer": "企业AI及模型团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留模型专门化供给；Monte官网明确SFT/RL/蒸馏和托管或VPC。嵌入客户团队的研究工作是成本，演示训练曲线不当独立实测或已付费合同。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30352" + "YC-E-30352", + "MODELTAG-CAT-YC30352", + "MODELTAG-MONTE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：以企业工作资料和反馈构建评测、记忆及持续后训练系统。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "B2B", "Infrastructure", "AI" - ] + ], + "businessModel": "后训练平台与研究人员实施；计算、数据、驻场及支持费用待拆" }, { "id": "YC30353", @@ -4121,31 +4126,33 @@ "id": "YC30446", "name": "Kirana AI", "url": "https://www.ycombinator.com/companies/kirana-ai", - "cat": "C02", + "cat": "C07", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI manager for physical stores", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过门店本地GPU分析视频以发现盗窃、安全和缺货问题。", + "buyer": "杂货零售及门店运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按零售运营移行业应用，不是通用模型训练平台。POS、订货、定价及任务委派部分是未来计划，家族百年经营不等公司成立或自身财务。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30446" + "YC-E-30446", + "MODELTAG-CAT-YC30446" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：通过门店本地GPU分析视频以发现盗窃、安全和缺货问题。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Grocery", "Computer Vision", "Retail", "AI" - ] + ], + "businessModel": "门店管理系统；本地设备、视频、安装及运营软件费待拆" }, { "id": "YC30449", @@ -4347,26 +4354,30 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Product Native Models", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供面向小模型的托管后训练包及全程训练工具。", + "buyer": "AI产品及模型开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留当前模型设施，旧Clado人员研究发布与现Freesolo分期。整次训练前报价不等收入确认或包月ARR，SFT/RL成本优于Tinker只是厂商比较未复现。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "整次训练运行预先报价，非单纯GPU小时或tokens事后计费；具体金额及持续合同未给", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30462" + "YC-E-30462", + "MODELTAG-CAT-YC30462", + "MODELTAG-FREESOLO-HOME", + "MODELTAG-FREESOLO-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：提供面向小模型的托管后训练包及全程训练工具。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "B2B", "AI" - ] + ], + "businessModel": "托管后训练；按训练运行报价，计算、调参与支持成本待核" }, { "id": "YC30463", @@ -4809,26 +4820,29 @@ "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：Specialized AI for Every Job", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将客户真实工作资料和专家数据转为模拟训练环境及专用代理。", + "buyer": "前沿模型实验室与企业AI团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "据现官网保留模型训练设施；旧记忆层发布与当前环境/驻场方案分开。多任务清单非全部已付费交付，43%及七倍历史效果未独立核。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30488" + "YC-E-30488", + "MODELTAG-CAT-YC30488", + "MODELTAG-THETA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：将客户真实工作资料和专家数据转为模拟训练环境及专用代理。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "B2B", "AI" - ] + ], + "businessModel": "训练环境与定制部署；专家、环境建设、训练及实施成本待拆" }, { "id": "YC30491", @@ -5273,31 +5287,47 @@ "id": "YC30521", "name": "Kairos", "url": "https://www.ycombinator.com/companies/kairos", - "cat": "C02", + "cat": "C05", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Specialized AI for Critical Industries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为受监管企业定制并在客户环境内部署专业代理系统。", + "buyer": "受监管企业内部运营及AI团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按企业定制交付移C05，另有Telos经验学习层，不仅凭AI标签当模型厂商。官网99%以上可靠性不直接外推；Telos自述不修改底模权重，基准不是独立测试。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有当前企业部署及Telos自测材料；付费、合同和实际服务效果未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30521" + "YC-E-30521", + "MODELTAG-CAT-YC30521", + "MODELTAG-KAIROS-HOME", + "MODELTAG-TELOS-REPORT" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核模型原标签池：为受监管企业定制并在客户环境内部署专业代理系统。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "AIOps", "Machine Learning", "Reinforcement Learning", "AI" - ] + ], + "businessModel": "通用企业定制代理；流程梳理、实施、运行及支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构与官网/产品材料对应；精确法律注册、签约及当前收入主体未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读Telos厂商方法和有范围限制的基准自述；未运行或独立复现，不把自测直接当独立模型排名。", + "evidenceIds": [ + "MODELTAG-CAT-YC30521", + "MODELTAG-KAIROS-HOME", + "MODELTAG-TELOS-REPORT" + ] + } }, { "id": "YC30523", @@ -6332,31 +6362,34 @@ "id": "YC30620", "name": "Bidflow", "url": "https://www.ycombinator.com/companies/bidflow", - "cat": "C02", + "cat": "C07", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Takeoffs for Electrical", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "读取电气施工图并辅助算量、成本估计和投标。", + "buyer": "电气施工承包及估价团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "移行业应用；旧Ghostship QA发布与当前电气估价分期。99%计数准确性未核，客户投标/维修金额非公司收入，创始人16岁旧12万业绩不归当前产品。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30620" + "YC-E-30620", + "MODELTAG-CAT-YC30620", + "MODELTAG-BIDFLOW-OLD-REV" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：读取电气施工图并辅助算量、成本估计和投标。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "SaaS", "Computer Vision", "Construction", "Infrastructure" - ] + ], + "businessModel": "电气估价专业软件；图纸处理、项目及人工审核成本待拆" }, { "id": "YC30622", @@ -6366,28 +6399,30 @@ "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Building socially intelligent AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在内部采集人类语音及视频以供模型训练。", + "buyer": "语音、视频及交互模型团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留数据供给；已向语音模型实验室交付为自述，无金额。完全同意授权、不买第三方和多语言覆盖未独立核，不据social intelligence认定自己已发布基础模型。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30622" + "YC-E-30622", + "MODELTAG-CAT-YC30622" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：在内部采集人类语音及视频以供模型训练。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Marketplace", "B2B", "Data Labeling", "Big Data", "AI" - ] + ], + "businessModel": "训练数据供给；采集、参与者报酬、权利、标注及许可成本待拆" }, { "id": "YC30623", @@ -6804,25 +6839,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Making Models Follow Rules.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述研究让模型遵循规则的对齐问题，具体当前产品待核。", + "buyer": "AI对齐及部署团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "短简介暂留模型设施，官网只有联系入口，未证明训练、评测或安全服务哪一项已交付。bulletproof为愿景而非安全证明，不因官网少字推零收入或停业。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30643" + "YC-E-30643", + "MODELTAG-CAT-YC30643", + "MODELTAG-NUNTIUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：自述研究让模型遵循规则的对齐问题，具体当前产品待核。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "AI" - ] + ], + "businessModel": "模型对齐相关供给暂分类；技术、产品与收费边界待核" }, { "id": "YC30644", @@ -7055,32 +7093,36 @@ "id": "YC30652", "name": "OnDeck AI", "url": "https://www.ycombinator.com/companies/ondeck-ai", - "cat": "C02", + "cat": "C01", "year": 2025, "team": 6, "location": "Vancouver, Canada", - "business": "公司简介：Analyze any footage, without training a model", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2025年成立", + "business": "开发Perception-0视觉模型及企业视频理解系统。", + "buyer": "有长视频分析任务的企业及研发机构", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按自有领域模型移C01，企业部署为配套。LVBench领先和始终SOTA为厂商自述，官网链接Vision Index不能据称独立就视为独立验证；旧渔业六位数收入不当当前模型ARR。 原始成立及团队快照保留，分类复核不等财务或技术审计。", + "cohort": "2025年成立；2025发布追述一月前旧渔业监控营收，旧业务起点、转型及法律主体延续仍待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30652" + "YC-E-30652", + "MODELTAG-CAT-YC30652", + "MODELTAG-ONDECK-HOME", + "MODELTAG-ONDECK-OLD-REV" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：开发Perception-0视觉模型及企业视频理解系统。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Machine Learning", "SaaS", "Computer Vision", "B2B", "Video" - ] + ], + "businessModel": "视觉模型与定制部署；推理、视频处理、云/本地及支持费用待拆" }, { "id": "YC30655", @@ -7498,29 +7540,53 @@ "id": "YC30676", "name": "Stellon Labs", "url": "https://www.ycombinator.com/companies/stellon-labs", - "cat": "C02", + "cat": "C01", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Building tiny frontier AI models that run on edge devices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发轻量语音等边缘模型，公开KittenTTS模型及配套代码。", + "buyer": "需要端侧语音/模型的开发及设备企业", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按自有领域模型移C01。旧小于25MB型号与现KittenTTS 2的1.7B模型不同；代码Apache-2.0不自动覆盖权重，当前权重社区许可有条件。公开文件和下载数不是收入或独立质量测试。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "代码Apache-2.0；KittenTTS 2权重社区许可商业条件另列，集成/定制及企业许可询价，当前实收未知", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30676" + "YC-E-30676", + "MODELTAG-CAT-YC30676", + "MODELTAG-STELLON-HOME", + "MODELTAG-KITTEN-REPO", + "MODELTAG-KITTEN-CODE-LICENSE", + "MODELTAG-KITTEN-MODEL", + "MODELTAG-KITTEN-FILES", + "MODELTAG-KITTEN-WEIGHT-LICENSE" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核模型原标签池：研发轻量语音等边缘模型，公开KittenTTS模型及配套代码。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Edge Computing Semiconductors", "AI" - ] + ], + "businessModel": "模型许可与支持；定制、集成、训练、部署及企业许可费用待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构与官网/产品材料对应；精确法律注册、签约及当前收入主体未核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开仓库、代码许可、模型卡、文件目录及权重社区许可可读；未固定同一commit、下载权重、安装、推理或独立测质量。", + "evidenceIds": [ + "MODELTAG-CAT-YC30676", + "MODELTAG-STELLON-HOME", + "MODELTAG-KITTEN-REPO", + "MODELTAG-KITTEN-CODE-LICENSE", + "MODELTAG-KITTEN-MODEL", + "MODELTAG-KITTEN-FILES", + "MODELTAG-KITTEN-WEIGHT-LICENSE" + ] + } }, { "id": "YC30677", @@ -8650,24 +8716,26 @@ "year": 2025, "team": 12, "location": "San Francisco", - "business": "公司简介：Hill-climb any benchmark, for any model, in any domain.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为模型实验室构建编码等评测任务、训练数据和环境。", + "buyer": "模型后训练及评测团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留训练设施；ShelfLife零售数字孪生是授权源，不是idler自营九店收入。30到41.8及p值是自测、完整结果需申请，未当独立评测或收入。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30730" + "YC-E-30730", + "MODELTAG-CAT-YC30730" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：为模型实验室构建编码等评测任务、训练数据和环境。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning" - ] + ], + "businessModel": "评测与训练环境数据供给；授权、任务建设、工程及维护成本待拆" }, { "id": "YC30731", @@ -10098,30 +10166,33 @@ "id": "YC30851", "name": "Sylvian", "url": "https://www.ycombinator.com/companies/sylvian", - "cat": "C02", + "cat": "C05", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Specialized AI Agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述帮助企业构建专用AI代理，当前具体业务范围待核。", + "buyer": "企业AI及运营团队，具体行业待核", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按当前简短主营暂移企业应用。旧发布4500专家与每周10亿tokens是供给产量，非付费数或收入；官网读取超时，未核当前是否仍同时销售训练数据。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30851" + "YC-E-30851", + "MODELTAG-CAT-YC30851", + "MODELTAG-SYLVIAN-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：自述帮助企业构建专用AI代理，当前具体业务范围待核。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "B2B", "AI" - ] + ], + "businessModel": "定制代理暂分类；旧竞赛数据许可与现项目/运行费用待拆" }, { "id": "YC30856", @@ -10971,27 +11042,29 @@ "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Expert STEM reasoning data for frontier AI labs.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由数学物理专家制作难题供模型实验室训练及评估。", + "buyer": "前沿模型实验室及科学推理团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留当前专家数据，旧AI科研助手定位分期。自有最难题0—5%分数非独立能力排名，竞赛奖项不证明题目质量、版权或实际收入。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30899" + "YC-E-30899", + "MODELTAG-CAT-YC30899" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：由数学物理专家制作难题供模型实验室训练及评估。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Marketplace", "Data Labeling", "Big Data", "AI" - ] + ], + "businessModel": "专家训练数据许可；专家报酬、难度校验、更新及交付成本待拆" }, { "id": "YC30900", @@ -14756,24 +14829,26 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Infrastructure for Autonomous Science", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发科学验证工具、评测、训练环境及自主科研相关设施。", + "buyer": "模型实验室和科研研发团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按当前基础设施定位保留C02，旧科研助手与Flywheel产品另记。92% BixBench为自述未复现，五元免费额度不是实收，科研实验和后训练成本不等同席位SaaS。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31181" + "YC-E-31181", + "MODELTAG-CAT-YC31181" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：研发科学验证工具、评测、训练环境及自主科研相关设施。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning" - ] + ], + "businessModel": "科学训练设施与研究工作台双线；环境、计算、实验及支持费待拆" }, { "id": "YC31183", @@ -16229,32 +16304,34 @@ "id": "YC31258", "name": "Dream", "url": "https://www.ycombinator.com/companies/dream", - "cat": "C02", + "cat": "C10", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Using VLMs to Catch Damage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供多角度拍摄并记录车辆及设备损伤的AI摄像头系统。", + "buyer": "车商、设备租赁和车队团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按实物摄像系统移C10，不据VLM标签当模型厂商。识别漏损、维修追回及归责为客户价值，非Dream收入；两位创始人旧模型经历不是现相机测试。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31258" + "YC-E-31258", + "MODELTAG-CAT-YC31258" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：提供多角度拍摄并记录车辆及设备损伤的AI摄像头系统。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Hardware", "Machine Learning", "Computer Vision", "B2B", "AI" - ] + ], + "businessModel": "资产摄像系统；相机、安装、图像计算、记录和支持费待拆" }, { "id": "YC31259", @@ -16560,26 +16637,29 @@ "year": 2026, "team": null, "location": "Boston", - "business": "公司简介：AI-controlled optical switching for AI clusters", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发AI集群用光路交换设备及随训练/推理调整网络的控制层。", + "buyer": "大型AI数据中心、云及光子制造合作方", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按AI计算设施保留C02，明确硬件不当纯SaaS。亚微秒和25%更多可用算力是目标/自述，十亿年度容量价值不是Dipole收入；正邀设计合作，不等规模出货。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31277" + "YC-E-31277", + "MODELTAG-CAT-YC31277", + "MODELTAG-DIPOLE-CAPACITY" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：研发AI集群用光路交换设备及随训练/推理调整网络的控制层。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Hard Tech", "Semiconductors", "AI" - ] + ], + "businessModel": "AI算力网络硬件；器件、设计、制造、部署和控制软件成本待拆" }, { "id": "YC31280", @@ -21695,27 +21775,29 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Earned intelligence for every company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供模型网关路由、评测、私有后训练及编码环境。", + "buyer": "企业AI与模型实验室团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留多线模型供给，不把全部自研为基础模型。已有生产降支出是自述，客户模型账单和原雇主九位数制造业务不归Riften收入；编码环境仍发展中。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32198" + "YC-E-32198", + "MODELTAG-CAT-YC32198" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：提供模型网关路由、评测、私有后训练及编码环境。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Developer Tools", "Reinforcement Learning", "Infrastructure", "AI" - ] + ], + "businessModel": "模型路由与后训练设施；上游推理、BYOK、环境和实施费用待拆" }, { "id": "YC32200", @@ -22253,31 +22335,34 @@ "id": "YC32257", "name": "Spectre Intelligence", "url": "https://www.ycombinator.com/companies/spectre-intelligence", - "cat": "C02", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：We are a multi-strategy trading firm that trains AI traders.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI代理训练及运行半导体、生物等市场交易策略。", + "buyer": "自营交易业务及潜在资金合作方", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "移金融专业经营，不当对外模型训练设施。部署真实资本及赢时数据赚钱不等盈利披露，持仓本金、交易额和投资收益非订阅ARR；Spectre Capital与Intelligence名称关系未核。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32257" + "YC-E-32257", + "MODELTAG-CAT-YC32257", + "MODELTAG-SPECTRE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：以AI代理训练及运行半导体、生物等市场交易策略。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Biotech", "Investing", "Trading", "Semiconductors" - ] + ], + "businessModel": "自营/多策略交易；资本、数据、执行和风险管理成本待核" }, { "id": "YC32259", @@ -22497,25 +22582,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Quant Neolab building self-improving agents from quant data", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将市场研究过程制成多步评测及后训练环境。", + "buyer": "前沿模型实验室及学术研究团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留对外环境供给，与Spectre自营交易分开。市场作为自我改进研究任务不证明已实现递归自我改进、实际交易盈利或公司收入。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32484" + "YC-E-32484", + "MODELTAG-CAT-YC32484" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：将市场研究过程制成多步评测及后训练环境。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "Time Series" - ] + ], + "businessModel": "研究环境与评测供给；数据、环境、验证及专业成本待拆" }, { "id": "YC32517", @@ -22936,30 +23023,32 @@ "id": "YC32624", "name": "Fabraix", "url": "https://www.ycombinator.com/companies/fabraix", - "cat": "C02", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The world's frontier hacker of AI agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为面向客户的AI代理持续实施安全红队与漏洞评测。", + "buyer": "AI应用开发及安全团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "按AI应用测试移Agent设施C03，不当训练算力。Nyx/AgentHarm分数与自研ACE均为厂商报告未独立复现，发现大公司漏洞不等这些公司已付费；旧十亿交易及同行七位数项目非自身收入。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32624" + "YC-E-32624", + "MODELTAG-CAT-YC32624" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：为面向客户的AI代理持续实施安全红队与漏洞评测。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "Cybersecurity", "AI" - ] + ], + "businessModel": "AI应用安全测试设施；测试用量、环境复刻、维护及服务费待拆" }, { "id": "YC32625", @@ -24485,28 +24574,30 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Advancing model capabilities for critical infrastructure", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从企业及破产等业务取得经营数据并转为训练任务与环境。", + "buyer": "AI实验室及应用模型团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留数据供给；已交易图纸、驾驶录像和代码库未给金额。破产法院渠道、合法清理和去标识只是自述，未核原始合同、隐私权及净佣金收入。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33310" + "YC-E-33310", + "MODELTAG-CAT-YC33310" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：从企业及破产等业务取得经营数据并转为训练任务与环境。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "B2B", "Privacy", "Data Engineering", "AI" - ] + ], + "businessModel": "经营数据授权与RL环境；采购、清洗、去标识、法律及工程成本待拆" }, { "id": "YC33311", @@ -24722,25 +24813,28 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：RL post-training for science reasoning and performance engineering", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为科学推理及性能工程提供专用强化学习环境。", + "buyer": "模型后训练及科学推理团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "官网补足目录长简介空白，保留训练设施。双摆示例与模型失败80%以上是厂商演示/主张，不当已独立复现或所有模型的结论，未见实收收入。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33345" + "YC-E-33345", + "MODELTAG-CAT-YC33345", + "MODELTAG-CUE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：为科学推理及性能工程提供专用强化学习环境。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "Data Engineering" - ] + ], + "businessModel": "RL环境供给；任务、仿真、验证及计算成本待核" }, { "id": "YC33348", @@ -24908,26 +25002,30 @@ "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Monetize your agent's traces.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将企业代理运行日志整理为模型实验室可授权的训练资料及环境。", + "buyer": "有代理数据的企业及模型实验室", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留训练数据供给。供应方获收入承诺不是Magma已实现经常性收入，ACME界面余额及本月收益不当自身财务；分成、留存和权限按未读合同留缺。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33639" + "YC-E-33639", + "MODELTAG-CAT-YC33639", + "MODELTAG-MAGMA-HOME", + "MODELTAG-MAGMA-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：将企业代理运行日志整理为模型实验室可授权的训练资料及环境。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "Data Engineering", "AI" - ] + ], + "businessModel": "数据授权分成；采集接入、加工、隐私、许可及分成成本待拆" }, { "id": "YC33673", @@ -25099,26 +25197,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Open source AI gateway that turns your traffic into better models", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供模型网关、分档调用方案及由客户流量训练专用模型的服务。", + "buyer": "AI产品、企业模型预算及开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留模型设施；旧仅后训练降本保证与现网关套餐分期。固定月费仅限指定模型与额度，其他模型/超额另计，BYOK上游另收；97%降本与演示月账单非实收营收。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网月费原文$20/200/2000，指定模型及日/速率限额；其他模型及超额、BYOK上游账单另计，实际计费待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33806" + "YC-E-33806", + "MODELTAG-CAT-YC33806", + "MODELTAG-EXPERIENTIAL-HOME", + "MODELTAG-EXPERIENTIAL-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：提供模型网关、分档调用方案及由客户流量训练专用模型的服务。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Reinforcement Learning", "Infrastructure", "AI" - ] + ], + "businessModel": "模型网关套餐与后训练；上游用量、含量额度、超额及实施成本待拆" }, { "id": "YC33838", @@ -27472,24 +27574,27 @@ "year": 2026, "team": 47, "location": "San Francisco", - "business": "公司简介：Expert-led data and RL platform for AI labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "目录称提供专家主导数据及RL平台，当前具体产品资料缺项。", + "buyer": "模型实验室，具体数据及行业买家待核", + "delivery": "已读YC当前主营及相关发布；选定官网/模型材料另列，实际收费、合同和能力待核。", + "notes": "保留模型供给暂分类，但YC长简介为空、未有附载发布，官网工具不可读。不把标签当技术实现、专家资历或实际合同证明，无法推收入为零。 原始成立及团队快照保留，分类复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36741" + "YC-E-36741", + "MODELTAG-CAT-YC36741", + "MODELTAG-PERIT-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核模型原标签池：目录称提供专家主导数据及RL平台，当前具体产品资料缺项。 按当前买家和交付区分模型研发、训练供给、应用设施和行业经营。", "directoryTags": [ "Data Labeling" - ] + ], + "businessModel": "训练数据与RL平台暂分类；专家、授权、环境及收费待核" }, { "id": "YC36776", @@ -34513,6 +34618,51 @@ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比", "bound": ">", "comparisonGroup": null + }, + { + "id": "MODELTAG-O-BIDFLOW-OLD-REV", + "company": "YC30620", + "name": "Bidflow", + "kind": "创始人16岁旧业务金额", + "value": 120000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-01-19及旧帖追述，原始期间未给", + "scope": "创始人此前业务，非Bidflow同期收入", + "selection": "excluded", + "reason": "旧履历不转当前产品，重复旧帖不重复相加", + "evidence": "MODELTAG-BIDFLOW-OLD-REV", + "comparisonGroup": null + }, + { + "id": "MODELTAG-O-DIPOLE-CAPACITY", + "company": "YC31277", + "name": "Dipole Labs", + "kind": "潜在客户年度算力容量价值", + "value": 1000000000, + "bound": "<=", + "unit": "原文$，币种待核", + "timing": "2026-08-13发布的1GW场景测算", + "scope": "假设数据中心新增容量，非Dipole收入", + "selection": "excluded", + "reason": "容量价值不等实际收费、订单或已实现ARR", + "evidence": "MODELTAG-DIPOLE-CAPACITY", + "comparisonGroup": null + }, + { + "id": "MODELTAG-O-MAGMA-DEMO", + "company": "YC33639", + "name": "Magma", + "kind": "官网界面示例本月收益", + "value": 14120, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，财务期不明", + "scope": "ACME AI示例供应方，非Magma已核收入", + "selection": "excluded", + "reason": "示例分成及余额不作Magma自身营收，未核实际合同或收款", + "evidence": "MODELTAG-MAGMA-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -54953,6 +55103,567 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称从批次开始带来原文$2.7M以上GMV。", "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。" + }, + { + "id": "MODELTAG-CAT-YC30350", + "companyId": "YC30350", + "title": "TrainLoop当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/trainloop", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为开发者采集使用信号、构建奖励及微调模型并提供部署接口。 保留后训练设施；2025发布仍邀alpha，不直接等当前大规模生产。三行SDK和推理可靠性为宣传，旧雇主能力不作该公司独立评测。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30352", + "companyId": "YC30352", + "title": "Monte当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/monte", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以企业工作资料和反馈构建评测、记忆及持续后训练系统。 保留模型专门化供给；Monte官网明确SFT/RL/蒸馏和托管或VPC。嵌入客户团队的研究工作是成本，演示训练曲线不当独立实测或已付费合同。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30446", + "companyId": "YC30446", + "title": "Kirana AI当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/kirana-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过门店本地GPU分析视频以发现盗窃、安全和缺货问题。 按零售运营移行业应用，不是通用模型训练平台。POS、订货、定价及任务委派部分是未来计划，家族百年经营不等公司成立或自身财务。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30462", + "companyId": "YC30462", + "title": "Freesolo当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/freesolo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供面向小模型的托管后训练包及全程训练工具。 保留当前模型设施，旧Clado人员研究发布与现Freesolo分期。整次训练前报价不等收入确认或包月ARR，SFT/RL成本优于Tinker只是厂商比较未复现。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30488", + "companyId": "YC30488", + "title": "Theta当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/theta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将客户真实工作资料和专家数据转为模拟训练环境及专用代理。 据现官网保留模型训练设施；旧记忆层发布与当前环境/驻场方案分开。多任务清单非全部已付费交付，43%及七倍历史效果未独立核。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30521", + "companyId": "YC30521", + "title": "Kairos当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/kairos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为受监管企业定制并在客户环境内部署专业代理系统。 按企业定制交付移C05，另有Telos经验学习层，不仅凭AI标签当模型厂商。官网99%以上可靠性不直接外推；Telos自述不修改底模权重，基准不是独立测试。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30620", + "companyId": "YC30620", + "title": "Bidflow当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/bidflow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "读取电气施工图并辅助算量、成本估计和投标。 移行业应用；旧Ghostship QA发布与当前电气估价分期。99%计数准确性未核，客户投标/维修金额非公司收入，创始人16岁旧12万业绩不归当前产品。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30622", + "companyId": "YC30622", + "title": "Liva AI当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/liva-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在内部采集人类语音及视频以供模型训练。 保留数据供给；已向语音模型实验室交付为自述，无金额。完全同意授权、不买第三方和多语言覆盖未独立核，不据social intelligence认定自己已发布基础模型。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30643", + "companyId": "YC30643", + "title": "Nuntius当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/nuntius", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述研究让模型遵循规则的对齐问题，具体当前产品待核。 短简介暂留模型设施，官网只有联系入口，未证明训练、评测或安全服务哪一项已交付。bulletproof为愿景而非安全证明，不因官网少字推零收入或停业。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30652", + "companyId": "YC30652", + "title": "OnDeck AI当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/ondeck-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "开发Perception-0视觉模型及企业视频理解系统。 按自有领域模型移C01，企业部署为配套。LVBench领先和始终SOTA为厂商自述，官网链接Vision Index不能据称独立就视为独立验证；旧渔业六位数收入不当当前模型ARR。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30676", + "companyId": "YC30676", + "title": "Stellon Labs当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/stellon-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发轻量语音等边缘模型，公开KittenTTS模型及配套代码。 按自有领域模型移C01。旧小于25MB型号与现KittenTTS 2的1.7B模型不同；代码Apache-2.0不自动覆盖权重，当前权重社区许可有条件。公开文件和下载数不是收入或独立质量测试。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30730", + "companyId": "YC30730", + "title": "idler当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/idler", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为模型实验室构建编码等评测任务、训练数据和环境。 保留训练设施；ShelfLife零售数字孪生是授权源，不是idler自营九店收入。30到41.8及p值是自测、完整结果需申请，未当独立评测或收入。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30851", + "companyId": "YC30851", + "title": "Sylvian当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/sylvian", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述帮助企业构建专用AI代理，当前具体业务范围待核。 按当前简短主营暂移企业应用。旧发布4500专家与每周10亿tokens是供给产量，非付费数或收入；官网读取超时，未核当前是否仍同时销售训练数据。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC30899", + "companyId": "YC30899", + "title": "Sciloop当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/sciloop", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由数学物理专家制作难题供模型实验室训练及评估。 保留当前专家数据，旧AI科研助手定位分期。自有最难题0—5%分数非独立能力排名，竞赛奖项不证明题目质量、版权或实际收入。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC31181", + "companyId": "YC31181", + "title": "Synthetic Sciences当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/synthetic-sciences", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发科学验证工具、评测、训练环境及自主科研相关设施。 按当前基础设施定位保留C02，旧科研助手与Flywheel产品另记。92% BixBench为自述未复现，五元免费额度不是实收，科研实验和后训练成本不等同席位SaaS。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC31258", + "companyId": "YC31258", + "title": "Dream当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/dream", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供多角度拍摄并记录车辆及设备损伤的AI摄像头系统。 按实物摄像系统移C10，不据VLM标签当模型厂商。识别漏损、维修追回及归责为客户价值，非Dream收入；两位创始人旧模型经历不是现相机测试。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC31277", + "companyId": "YC31277", + "title": "Dipole Labs当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/dipole-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发AI集群用光路交换设备及随训练/推理调整网络的控制层。 按AI计算设施保留C02，明确硬件不当纯SaaS。亚微秒和25%更多可用算力是目标/自述，十亿年度容量价值不是Dipole收入；正邀设计合作，不等规模出货。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC32198", + "companyId": "YC32198", + "title": "Riften当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/riften", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供模型网关路由、评测、私有后训练及编码环境。 保留多线模型供给，不把全部自研为基础模型。已有生产降支出是自述，客户模型账单和原雇主九位数制造业务不归Riften收入；编码环境仍发展中。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC32257", + "companyId": "YC32257", + "title": "Spectre Intelligence当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/spectre-intelligence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI代理训练及运行半导体、生物等市场交易策略。 移金融专业经营，不当对外模型训练设施。部署真实资本及赢时数据赚钱不等盈利披露，持仓本金、交易额和投资收益非订阅ARR；Spectre Capital与Intelligence名称关系未核。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC32484", + "companyId": "YC32484", + "title": "EdotEnv当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/edotenv", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将市场研究过程制成多步评测及后训练环境。 保留对外环境供给，与Spectre自营交易分开。市场作为自我改进研究任务不证明已实现递归自我改进、实际交易盈利或公司收入。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC32624", + "companyId": "YC32624", + "title": "Fabraix当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/fabraix", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为面向客户的AI代理持续实施安全红队与漏洞评测。 按AI应用测试移Agent设施C03，不当训练算力。Nyx/AgentHarm分数与自研ACE均为厂商报告未独立复现，发现大公司漏洞不等这些公司已付费；旧十亿交易及同行七位数项目非自身收入。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC33310", + "companyId": "YC33310", + "title": "Petrarch当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/petrarch", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从企业及破产等业务取得经营数据并转为训练任务与环境。 保留数据供给；已交易图纸、驾驶录像和代码库未给金额。破产法院渠道、合法清理和去标识只是自述，未核原始合同、隐私权及净佣金收入。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC33345", + "companyId": "YC33345", + "title": "CueBench当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/cuebench", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为科学推理及性能工程提供专用强化学习环境。 官网补足目录长简介空白，保留训练设施。双摆示例与模型失败80%以上是厂商演示/主张，不当已独立复现或所有模型的结论，未见实收收入。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC33639", + "companyId": "YC33639", + "title": "Magma当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/magma", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将企业代理运行日志整理为模型实验室可授权的训练资料及环境。 保留训练数据供给。供应方获收入承诺不是Magma已实现经常性收入，ACME界面余额及本月收益不当自身财务；分成、留存和权限按未读合同留缺。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC33806", + "companyId": "YC33806", + "title": "Experiential Labs当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/experiential-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供模型网关、分档调用方案及由客户流量训练专用模型的服务。 保留模型设施；旧仅后训练降本保证与现网关套餐分期。固定月费仅限指定模型与额度，其他模型/超额另计，BYOK上游另收；97%降本与演示月账单非实收营收。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-CAT-YC36741", + "companyId": "YC36741", + "title": "Perit.AI当前主营及数字归属", + "url": "https://www.ycombinator.com/companies/peritai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "目录称提供专家主导数据及RL平台，当前具体产品资料缺项。 保留模型供给暂分类，但YC长简介为空、未有附载发布，官网工具不可读。不把标签当技术实现、专家资历或实际合同证明，无法推收入为零。", + "limitation": "原始公司自述及目录可更新，不据批次/标签认定技术或收入；历史效果、模型费、客户业务、创始人旧业绩及示例不是当前自身ARR。" + }, + { + "id": "MODELTAG-MONTE-HOME", + "companyId": "YC30352", + "title": "Monte后训练及嵌入实施", + "url": "https://trymonte.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列SFT/RL/蒸馏、评测与记忆，研究人员嵌入客户团队，支持托管计算和客户VPC。", + "limitation": "演示指标不当独立测试，未读合同或运行CLI，实施/训练/托管费用未拆。" + }, + { + "id": "MODELTAG-THETA-HOME", + "companyId": "YC30488", + "title": "Theta现训练环境和驻场方案", + "url": "https://thetasoftware.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以第一方和专家资料创建模拟工作环境，部署专门化代理，含流程梳理与前线实施；页脚Theta Software Inc.。", + "limitation": "示例任务不证明均已交付；原记忆层发布另列，未核注册、当前价格、客户或训练效果。" + }, + { + "id": "MODELTAG-KAIROS-HOME", + "companyId": "YC30521", + "title": "Kairos现受监管企业专用代理", + "url": "https://withkairos.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称客户内部署、专家规则学习及定制系统，另列Telos学习层，页脚Janus AI, Inc.。", + "limitation": "99%以上可靠性、不外传及模型主权为自述，未核注册或数据流；专业部署、人力及运维费用不等同标准训练API。" + }, + { + "id": "MODELTAG-TELOS-REPORT", + "companyId": "YC30521", + "title": "Kairos Telos厂商方法与基准范围", + "url": "https://withkairos.co/research/telos-tau-banking", + "publishedAt": "2026-07-30", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "7月30日报告描述不改权重的经验记忆层；46个保留测试任务、每任务4次，主比较bm25配置，自述Pass1从0.223到0.277。", + "limitation": "厂商自测不是独立测试；5.4个百分点与约24%相对提升区分，不能与更强alltools公开榜直接比较，未运行代码/复现，旧模型提升不外推当前产品。" + }, + { + "id": "MODELTAG-CUE-HOME", + "companyId": "YC33345", + "title": "CueBench科学和性能工程RL环境", + "url": "https://cuebench.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列科学推理/性能工程环境及有限观测双摆任务示例，页脚Cuebench, Inc.。", + "limitation": "失败80%以上等表述是厂商范围不明主张，未验证模型、任务集或公开榜，示例不是已执行测试；未见收入。" + }, + { + "id": "MODELTAG-NUNTIUS-HOME", + "companyId": "YC30643", + "title": "Nuntius官网信息范围", + "url": "https://www.nuntius.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前官网只展示品牌、YC标识及联系入口，未说明具体产品或收费。", + "limitation": "不能据对齐愿景确认已交付训练、安全服务或自有基础模型；保留暂分类和信息缺项。" + }, + { + "id": "MODELTAG-SYLVIAN-ACCESS", + "companyId": "YC30851", + "title": "Sylvian官网读取缺项", + "url": "https://sylvian.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网及www入口网页工具均超时，现主营据YC短句，竞赛数据据旧发布。", + "limitation": "未核当前双线、改名/转型或客户，超时不等停业，旧数据生产量不作当前收入。" + }, + { + "id": "MODELTAG-PERIT-ACCESS", + "companyId": "YC36741", + "title": "Perit官网读取缺项", + "url": "https://www.perit.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得官网正文，YC仅有expert-led data and RL platform短简介。", + "limitation": "没有长简介及附载发布；未核专家团队、训练资料/环境、价格或客户，模型设施为暂分类。" + }, + { + "id": "MODELTAG-FREESOLO-HOME", + "companyId": "YC30462", + "title": "Freesolo现托管后训练", + "url": "https://freesolo.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现官网提供Flash小模型后训练包及训练工具，面向编码代理驱动训练。", + "limitation": "旧Clado人员检索发布分期；网页样例不证明训练成功或独立性能，未安装或运行。" + }, + { + "id": "MODELTAG-ONDECK-HOME", + "companyId": "YC30652", + "title": "OnDeck现Perception-0与企业部署", + "url": "https://www.ondeckai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称Perception-0视觉模型并展示LVBench结果，可云/本地及隔离部署，链接Vision Index和论文。", + "limitation": "未读论文或独立验证网站来源及分数；不将该链接名称中的independent当已独立核验，SOC2及客户采用仍自述，未读合同/报告。" + }, + { + "id": "MODELTAG-STELLON-HOME", + "companyId": "YC30676", + "title": "Stellon与KittenML产品关联", + "url": "https://stellonlabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明研发边缘小模型并链接KittenML；YC原始发布直接链接KittenTTS仓库。", + "limitation": "品牌和产品对应不证明法律登记或商业收入；不同模型大小及用途不能混为同一测试。" + }, + { + "id": "MODELTAG-KITTEN-REPO", + "companyId": "YC30676", + "title": "KittenTTS公开代码与型号范围", + "url": "https://github.com/KittenML/KittenTTS", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "README和文件目录可读，列KittenTTS 2及早期轻量系列、商业支持入口，并明确代码许可不延伸到模型权重。", + "limitation": "未安装、下载权重、执行推理或独立测性能；网页与其他材料可能缓存不同，未固定同一commit，星标不是收入。" + }, + { + "id": "MODELTAG-KITTEN-CODE-LICENSE", + "companyId": "YC30676", + "title": "KittenTTS代码许可证", + "url": "https://github.com/KittenML/KittenTTS/blob/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "代码仓库LICENSE为Apache License 2.0。", + "limitation": "只针对该仓库代码；不能由此推所有模型权重或服务无条件免费，不作法律注册或财务证明。" + }, + { + "id": "MODELTAG-KITTEN-MODEL", + "companyId": "YC30676", + "title": "KittenTTS 2公开模型卡", + "url": "https://huggingface.co/KittenML/kitten-tts-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "模型卡描述1.7B语音语言模型及多种权重和解码器，列Stellon Labs Community License。", + "limitation": "只读取说明，不独立验证质量、实时性、语言覆盖或模型文件可运行，旧25MB模型与现版本分开。" + }, + { + "id": "MODELTAG-KITTEN-FILES", + "companyId": "YC30676", + "title": "KittenTTS 2公开文件目录", + "url": "https://huggingface.co/KittenML/kitten-tts-2/tree/main", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "可读lm、decoders、speaker、voices、cpp、config及LICENSE.md目录入口。", + "limitation": "仅确认文件目录可访问，未下载/检查权重字节、恶意内容或复现模型，不等独立测试。" + }, + { + "id": "MODELTAG-KITTEN-WEIGHT-LICENSE", + "companyId": "YC30676", + "title": "KittenTTS 2权重社区许可", + "url": "https://huggingface.co/KittenML/kitten-tts-2/blob/main/LICENSE.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "权重协议按营收/融资门槛规定商业使用条件及注册/另取许可，区别代码Apache许可。", + "limitation": "文件Last Updated 2024不当公司成立日；权重可访问不代表无限制开源/免费商业使用。未核实际许可合同或公司收入，不提供个案法律结论。" + }, + { + "id": "MODELTAG-MAGMA-HOME", + "companyId": "YC33639", + "title": "Magma数据授权分成与界面示例", + "url": "https://magmahq.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称把代理交互资料加工许可给AI实验室，供应方按许可收分成，范围及留存由签署协议约定；界面标ACME AI。", + "limitation": "界面1284余额与14120本月收益不当Magma财务；未取得数据协议、版权/隐私审核或实际分成合同。" + }, + { + "id": "MODELTAG-EXPERIENTIAL-HOME", + "companyId": "YC33806", + "title": "Experiential现网关和训练双线", + "url": "https://www.experientiallabs.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现官网提供模型网关和由流量生成专用模型，展示Acme月账单及模型费用，免费/付费套餐分列。", + "limitation": "页面展示不证明当前实际用量/收入，旧保证50%降本与当前套餐不是同一费用协议；未核主权权重和客户效果。" + }, + { + "id": "MODELTAG-EXPERIENTIAL-PRICE", + "companyId": "YC33806", + "title": "Experiential固定月费的范围", + "url": "https://www.experientiallabs.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "公开Pro20/Max200/Ultra2000月费，指定模型有日/速率上限；非包含模型及超额按额度收费，BYOK由上游结算。", + "limitation": "月费不是实收收入，unlimited不代表无上限；表格与FAQ速率部分数字不一致，实际条款/生效范围、成本和毛利待核，未付费验证。" + }, + { + "id": "MODELTAG-SPECTRE-HOME", + "companyId": "YC32257", + "title": "Spectre当前交易业务表述", + "url": "https://www.spectreintelligence.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "创始人官网文章称正部署资金并从交易学习，说明多策略交易公司的动机。", + "limitation": "只是业务自述，没有审计持仓或回报；个人历史预测市场倍数不归当前公司收入，未实施或建议任何交易。" + }, + { + "id": "MODELTAG-ONDECK-OLD-REV", + "companyId": "YC30652", + "title": "OnDeck旧渔业收入自述", + "url": "https://www.ycombinator.com/launches/OEm-ondeck-ai-analyze-any-video-without-training-a-model", + "publishedAt": "2025-08-20", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2025-08-20发布回顾一月转型前渔业监控取得six-figure revenue。", + "limitation": "无准确数、币种、期间及新旧主体归属，不能填100000或当当前视觉模型ARR；旧经营时间和2025目录成立需继续核。" + }, + { + "id": "MODELTAG-BIDFLOW-OLD-REV", + "companyId": "YC30620", + "title": "Bidflow创始人旧业绩", + "url": "https://www.ycombinator.com/launches/PDC-bidflow-ai-copilot-for-electrical-estimating", + "publishedAt": "2026-01-19", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前电气估价发布称CTO16岁时bootstrapped to原文$120K，旧Ghostship帖重复该履历。", + "limitation": "历史个人/旧业务不重复计为Bidflow收入，不当当前QA或估价产品MRR。" + }, + { + "id": "MODELTAG-DIPOLE-CAPACITY", + "companyId": "YC31277", + "title": "Dipole潜在算力容量价值", + "url": "https://www.ycombinator.com/launches/SiE-dipole-labs-shooting-lasers-to-solve-the-billion-dollar-bottleneck-inside-ai-datacenters", + "publishedAt": "2026-08-13", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布估1GW数据中心可额外创造原文$1bn年度算力容量，且仍招设计合作方。", + "limitation": "潜在客户容量价值不是Dipole收费、已签合同或收入，25%提升尚未独立复现。" + }, + { + "id": "MODELTAG-MAGMA-LAUNCH", + "companyId": "YC33639", + "title": "Magma供应商收入分成原文", + "url": "https://www.ycombinator.com/launches/Sk4-magma-ai-labs-will-pay-you-to-learn-from-your-agent-s-mistakes", + "publishedAt": "2026-08-14", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称日志经许可后供应公司获得收入，read-only/encrypted且共享需批准。", + "limitation": "供应方收入承诺与Magma平台自身确认收入分开；未见分成比例或实际收付。" + }, + { + "id": "MODELTAG-FREESOLO-LAUNCH", + "companyId": "YC30462", + "title": "Freesolo整次运行预报价", + "url": "https://www.ycombinator.com/launches/RJz-freesolo-post-training-built-for-your-agent", + "publishedAt": "2026-07-13", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称不按训练GPU小时或tokens事后计费，而是事先为整次运行报价。", + "limitation": "报价不是经常性订阅或实际确认收入，折扣及训练性能比较为自述。" } ], "reviews": [ @@ -58066,6 +58777,119 @@ "SALES-LAUNCH-NATIVE" ], "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。" + }, + { + "id": "MODELTAG-R-CLASS", + "type": "模型原标签池26项当前交付复核", + "company": "模型原标签池及相关交付", + "scope": "companies", + "companyIds": [ + "YC30350", + "YC30352", + "YC30446", + "YC30462", + "YC30488", + "YC30620", + "YC30622", + "YC30643", + "YC30652", + "YC30730", + "YC30851", + "YC30899", + "YC31181", + "YC31258", + "YC31277", + "YC32198", + "YC32257", + "YC32484", + "YC32624", + "YC33310", + "YC33345", + "YC33639", + "YC33806", + "YC36741" + ], + "summary": "26项主营/相关发布已读，17保留模型设施、9迁移。Nuntius及Perit信息不足保留暂分类，Sylvian现代理与旧竞赛数据分期。", + "evidenceIds": [ + "MODELTAG-CAT-YC30350", + "MODELTAG-CAT-YC30352", + "MODELTAG-CAT-YC30446", + "MODELTAG-CAT-YC30462", + "MODELTAG-CAT-YC30488", + "MODELTAG-CAT-YC30620", + "MODELTAG-CAT-YC30622", + "MODELTAG-CAT-YC30643", + "MODELTAG-CAT-YC30652", + "MODELTAG-CAT-YC30730", + "MODELTAG-CAT-YC30851", + "MODELTAG-CAT-YC30899", + "MODELTAG-CAT-YC31181", + "MODELTAG-CAT-YC31258", + "MODELTAG-CAT-YC31277", + "MODELTAG-CAT-YC32198", + "MODELTAG-CAT-YC32257", + "MODELTAG-CAT-YC32484", + "MODELTAG-CAT-YC32624", + "MODELTAG-CAT-YC33310", + "MODELTAG-CAT-YC33345", + "MODELTAG-CAT-YC33639", + "MODELTAG-CAT-YC33806", + "MODELTAG-CAT-YC36741", + "MODELTAG-MONTE-HOME", + "MODELTAG-THETA-HOME", + "MODELTAG-CUE-HOME", + "MODELTAG-NUNTIUS-HOME", + "MODELTAG-SYLVIAN-ACCESS", + "MODELTAG-PERIT-ACCESS", + "MODELTAG-FREESOLO-HOME", + "MODELTAG-ONDECK-HOME", + "MODELTAG-MAGMA-HOME", + "MODELTAG-EXPERIENTIAL-HOME", + "MODELTAG-EXPERIENTIAL-PRICE", + "MODELTAG-SPECTRE-HOME", + "MODELTAG-ONDECK-OLD-REV", + "MODELTAG-BIDFLOW-OLD-REV", + "MODELTAG-DIPOLE-CAPACITY", + "MODELTAG-MAGMA-LAUNCH", + "MODELTAG-FREESOLO-LAUNCH" + ], + "handling": "OnDeck/Stellon自有领域模型、零售/电气行业应用、Dream实体相机、Spectre自营交易及Fabraix测试设施分开；旧收入、潜在容量、分成示例和报价不进入可比ARR。现有原始发现审计与年份/团队保留。" + }, + { + "id": "MODELTAG-R-STELLON", + "type": "边缘语音模型公开材料及许可范围", + "company": "Stellon Labs", + "scope": "companies", + "companyIds": [ + "YC30676" + ], + "summary": "现模型卡/目录和代码、权重许可证可读，公开材料等级不等独立测试。", + "evidenceIds": [ + "MODELTAG-CAT-YC30676", + "MODELTAG-STELLON-HOME", + "MODELTAG-KITTEN-REPO", + "MODELTAG-KITTEN-CODE-LICENSE", + "MODELTAG-KITTEN-MODEL", + "MODELTAG-KITTEN-FILES", + "MODELTAG-KITTEN-WEIGHT-LICENSE" + ], + "handling": "旧小于25MB型号不混同当前1.7B模型；代码Apache与权重社区许可分别记录，许可证2024日期不证明公司2024成立。未运行、安装或验证实时性、音质、下载量及收入。" + }, + { + "id": "MODELTAG-R-KAIROS", + "type": "企业定制代理及Telos自测适用范围", + "company": "Kairos", + "scope": "companies", + "companyIds": [ + "YC30521" + ], + "summary": "企业部署为主，Telos记忆层自述不改底模权重，46任务4次主bm25配置。", + "evidenceIds": [ + "MODELTAG-CAT-YC30521", + "MODELTAG-KAIROS-HOME", + "MODELTAG-TELOS-REPORT" + ], + "handling": "不以宣传99%外推全部应用，不把厂商自测当独立榜，5.4百分点与24%相对提升分开。注册、许可、数据流、合同和实际付费留缺。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7937053..d34aba0 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-1", + "version": "2026-10-31-model-tags-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。", + "nextCheck": "原新增目录33条深化并保留发现来源，本快照基础项417条主营人工复核。原C02模型标签规则池26项已全部重读当前主营及相关发布：17保留、9迁移（领域模型2、行业应用3、通用企业2、实体系统1、Agent测试设施1）。Stellon代码/权重许可及不同型号、Kairos厂商自测与独立证据、Experiential固定月费范围、OnDeck旧渔业业务均分开；Nuntius短官网、Perit不可读和Sylvian超时留缺。主营复核不等财务/技术验证。当前分支从main ba042ed独立创建，不包含PR #33企业89项和PR #34行业252项成果，其他规则/标签与全部来源仍待核，整合时保留双方追加记录。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fa5ce66..1c4a5db 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-sales-models-1", + "sourceVersion": "2026-10-31-model-tags-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 45f1d1dba3d821130ae8990da5f1d606ff1aebf4 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:32:24 +0800 Subject: [PATCH 15/29] Review developer tag candidates and separate runtime and compute businesses --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 10 +- content/research/ai-companies.seed.json | 1215 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1027 insertions(+), 208 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index abe5800..ad16498 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1858); - assert.equal(research.observations.length, 237); + assert.equal(research.evidence.length, 1909); + assert.equal(research.observations.length, 240); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index ff08234..4035e77 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1858); - assert.equal(initial.observations.length, 237); + assert.equal(initial.evidence.length, 1909); + assert.equal(initial.observations.length, 240); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c461883..da499f7 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-sales-models-1", + "version": "2026-10-31-dev-tags-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -3427,31 +3427,34 @@ "id": "YC30402", "name": "Kashikoi", "url": "https://www.ycombinator.com/companies/kashikoi", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Simulation Engine for Benchmarking AI Products", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "模拟真实交互场景以评估AI代理及其行为。", + "buyer": "AI应用开发及评测团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移Agent测试设施；world model是此处模拟引擎描述，不证明已发布自有基础模型。旧Moveworks每天250代理及iPhone覆盖不是Kashikoi采用；官网示例分数不是独立评测。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30402" + "YC-E-30402", + "DEVTAG1-CAT-YC30402", + "DEVTAG1-KASH-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：模拟真实交互场景以评估AI代理及其行为。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Generative AI", "Machine Learning", "AI" - ] + ], + "businessModel": "Agent仿真评测设施；场景、连接器、仿真用量及维护费待拆" }, { "id": "YC30404", @@ -3858,61 +3861,82 @@ "id": "YC30431", "name": "Feyn", "url": "https://www.ycombinator.com/companies/feyn", - "cat": "C04", + "cat": "C02", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Custom models trained on your data", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业审查现有工作流、训练专用模型并持续用新案例改进。", + "buyer": "AI产品和企业模型团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按当前模型供给移C02，旧Chonkie数据切分/接入产品另记。模型归客户、自我改进及成本优势为自述未核；官网无法读取，当前合同、主体及旧业务延续待核。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30431" + "YC-E-30431", + "DEVTAG1-CAT-YC30431", + "DEVTAG1-FEYN-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为企业审查现有工作流、训练专用模型并持续用新案例改进。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "AI", "ML" - ] + ], + "businessModel": "定制模型后训练服务；工程实施、数据、训练和运行费用待拆" }, { "id": "YC30432", "name": "HelixDB", "url": "https://www.ycombinator.com/companies/helixdb", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 6, "location": "London, United Kingdom", - "business": "公司简介：The fastest & most scalable graph-vector database on the market", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为RAG及代理整合图关系、向量及文本检索数据。", + "buyer": "AI应用开发及数据团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按上下文数据基础设施移C03，不把数据库当自有模型或代码生成。公开代码、许可与托管方案分开；性能领先1—3数量级未独立复现，星标不是收入。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30432" + "YC-E-30432", + "DEVTAG1-CAT-YC30432", + "DEVTAG1-HELIX-ACCESS", + "DEVTAG1-HELIX-REPO", + "DEVTAG1-HELIX-LICENSE" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为RAG及代理整合图关系、向量及文本检索数据。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Open Source", "Infrastructure", "AI", "Databases" - ] + ], + "businessModel": "开源数据库与托管云；存储、计算、查询、部署及支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构及当前官网/公开产品材料对应；精确注册、签约及收费主体仍待核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开数据库README、目录及Apache代码许可可读；未固定commit、编译、安装、执行查询或独立测性能/稳定性。", + "evidenceIds": [ + "DEVTAG1-CAT-YC30432", + "DEVTAG1-HELIX-ACCESS", + "DEVTAG1-HELIX-REPO", + "DEVTAG1-HELIX-LICENSE" + ] + } }, { "id": "YC30433", @@ -4155,25 +4179,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Faster builds, zero effort.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供AI辅助工程的构建、代码评审、代理护栏及历史分析工具。", + "buyer": "软件工程及平台团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "保留开发类；YC快速构建与现官网多项目定位并列，不能把旧hurry宣传当全部当前产品。仅因加速编译不认定AI实现，官网AI定位及项目另列，未核当前付费或性能。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30449" + "YC-E-30449", + "DEVTAG1-CAT-YC30449", + "DEVTAG1-ATTUNE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：提供AI辅助工程的构建、代码评审、代理护栏及历史分析工具。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Infrastructure" - ] + ], + "businessModel": "开发工具组合；构建计算、代码评审、许可与支持费用待拆" }, { "id": "YC30450", @@ -4487,31 +4514,35 @@ "id": "YC30468", "name": "Clidey", "url": "https://www.ycombinator.com/companies/clidey", - "cat": "C04", + "cat": "C05", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Turn scattered data into one platform for decision-making", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将业务数据、实体关系、决策规则和工作流程连接成运营平台。", + "buyer": "企业数据、治理及运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按现WhoDB移企业通用工作，Clidey旗下开源工具和旧Docucod文档生成分期。ERP截图明确合成演示；客户定价计算/节时不是Clidey收入，真实AI作用和收费仍待核。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30468" + "YC-E-30468", + "DEVTAG1-CAT-YC30468", + "DEVTAG1-CLIDEY-HOME", + "DEVTAG1-WHODB-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：将业务数据、实体关系、决策规则和工作流程连接成运营平台。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "SaaS", "B2B", "AI" - ] + ], + "businessModel": "通用数据运营平台；云托管、私有部署、连接及实施费用待拆" }, { "id": "YC30469", @@ -4895,26 +4926,29 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Understand your users beyond the numbers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "分析产品会话、发现故障并由代理准备代码修复及后续工作。", + "buyer": "产品工程、增长和客户运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "据现官网产品工程闭环保留C04；旧留存分析与现PR/原型/客户联络双线分开。官网示例PR、发票和at-risk金额不作实际案例或自身收入，触达需用户审批为自述未实测。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30497" + "YC-E-30497", + "DEVTAG1-CAT-YC30497", + "DEVTAG1-HUMAN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：分析产品会话、发现故障并由代理准备代码修复及后续工作。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Analytics", "AI" - ] + ], + "businessModel": "产品工程软件兼用户分析；会话用量、存储、代理及集成费用待拆" }, { "id": "YC30498", @@ -5489,31 +5523,34 @@ "id": "YC30539", "name": "mlop", "url": "https://www.ycombinator.com/companies/mlop", - "cat": "C04", + "cat": "C02", "year": 2025, "team": 2, "location": "London, United Kingdom", - "business": "公司简介：Experiment tracking for training ML models", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "跟踪机器学习实验、模型指标及训练版本并协作分析。", + "buyer": "ML训练及研究团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按训练支持移C02。官网计算private beta、推理coming soon，不能当完整推理服务已商用；兼容W&B为自述，免费入口和开源不等无收费或零收入。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30539" + "YC-E-30539", + "DEVTAG1-CAT-YC30539", + "DEVTAG1-MLOP-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：跟踪机器学习实验、模型指标及训练版本并协作分析。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "AIOps", "Developer Tools", "Machine Learning", "SaaS" - ] + ], + "businessModel": "模型实验管理平台；存储、计算、团队及托管费用待拆" }, { "id": "YC30540", @@ -5613,27 +5650,43 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Self-Driving CI: fast AI-native GitHub Actions runners", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供GitHub Actions运行资源和提出CI优化PR的代理。", + "buyer": "软件开发及DevOps团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "保留开发验证，非直接替代所有GitHub平台。PR由用户审阅合并，部分代理需付费并申请；公开客户PR存在不证明宣传倍数或合同收入，二百万jobs不是二百万付费客户。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网按CPU/GPU分钟计费，4vCPU示例原文$0.008/min，队列不计，Review Runner另计且模型上游付费；企业协议待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30545" + "YC-E-30545", + "DEVTAG1-CAT-YC30545", + "DEVTAG1-STAR-HOME", + "DEVTAG1-STAR-PR" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核软件开发原标签池：提供GitHub Actions运行资源和提出CI优化PR的代理。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "B2B", "DevOps", "AI" - ] + ], + "businessModel": "CI按计算分钟计费；CPU/GPU资源及代理优化，模型费用另拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构及当前官网/公开产品材料对应；精确注册、签约及收费主体仍待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读CI按分钟供给、人工合并优化流程及一个客户公开合并记录；差异全文/日志未读，未执行或独立复现性能，不据宣传倍数排名。", + "evidenceIds": [ + "DEVTAG1-CAT-YC30545", + "DEVTAG1-STAR-HOME", + "DEVTAG1-STAR-PR" + ] + } }, { "id": "YC30548", @@ -6214,31 +6267,33 @@ "id": "YC30610", "name": "TraceRoot.AI", "url": "https://www.ycombinator.com/companies/traceroot-ai", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Open Source AI Agent Improvement Platform", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "分析代理生产故障模式并向编码代理提供上下文及验证修复。", + "buyer": "AI代理应用工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按现代理改进平台移C03；旧通用生产调试产品分期。创始人此前修300故障不是当前客户或产品能力测试，open source自述未在本轮读取仓库。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30610" + "YC-E-30610", + "DEVTAG1-CAT-YC30610" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：分析代理生产故障模式并向编码代理提供上下文及验证修复。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Open Source", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent可观测与改进设施；追踪、存储、分析及支持费用待拆" }, { "id": "YC30613", @@ -6689,31 +6744,34 @@ "id": "YC30638", "name": "Lotas", "url": "https://www.ycombinator.com/companies/lotas", - "cat": "C04", + "cat": "C07", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI for quantitative trading", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "目录当前称从事量化交易，具体产品及经营方式待核。", + "buyer": "量化交易经营或专业团队，具体买家未核", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按现quantitative trading暂移金融行业，旧Rao/RStudio编码助手与当前分开。官网只有联系入口，不能假定自己管理资产、盈利或仍出售IDE；RStudio五百万用户不是Lotas用户。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30638" + "YC-E-30638", + "DEVTAG1-CAT-YC30638", + "DEVTAG1-LOTAS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：目录当前称从事量化交易，具体产品及经营方式待核。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Data Science", "Data Visualization", "AI" - ] + ], + "businessModel": "量化交易暂分类；自营、外售软件和收费边界待核" }, { "id": "YC30640", @@ -7024,32 +7082,34 @@ "id": "YC30651", "name": "Alter", "url": "https://www.ycombinator.com/companies/alter", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Privileged Access Management for AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在AI代理工具调用时验证身份、权限及运行策略。", + "buyer": "AI应用开发及企业安全团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移Agent设施。临时令牌、参数级授权及审计为自述未实测，SOC2/HIPAA/GDPR声明不等已核认证；A2A旧发布标coming soon不当全部现已交付。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30651" + "YC-E-30651", + "DEVTAG1-CAT-YC30651" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：在AI代理工具调用时验证身份、权限及运行策略。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "AIOps", "Developer Tools", "DevSecOps", "Security", "AI" - ] + ], + "businessModel": "Agent身份及权限设施；调用、凭据、策略和企业部署费待拆" }, { "id": "YC30652", @@ -7178,31 +7238,34 @@ "id": "YC30660", "name": "Magnitude", "url": "https://www.ycombinator.com/companies/magnitude", - "cat": "C04", + "cat": "C02", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Run open models as fast as your hardware allows", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在本地硬件调优推理内核并向现有代理提供开放模型运行接口。", + "buyer": "本地模型及代理开发用户", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移推理设施。Mac/NVIDIA上预填和解码分别自述，平均超过两倍不外推所有芯片/模型；开源免费及本地不上传需实测，未读源码/许可证或运行调优。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30660" + "YC-E-30660", + "DEVTAG1-CAT-YC30660", + "DEVTAG1-MAGNITUDE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：在本地硬件调优推理内核并向现有代理提供开放模型运行接口。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Open Source", "Infrastructure", "AI" - ] + ], + "businessModel": "本地推理引擎；软件、硬件适配、支持或其他收费待核" }, { "id": "YC30661", @@ -7857,27 +7920,30 @@ "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Hardware-Aware AI for Embedded Software", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合数据手册、代码及客户真实板卡生成、调试和验证固件。", + "buyer": "嵌入式固件及硬件工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "保留开发工具，不因接触硬件就归出售实体设备。自动编译/刷写/仪器测试为厂商描述，未执行；万人开发者不是付费数，平台支持和认证主张未独立核。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30691" + "YC-E-30691", + "DEVTAG1-CAT-YC30691", + "DEVTAG1-EMBEDDER-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：结合数据手册、代码及客户真实板卡生成、调试和验证固件。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Hardware", "B2B", "AI" - ] + ], + "businessModel": "固件开发平台；模型用量、硬件桥接、实验台和企业部署费用待拆" }, { "id": "YC30694", @@ -8029,31 +8095,34 @@ "id": "YC30699", "name": "VibeFlow", "url": "https://www.ycombinator.com/companies/vibeflow", - "cat": "C04", + "cat": "C06", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI content manager that grows your company's online presence", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "按品牌语气制作社媒文图并在用户批准后发布。", + "buyer": "创业者、品牌及增长团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按现社媒运营移C06，旧prompt-to-app工作流工具另记。官网明确用户批准再发布，不能按hands-off推无人审核；线索和客户收入不是VibeFlow营收。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30699" + "YC-E-30699", + "DEVTAG1-CAT-YC30699", + "DEVTAG1-VIBE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：按品牌语气制作社媒文图并在用户批准后发布。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Consumer", "B2B", "AI" - ] + ], + "businessModel": "内容营销运营；制作、发布、渠道、代理及人工费用待拆" }, { "id": "YC30700", @@ -8478,30 +8547,34 @@ "id": "YC30722", "name": "Omnara", "url": "https://www.ycombinator.com/companies/omnara", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The Open-Source Alternative to Claude Managed Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以开放控制平面/API部署和管理有状态代理及其运行资源。", + "buyer": "产品开发及企业代理团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移Agent运行时，旧Claude Code遥控/会话订阅与现管理API分期。官网平台费0而模型/机器按量仍收费，旧9/20月费不当当前统一价；推广赠额不是收入。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "现平台/自托管费0，模型按token、机器按活动时长或自带资源；旧9/20月订阅分期，不等全免费", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30722" + "YC-E-30722", + "DEVTAG1-CAT-YC30722", + "DEVTAG1-OMNARA-HOME", + "DEVTAG1-OMNARA-OLD-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以开放控制平面/API部署和管理有状态代理及其运行资源。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "AI", "AI Assistant" - ] + ], + "businessModel": "Agent托管设施；平台与模型、机器用量、支持成本分开" }, { "id": "YC30723", @@ -9193,31 +9266,35 @@ "id": "YC30762", "name": "KERNEL", "url": "https://www.ycombinator.com/companies/kernel", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 22, "location": "San Francisco", - "business": "公司简介：Crazy fast, open source infra for AI agents to use the Internet", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供供代理访问互联网的托管浏览器、会话和运行资源。", + "buyer": "浏览器自动化及Agent开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移Agent浏览器设施。旧300ms与现sub150ms为不同自述未测，使用团队不等付费数；挑战处理等功能未执行，SOC2/HIPAA须具体范围，创始人Clever旧退出价不是Kernel收入。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "公开月费原文$0/30/200另加资源用量，示例$0.0000166667/GB秒；企业、headless/headful及实际账单待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30762" + "YC-E-30762", + "DEVTAG1-CAT-YC30762", + "DEVTAG1-KERNEL-PRICE", + "DEVTAG1-KERNEL-OLD-EXIT" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：提供供代理访问互联网的托管浏览器、会话和运行资源。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Cloud Computing", "Infrastructure", "AI" - ] + ], + "businessModel": "浏览器基础设施；月套餐加GB秒用量、企业支持和合规部署费待拆" }, { "id": "YC30763", @@ -9282,26 +9359,29 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Turns products into CLIs and agents into customers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从产品API及代码生成可维护CLI、验证命令并交付程序。", + "buyer": "软件产品及开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按现代码/CLI交付保留C04，旧自然语言生成Agent平台分期。DoorDash等自行发布CLI不等Okibi客户；当前验证流程仅自述未运行，旧15YC合作不等已付费或当前客户。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30768" + "YC-E-30768", + "DEVTAG1-CAT-YC30768", + "DEVTAG1-OKIBI-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：从产品API及代码生成可维护CLI、验证命令并交付程序。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "SaaS", "AI" - ] + ], + "businessModel": "开发接口生成与维护；代码分析、沙盒测试、更新及身份服务费待拆" }, { "id": "YC30770", @@ -9730,31 +9810,34 @@ "id": "YC30804", "name": "Luminal", "url": "https://www.ycombinator.com/companies/luminal", - "cat": "C04", + "cat": "C02", "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：Making AI run fast on any hardware.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供自动生成GPU内核的ML编译框架和推理部署。", + "buyer": "ML模型开发及推理工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移模型计算供给，不把所有自动代码生成等同通用编码助手。性能十倍未独立复现，三十万工程师成本是客户替代支出，创始人旧约五百万ARR不归Luminal。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30804" + "YC-E-30804", + "DEVTAG1-CAT-YC30804", + "DEVTAG1-LUMINAL-OLD-ARR" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：提供自动生成GPU内核的ML编译框架和推理部署。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "AIOps", "Developer Tools", "Cloud Computing", "AI" - ] + ], + "businessModel": "模型计算优化设施；编译、部署计算、许可与支持费用待拆" }, { "id": "YC30812", @@ -10269,60 +10352,66 @@ "id": "YC30863", "name": "The Context Company", "url": "https://www.ycombinator.com/companies/the-context-company", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Find what's losing you customers and money in your AI agent and fix it", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从代理生产对话及追踪识别问题并支持工程团队验证修复。", + "buyer": "AI代理工程、产品及客户成功团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移代理观测设施，修复仍由工程团队正常审核测试发布。官网45.6% modeled cost下降及25.1%客户运行增幅不是自身收入或已核利润，例子中的报价/退款不作财务。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30863" + "YC-E-30863", + "DEVTAG1-CAT-YC30863", + "DEVTAG1-CONTEXT-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：从代理生产对话及追踪识别问题并支持工程团队验证修复。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "B2B", "Analytics", "Monitoring", "AI" - ] + ], + "businessModel": "Agent分析与改进设施；追踪、分析、存储、企业接入及支持费待拆" }, { "id": "YC30864", "name": "dari.dev", "url": "https://www.ycombinator.com/companies/daridev", - "cat": "C04", + "cat": "C02", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The Routing Layer for AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "训练路由决策模型以降低AI代理调用成本。", + "buyer": "模型API及代理开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "按现模型路由移C02，旧浏览器Agent与有状态部署API另记。官网无可读正文，旧初期无markup不能当当前永久零收费，客户token账单下降不是公司收入。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30864" + "YC-E-30864", + "DEVTAG1-CAT-YC30864", + "DEVTAG1-DARI-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：训练路由决策模型以降低AI代理调用成本。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "B2B" - ] + ], + "businessModel": "模型路由供给；上游推理、自带密钥、托管及支持费待拆" }, { "id": "YC30865", @@ -11032,27 +11121,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Agents for Platform Engineering", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以自然语言构建可编辑工作流以处理平台工程、CI及事故响应。", + "buyer": "平台工程、DevOps及安全团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "保留开发运维，AI生成与配置后确定性执行分开。生产修改可要求审批，不能推所有流程无人审核；三十/四十连接分别为旧/现自述，免费千元额度非收入或实付。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30903" + "YC-E-30903", + "DEVTAG1-CAT-YC30903", + "DEVTAG1-KESTREL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以自然语言构建可编辑工作流以处理平台工程、CI及事故响应。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "AIOps", "Developer Tools", "DevOps", "Infrastructure" - ] + ], + "businessModel": "工程自动化软件；工作流、运行用量、连接及支持费待拆" }, { "id": "YC30906", @@ -12199,32 +12291,34 @@ "id": "YC30969", "name": "Lemma", "url": "https://www.ycombinator.com/companies/uselemma", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Production Monitoring for AI agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "持续监控AI代理生产工具调用、上下文丢失及循环等故障。", + "buyer": "代理应用开发及运维团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移Agent设施，旧持续学习和现故障监控分期。40%退化背景与前雇主两倍效果非当前独立测试，前公司采用和自身收入分开。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30969" + "YC-E-30969", + "DEVTAG1-CAT-YC30969" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：持续监控AI代理生产工具调用、上下文丢失及循环等故障。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "Analytics", "Infrastructure", "Monitoring", "AI" - ] + ], + "businessModel": "Agent观测与评测设施；追踪、评测、模型用量及优化费用待拆" }, { "id": "YC30970", @@ -12664,27 +12758,30 @@ "year": 2025, "team": 3, "location": "Greece", - "business": "公司简介：Lovable for mobile apps", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以对话生成移动应用、后台及商店发布所需材料。", + "buyer": "移动应用开发者及无代码创业用户", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "保留开发工具而非所生成的消费应用。官网Expo/多模型及一万builder自述不等独立质量或付费数，开发者所获订阅/广告收入不归Fastshot，商店审批及生产可靠性未核。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31001" + "YC-E-31001", + "DEVTAG1-CAT-YC31001", + "DEVTAG1-FASTSHOT-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以对话生成移动应用、后台及商店发布所需材料。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "No-code", "AI", "AI Assistant" - ] + ], + "businessModel": "移动开发平台；生成用量、构建/托管、后台及支持费用待拆" }, { "id": "YC31002", @@ -12871,28 +12968,30 @@ "year": 2025, "team": 2, "location": null, - "business": "公司简介：Localhost service isolation and orchestration for git worktrees", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为同项目多个git worktree提供隔离本地服务与运行环境。", + "buyer": "并行开发及编码代理使用团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "保留开发环境，旧JSX Tool浏览器React IDE与现Coasts分期。隔离避免端口/数据冲突是自述，本轮未安装、启动容器或测试；不把本地工具当通用托管Agent服务。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31022" + "YC-E-31022", + "DEVTAG1-CAT-YC31022" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为同项目多个git worktree提供隔离本地服务与运行环境。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "B2B", "Productivity", "Design", "Web Development" - ] + ], + "businessModel": "本地开发运行工具；环境、数据库、资源及支持费用待核" }, { "id": "YC31023", @@ -14168,32 +14267,34 @@ "id": "YC31147", "name": "Salus", "url": "https://www.ycombinator.com/companies/salus", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Guardrails to validate your agent's actions before they execute", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在代理行动前按证据缓存、政策和保护规则验证及阻止调用。", + "buyer": "Agent应用及安全团队", + "delivery": "已读YC当前主营及相关发布；选定官网/公开材料另列，实际付费、财务与能力待核。", + "notes": "移Agent运行设施。58%被阻止动作恢复成功为自测且条件样本，不等全任务成功率；运行时检查不保证不会违规，退款损失示例不是公司营收。 原始成立和团队字段保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31147" + "YC-E-31147", + "DEVTAG1-CAT-YC31147" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：在代理行动前按证据缓存、政策和保护规则验证及阻止调用。 按当前交付区分开发工具、模型设施、Agent设施、企业工作与行业经营。", "directoryTags": [ "Developer Tools", "B2B", "API", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent运行护栏设施；调用校验、策略、存储及支持费待拆" }, { "id": "YC31149", @@ -34513,6 +34614,51 @@ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比", "bound": ">", "comparisonGroup": null + }, + { + "id": "DEVTAG1-O-LUMINAL-OLD-ARR", + "company": "YC30804", + "name": "Luminal", + "kind": "创始人前公司ARR", + "value": 5000000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2025-07-20发布追述，旧财务截至日未给", + "scope": "创始人此前startup，非Luminal收入", + "selection": "excluded", + "reason": "旧公司ARR不归当前推理编译平台，未给原币种和精确经营期", + "evidence": "DEVTAG1-LUMINAL-OLD-ARR", + "comparisonGroup": null + }, + { + "id": "DEVTAG1-O-KERNEL-OLD-EXIT", + "company": "YC30762", + "name": "KERNEL", + "kind": "创始人旧公司退出价", + "value": 500000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2021退出，2025-07-31发布回顾", + "scope": "Clever退出交易，非Kernel收入", + "selection": "excluded", + "reason": "退出价不是新公司自身营收或ARR，也非当前公司融资", + "evidence": "DEVTAG1-KERNEL-OLD-EXIT", + "comparisonGroup": null + }, + { + "id": "DEVTAG1-O-STAR-JOBS", + "company": "YC30545", + "name": "StarSling", + "kind": "已运行CI jobs采用工作量", + "value": 2000000, + "bound": ">=", + "unit": "jobs", + "timing": "2026-10-31读取，统计截至日未给", + "scope": "平台jobs量，非独立付费客户或收入数", + "selection": "adoption", + "reason": "不能用jobs数乘基础分钟价反推营收，时长、免费/付费和资源组合未知", + "evidence": "DEVTAG1-STAR-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -54953,6 +55099,567 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称从批次开始带来原文$2.7M以上GMV。", "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。" + }, + { + "id": "DEVTAG1-CAT-YC30402", + "companyId": "YC30402", + "title": "Kashikoi现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/kashikoi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "模拟真实交互场景以评估AI代理及其行为。 移Agent测试设施；world model是此处模拟引擎描述，不证明已发布自有基础模型。旧Moveworks每天250代理及iPhone覆盖不是Kashikoi采用；官网示例分数不是独立评测。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30431", + "companyId": "YC30431", + "title": "Feyn现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/feyn", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业审查现有工作流、训练专用模型并持续用新案例改进。 按当前模型供给移C02，旧Chonkie数据切分/接入产品另记。模型归客户、自我改进及成本优势为自述未核；官网无法读取，当前合同、主体及旧业务延续待核。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30432", + "companyId": "YC30432", + "title": "HelixDB现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/helixdb", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为RAG及代理整合图关系、向量及文本检索数据。 按上下文数据基础设施移C03，不把数据库当自有模型或代码生成。公开代码、许可与托管方案分开；性能领先1—3数量级未独立复现，星标不是收入。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30449", + "companyId": "YC30449", + "title": "Attune现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/attune", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供AI辅助工程的构建、代码评审、代理护栏及历史分析工具。 保留开发类；YC快速构建与现官网多项目定位并列，不能把旧hurry宣传当全部当前产品。仅因加速编译不认定AI实现，官网AI定位及项目另列，未核当前付费或性能。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30468", + "companyId": "YC30468", + "title": "Clidey现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/clidey", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将业务数据、实体关系、决策规则和工作流程连接成运营平台。 按现WhoDB移企业通用工作，Clidey旗下开源工具和旧Docucod文档生成分期。ERP截图明确合成演示；客户定价计算/节时不是Clidey收入，真实AI作用和收费仍待核。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30497", + "companyId": "YC30497", + "title": "Human Behavior现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/human-behavior", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "分析产品会话、发现故障并由代理准备代码修复及后续工作。 据现官网产品工程闭环保留C04；旧留存分析与现PR/原型/客户联络双线分开。官网示例PR、发票和at-risk金额不作实际案例或自身收入，触达需用户审批为自述未实测。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30539", + "companyId": "YC30539", + "title": "mlop现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/mlop", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "跟踪机器学习实验、模型指标及训练版本并协作分析。 按训练支持移C02。官网计算private beta、推理coming soon，不能当完整推理服务已商用；兼容W&B为自述，免费入口和开源不等无收费或零收入。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30545", + "companyId": "YC30545", + "title": "StarSling现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/starsling", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供GitHub Actions运行资源和提出CI优化PR的代理。 保留开发验证，非直接替代所有GitHub平台。PR由用户审阅合并，部分代理需付费并申请；公开客户PR存在不证明宣传倍数或合同收入，二百万jobs不是二百万付费客户。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30610", + "companyId": "YC30610", + "title": "TraceRoot.AI现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/traceroot-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "分析代理生产故障模式并向编码代理提供上下文及验证修复。 按现代理改进平台移C03；旧通用生产调试产品分期。创始人此前修300故障不是当前客户或产品能力测试，open source自述未在本轮读取仓库。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30638", + "companyId": "YC30638", + "title": "Lotas现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/lotas", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "目录当前称从事量化交易，具体产品及经营方式待核。 按现quantitative trading暂移金融行业，旧Rao/RStudio编码助手与当前分开。官网只有联系入口，不能假定自己管理资产、盈利或仍出售IDE；RStudio五百万用户不是Lotas用户。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30651", + "companyId": "YC30651", + "title": "Alter现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/alter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在AI代理工具调用时验证身份、权限及运行策略。 移Agent设施。临时令牌、参数级授权及审计为自述未实测，SOC2/HIPAA/GDPR声明不等已核认证；A2A旧发布标coming soon不当全部现已交付。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30660", + "companyId": "YC30660", + "title": "Magnitude现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/magnitude", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在本地硬件调优推理内核并向现有代理提供开放模型运行接口。 移推理设施。Mac/NVIDIA上预填和解码分别自述，平均超过两倍不外推所有芯片/模型；开源免费及本地不上传需实测，未读源码/许可证或运行调优。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30691", + "companyId": "YC30691", + "title": "Embedder现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/embedder", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合数据手册、代码及客户真实板卡生成、调试和验证固件。 保留开发工具，不因接触硬件就归出售实体设备。自动编译/刷写/仪器测试为厂商描述，未执行；万人开发者不是付费数，平台支持和认证主张未独立核。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30699", + "companyId": "YC30699", + "title": "VibeFlow现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/vibeflow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "按品牌语气制作社媒文图并在用户批准后发布。 按现社媒运营移C06，旧prompt-to-app工作流工具另记。官网明确用户批准再发布，不能按hands-off推无人审核；线索和客户收入不是VibeFlow营收。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30722", + "companyId": "YC30722", + "title": "Omnara现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/omnara", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以开放控制平面/API部署和管理有状态代理及其运行资源。 移Agent运行时，旧Claude Code遥控/会话订阅与现管理API分期。官网平台费0而模型/机器按量仍收费，旧9/20月费不当当前统一价；推广赠额不是收入。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30762", + "companyId": "YC30762", + "title": "KERNEL现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/kernel", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供供代理访问互联网的托管浏览器、会话和运行资源。 移Agent浏览器设施。旧300ms与现sub150ms为不同自述未测，使用团队不等付费数；挑战处理等功能未执行，SOC2/HIPAA须具体范围，创始人Clever旧退出价不是Kernel收入。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30768", + "companyId": "YC30768", + "title": "Okibi现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/okibi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从产品API及代码生成可维护CLI、验证命令并交付程序。 按现代码/CLI交付保留C04，旧自然语言生成Agent平台分期。DoorDash等自行发布CLI不等Okibi客户；当前验证流程仅自述未运行，旧15YC合作不等已付费或当前客户。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30804", + "companyId": "YC30804", + "title": "Luminal现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/luminal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供自动生成GPU内核的ML编译框架和推理部署。 移模型计算供给，不把所有自动代码生成等同通用编码助手。性能十倍未独立复现，三十万工程师成本是客户替代支出，创始人旧约五百万ARR不归Luminal。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30863", + "companyId": "YC30863", + "title": "The Context Company现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/the-context-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从代理生产对话及追踪识别问题并支持工程团队验证修复。 移代理观测设施，修复仍由工程团队正常审核测试发布。官网45.6% modeled cost下降及25.1%客户运行增幅不是自身收入或已核利润，例子中的报价/退款不作财务。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30864", + "companyId": "YC30864", + "title": "dari.dev现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/daridev", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "训练路由决策模型以降低AI代理调用成本。 按现模型路由移C02，旧浏览器Agent与有状态部署API另记。官网无可读正文，旧初期无markup不能当当前永久零收费，客户token账单下降不是公司收入。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30903", + "companyId": "YC30903", + "title": "Kestrel AI现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/kestrel-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以自然语言构建可编辑工作流以处理平台工程、CI及事故响应。 保留开发运维，AI生成与配置后确定性执行分开。生产修改可要求审批，不能推所有流程无人审核；三十/四十连接分别为旧/现自述，免费千元额度非收入或实付。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC30969", + "companyId": "YC30969", + "title": "Lemma现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/uselemma", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "持续监控AI代理生产工具调用、上下文丢失及循环等故障。 移Agent设施，旧持续学习和现故障监控分期。40%退化背景与前雇主两倍效果非当前独立测试，前公司采用和自身收入分开。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC31001", + "companyId": "YC31001", + "title": "Fastshot现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/fastshot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以对话生成移动应用、后台及商店发布所需材料。 保留开发工具而非所生成的消费应用。官网Expo/多模型及一万builder自述不等独立质量或付费数，开发者所获订阅/广告收入不归Fastshot，商店审批及生产可靠性未核。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC31022", + "companyId": "YC31022", + "title": "Coasts现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/coasts", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为同项目多个git worktree提供隔离本地服务与运行环境。 保留开发环境，旧JSX Tool浏览器React IDE与现Coasts分期。隔离避免端口/数据冲突是自述，本轮未安装、启动容器或测试；不把本地工具当通用托管Agent服务。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-CAT-YC31147", + "companyId": "YC31147", + "title": "Salus现主营及旧业务范围", + "url": "https://www.ycombinator.com/companies/salus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在代理行动前按证据缓存、政策和保护规则验证及阻止调用。 移Agent运行设施。58%被阻止动作恢复成功为自测且条件样本，不等全任务成功率；运行时检查不保证不会违规，退款损失示例不是公司营收。", + "limitation": "公司自述及可更新目录，不因代码/Agent标签直接分为同质SaaS；旧雇主、客户收益、采用量、报价和赠额不当自身ARR。" + }, + { + "id": "DEVTAG1-FEYN-ACCESS", + "companyId": "YC30431", + "title": "Feyn官网读取缺项", + "url": "https://www.usefeyn.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前官网工具无法取得正文，现专用模型服务据YC描述，旧Chonkie发布另列。", + "limitation": "未核改名主体链及旧数据工具是否仍收费，不从不可读推停业或零收入。" + }, + { + "id": "DEVTAG1-CLIDEY-HOME", + "companyId": "YC30468", + "title": "Clidey与WhoDB现产品关联", + "url": "https://clidey.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "Clidey官网称维护WhoDB及开源开发工具，直接链接WhoDB数据运营平台。", + "limitation": "旗下产品不重复增公司，旧Docucod发布另记；主体、合同及收入分摊未核。" + }, + { + "id": "DEVTAG1-WHODB-HOME", + "companyId": "YC30468", + "title": "WhoDB现运营平台及演示数据", + "url": "https://whodb.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列Cloud与Managed Private，数据模型、血缘、工作流与应用，ERP截图明确synthetic demo data。", + "limitation": "演示订单及客户匿名节时/45条验证不是实际营收，AI决策准确性及合同未核，不当已运行案例。" + }, + { + "id": "DEVTAG1-LOTAS-HOME", + "companyId": "YC30638", + "title": "Lotas官网信息范围", + "url": "https://www.lotas.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现首页只有联系信息，未列量化产品、IDE或费率；当前量化交易定位据YC短简介。", + "limitation": "不能确认自营交易、资管、收费软件或当前客户，旧Rao发布不强推现仍在运营。" + }, + { + "id": "DEVTAG1-VIBE-HOME", + "companyId": "YC30699", + "title": "VibeFlow当前社媒制作与批准", + "url": "https://vibeflow.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称为品牌制作社交内容，在用户批准后发LinkedIn和X，另列GitHub星标。", + "limitation": "未读旧仓库及现收费合同，星标不证明社媒产品付费或技术能力，未连接账号/发布。" + }, + { + "id": "DEVTAG1-ATTUNE-HOME", + "companyId": "YC30449", + "title": "Attune现多项目AI工程工具", + "url": "https://www.attunehq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列nudge代理护栏、caliper CI配置、bastion代码评审、akari编码代理历史分析。", + "limitation": "仅读项目列表，未读取链接源码、运行或核全部项目收费。快速构建旧帖不当全部当前交付。" + }, + { + "id": "DEVTAG1-MAGNITUDE-HOME", + "companyId": "YC30660", + "title": "Magnitude本地推理及性能范围", + "url": "https://magnitude.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网分别列Mac M4/NVIDIA推理预填与解码、自调优和API，本机运行免费/开源为其自述。", + "limitation": "平均11型号4bit/64k等范围不能外推所有模型/芯片；本轮未读许可证、源码或运行，双倍性能不作独立测试。" + }, + { + "id": "DEVTAG1-STAR-HOME", + "companyId": "YC30545", + "title": "StarSling当前CI资源和优化范围", + "url": "https://starsling.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供按分钟CPU/GPU及Review Runners，AI优化提PR由人合并；称已运行二百万以上jobs。", + "limitation": "jobs非用户/付费数或收入，运行资源与上游模型费用分开。优化PR功能对新客户有付费/未默认启用限制，未核独立性能和合同。" + }, + { + "id": "DEVTAG1-STAR-PR", + "companyId": "YC30545", + "title": "StarSling公开客户优化PR记录", + "url": "https://github.com/mastra-ai/mastra/pull/15888", + "publishedAt": "2026-04-29", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "公开Mastra PR显示starslingdev bot提议三路E2E分片，2026-04-29由维护者合并214e829，正文列测试方法及节时测算。", + "limitation": "只读会话及合并记录；files/commit页面工具cache miss，未核差异全文、运行日志或复现计时。公开合并不证明全部性能宣传、当前软件自主程度或收费。" + }, + { + "id": "DEVTAG1-KERNEL-PRICE", + "companyId": "YC30762", + "title": "Kernel月费与GB秒用量分开", + "url": "https://www.kernel.sh/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "公开0/30/200月套餐均另加用量，列0.0000166667每GB秒及赠额、并发和企业支持，团队数自述与YC旧快照不同。", + "limitation": "套餐、赠额、并发及采用不等实收；headless/headful可能不同单价，未取得具体账单/合同，不按11千团队乘月费估MRR。" + }, + { + "id": "DEVTAG1-OMNARA-HOME", + "companyId": "YC30722", + "title": "Omnara现平台免费与资源收费", + "url": "https://www.omnara.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称开放代理控制平面自托管/平台费0，可自带模型和机器或按token/活动时长付资源费；SOC2 TypeII观察期in progress。", + "limitation": "旧9/20月费分期不当现价，平台免费不等所有资源免费或公司零收入；未读仓库、审计或执行部署，客户标识不证明付费。" + }, + { + "id": "DEVTAG1-FASTSHOT-HOME", + "companyId": "YC31001", + "title": "Fastshot移动应用与客户变现", + "url": "https://fastshot.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网自述Expo原生移动App、多模型及Supabase集成，客户可接订阅/广告变现。", + "limitation": "一万builder不等付费数，应用开发者所得不归平台收入。未试生成、构建、提交商店或核价，原生能力和上架时间非独立验证。" + }, + { + "id": "DEVTAG1-EMBEDDER-HOME", + "companyId": "YC30691", + "title": "Embedder客户板卡与测试台开发", + "url": "https://embedder.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述读取手册、代码、原理图和真实仪器完成编译/刷写/调试，提供共享实验桥、企业权限及私有部署。", + "limitation": "未连接板卡、编译刷机或测试。硬件支持数与万人开发者不是付费数，认证及安全声明未取得报告，不认定提供自有硬件量产。" + }, + { + "id": "DEVTAG1-CONTEXT-HOME", + "companyId": "YC30863", + "title": "TCC生产分析和修复分工", + "url": "https://www.thecontextcompany.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明通过MCP让编码代理调查，用户依正常流程审核/测试/发布；客户案例标45.6%较低modeled cost。", + "limitation": "模型成本估算不是已实现毛利，25.1%更多客户运行非公司收入；自述PII、审计及行业合规未核报告。" + }, + { + "id": "DEVTAG1-MLOP-HOME", + "companyId": "YC30539", + "title": "mlop实验跟踪与计划功能", + "url": "https://mlop.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供实验指标及版本跟踪，计算标private beta、推理coming soon，兼容W&B接口为自述。", + "limitation": "免费试用和开源不等零收入，未安装或验证接口兼容，计算和推理计划不当正式供给。" + }, + { + "id": "DEVTAG1-DARI-HOME", + "companyId": "YC30864", + "title": "dari当前官网正文缺项", + "url": "https://dari.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具页面无可读正文，现路由定位据YC简介，旧有状态部署和浏览器Agent发布分期。", + "limitation": "没有由标题推已运行路由、性能或当前价，旧无markup只适用原发布阶段；未取得合同。" + }, + { + "id": "DEVTAG1-KASH-HOME", + "companyId": "YC30402", + "title": "Kashikoi当前仿真评测入口", + "url": "https://www.getkashikoi.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称一条提示评测代理，需可定制连接器，列模拟、行为评估和多种示例分数。", + "limitation": "示例分数、每次运行成本及三千多runs不当独立实际测量或自身收入，未运行评测，不把模拟器当已公开基础模型。" + }, + { + "id": "DEVTAG1-HUMAN-HOME", + "companyId": "YC30497", + "title": "Human Behavior现产品工程与用户运营双线", + "url": "https://www.humanbehavior.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现官网从会话回放识别故障、准备PR/原型，另有漏斗与客户联络；邮件草稿等待批准。", + "limitation": "界面示例发票、at-risk金额和PR状态不当已核案例、真实财务或实际客户联络，未执行SDK或操作账号。" + }, + { + "id": "DEVTAG1-KESTREL-HOME", + "companyId": "YC30903", + "title": "Kestrel生成与执行分工", + "url": "https://usekestrel.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述AI生成可编辑工程工作流，配置后按代码执行，生产变更有审批及PR合并步骤，当前称40以上集成。", + "limitation": "确定性执行不等工作流逻辑正确，未运行云自动化/部署；旧30连接与现40自述分期，千元试用额非收入。" + }, + { + "id": "DEVTAG1-HELIX-ACCESS", + "companyId": "YC30432", + "title": "HelixDB官网读取缺项", + "url": "https://helix-db.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网网页工具不可读，现图/向量/文本数据库定位另据公开仓库及YC。", + "limitation": "不根据不可读推停业或未交付，云服务实际合同及收入留缺。" + }, + { + "id": "DEVTAG1-HELIX-REPO", + "companyId": "YC30432", + "title": "HelixDB公开仓库及托管范围", + "url": "https://github.com/helixdb/helix-db", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "README与目录可读，Rust图/向量/BM25数据库含SDK、查询和对象存储说明，区分本地开源与Helix Cloud托管。", + "limitation": "未固定commit、安装、执行查询或复现事务/性能，公开源码不证明稳定性、付费或毛利。" + }, + { + "id": "DEVTAG1-HELIX-LICENSE", + "companyId": "YC30432", + "title": "HelixDB代码许可", + "url": "https://github.com/HelixDB/helix-db/blob/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "代码仓库LICENSE内容为Apache License 2.0。", + "limitation": "代码开放不代表托管云及支持无费，未核完整商业合同或所有依赖许可，不作独立能力和公司收入证明。" + }, + { + "id": "DEVTAG1-LUMINAL-OLD-ARR", + "companyId": "YC30804", + "title": "Luminal创始人旧ARR及替代成本", + "url": "https://www.ycombinator.com/launches/O0g-luminal-pytorch-for-production", + "publishedAt": "2025-07-20", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2025-07-20发布追述创始人在另一startup增长到约原文$5M ARR，并称替代年薪$300k以上GPU工程流程。", + "limitation": "前公司ARR、客户工程成本及潜在省钱不是Luminal自身营收，不转为当前ARR。" + }, + { + "id": "DEVTAG1-KERNEL-OLD-EXIT", + "companyId": "YC30762", + "title": "Kernel创始人旧公司退出价", + "url": "https://www.ycombinator.com/launches/O5f-kernel-crazy-fast-browser-infrastructure", + "publishedAt": "2025-07-31", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2025-07-31发布追述Clever于2021以原文$500m退出；浏览器按资源用量供给。", + "limitation": "退出交易估值不是Kernel自身收入、融资或当前ARR，不作新公司财务样本。" + }, + { + "id": "DEVTAG1-OMNARA-OLD-PRICE", + "companyId": "YC30722", + "title": "Omnara旧遥控会话价格", + "url": "https://www.ycombinator.com/launches/PFp-omnara-run-claude-code-from-anywhere", + "publishedAt": "2026-01-23", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-01-23发布为10会话免费、20月费，2025旧发布为9月费；现官网平台费0加资源用量另列。", + "limitation": "不同期产品定位及价格不能叠加作MRR，无实际付费数、合同及回款，不把旧订阅价当现统一价。" + }, + { + "id": "DEVTAG1-OKIBI-LAUNCH", + "companyId": "YC30768", + "title": "Okibi现CLI与市场其他公司归属", + "url": "https://www.ycombinator.com/launches/Tn9-okibi-agent-ready-clis", + "publishedAt": "2026-09-10", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-09-10发布称读取API/代码生成、验证及维护CLI；DoorDash等列为自行发布CLI的市场例子。", + "limitation": "这些品牌不是已核Okibi客户，旧15YC合作亦非已付费；未运行生成/验证或核签约收费。" } ], "reviews": [ @@ -58066,6 +58773,118 @@ "SALES-LAUNCH-NATIVE" ], "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。" + }, + { + "id": "DEVTAG1-R-CLASS", + "type": "软件开发原标签池第一批25项复核", + "company": "软件开发原标签池第一批", + "scope": "companies", + "companyIds": [ + "YC30402", + "YC30431", + "YC30449", + "YC30468", + "YC30497", + "YC30539", + "YC30610", + "YC30638", + "YC30651", + "YC30660", + "YC30691", + "YC30699", + "YC30722", + "YC30762", + "YC30768", + "YC30804", + "YC30863", + "YC30864", + "YC30903", + "YC30969", + "YC31001", + "YC31022", + "YC31147" + ], + "summary": "25项当前主营及相关发布已读，8保留开发、17按当前交付迁移；原51标签池还余26项未复核。", + "evidenceIds": [ + "DEVTAG1-CAT-YC30402", + "DEVTAG1-CAT-YC30431", + "DEVTAG1-CAT-YC30449", + "DEVTAG1-CAT-YC30468", + "DEVTAG1-CAT-YC30497", + "DEVTAG1-CAT-YC30539", + "DEVTAG1-CAT-YC30610", + "DEVTAG1-CAT-YC30638", + "DEVTAG1-CAT-YC30651", + "DEVTAG1-CAT-YC30660", + "DEVTAG1-CAT-YC30691", + "DEVTAG1-CAT-YC30699", + "DEVTAG1-CAT-YC30722", + "DEVTAG1-CAT-YC30762", + "DEVTAG1-CAT-YC30768", + "DEVTAG1-CAT-YC30804", + "DEVTAG1-CAT-YC30863", + "DEVTAG1-CAT-YC30864", + "DEVTAG1-CAT-YC30903", + "DEVTAG1-CAT-YC30969", + "DEVTAG1-CAT-YC31001", + "DEVTAG1-CAT-YC31022", + "DEVTAG1-CAT-YC31147", + "DEVTAG1-FEYN-ACCESS", + "DEVTAG1-CLIDEY-HOME", + "DEVTAG1-WHODB-HOME", + "DEVTAG1-LOTAS-HOME", + "DEVTAG1-VIBE-HOME", + "DEVTAG1-ATTUNE-HOME", + "DEVTAG1-MAGNITUDE-HOME", + "DEVTAG1-KERNEL-PRICE", + "DEVTAG1-OMNARA-HOME", + "DEVTAG1-FASTSHOT-HOME", + "DEVTAG1-EMBEDDER-HOME", + "DEVTAG1-CONTEXT-HOME", + "DEVTAG1-MLOP-HOME", + "DEVTAG1-DARI-HOME", + "DEVTAG1-KASH-HOME", + "DEVTAG1-HUMAN-HOME", + "DEVTAG1-KESTREL-HOME", + "DEVTAG1-LUMINAL-OLD-ARR", + "DEVTAG1-KERNEL-OLD-EXIT", + "DEVTAG1-OMNARA-OLD-PRICE", + "DEVTAG1-OKIBI-LAUNCH" + ], + "handling": "新旧产品、模型算力/Agent设施、通用数据工作、量化交易和社媒运营分别记录。Feyn/Helix官网缺项、Lotas联系页及dari空正文不当已读完整产品；客户收益、演示、赠额和旧业绩排除收入。" + }, + { + "id": "DEVTAG1-R-HELIX", + "type": "Agent上下文数据库公开材料复核", + "company": "HelixDB", + "scope": "companies", + "companyIds": [ + "YC30432" + ], + "summary": "README、目录及代码Apache许可可读，开源数据库和托管云服务分开；列public-artifact。", + "evidenceIds": [ + "DEVTAG1-CAT-YC30432", + "DEVTAG1-HELIX-ACCESS", + "DEVTAG1-HELIX-REPO", + "DEVTAG1-HELIX-LICENSE" + ], + "handling": "未固定commit、编译、运行或复现1—3数量级性能。公开代码及星标不是收入，实际托管价格/合同待核。" + }, + { + "id": "DEVTAG1-R-STAR", + "type": "CI按量交付、采用与公开优化记录", + "company": "StarSling", + "scope": "companies", + "companyIds": [ + "YC30545" + ], + "summary": "按CPU/GPU资源分钟交付，优化PR由客户审核合并，已读一个公开合并记录；二百万jobs只记采用。", + "evidenceIds": [ + "DEVTAG1-CAT-YC30545", + "DEVTAG1-STAR-HOME", + "DEVTAG1-STAR-PR" + ], + "handling": "未读完整差异或运行日志、未独立复现6倍/13倍性能；按分钟费率和jobs量不能推ARR，模型费用、付费/免费和可用代理范围另列。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7937053..507d94b 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-1", + "version": "2026-10-31-dev-tags-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。", + "nextCheck": "原新增目录33条深化并保留发现来源，本快照基础项416条主营人工复核。原C04开发标签池51项中的前25项已重读主营及相关发布：8保留、17迁移（Agent设施9、模型设施5、通用企业1、客户运营1、行业1），余26项。现产品与旧Feyn/Chonkie、VibeFlow、Attune、WhoDB/Docucod、Lotas/Rao、Omnara和Coasts/JSX分期；Helix公开材料不等性能测试，StarSling公开合并记录不等全部性能/收费证明。计算分钟、模型用量和月费拆分，jobs、旧ARR、退出价、赠额及演示不是自身ARR。本分支独立于PR #33企业89项、#34行业252项、#35模型标签26项，整合须保留各分支追加记录及版本计数；全部公开来源及主体、技术和财务仍待核。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fa5ce66..26a96de 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-sales-models-1", + "sourceVersion": "2026-10-31-dev-tags-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 1736912ecbec5ef96c375387d266a72ae5121e66 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:39:58 +0800 Subject: [PATCH 16/29] Complete developer tag review and distinguish agent hosting cost models --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 10 +- content/research/ai-companies.seed.json | 1292 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1094 insertions(+), 218 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index ad16498..bfbae27 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1909); - assert.equal(research.observations.length, 240); + assert.equal(research.evidence.length, 1962); + assert.equal(research.observations.length, 245); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 4035e77..bfaa020 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1909); - assert.equal(initial.observations.length, 240); + assert.equal(initial.evidence.length, 1962); + assert.equal(initial.observations.length, 245); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 121); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 11); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index da499f7..ddf9db6 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-dev-tags-1", + "version": "2026-10-31-dev-tags-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -14509,26 +14509,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI SRE agent that triages, coordinates, and fixes production incidents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监控生产系统、调查事故并经人工审阅更新工具和知识。", + "buyer": "SRE、平台及当值工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发运维。工具生成和知识更新有人工批准，不能按AI SRE推所有生产修改自主；自托管/托管与BYOK分开，开源及合规为自述未读仓库/报告。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31165" + "YC-E-31165", + "DEVTAG2-CAT-YC31165" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：监控生产系统、调查事故并经人工审阅更新工具和知识。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "AIOps", "Developer Tools", "AI" - ] + ], + "businessModel": "生产工程软件；调查用量、日志、集成、部署和支持费待拆" }, { "id": "YC31166", @@ -15561,31 +15563,34 @@ "id": "YC31216", "name": "Archal", "url": "https://www.ycombinator.com/companies/archal", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：API sandboxes, built for AI agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为Agent测试、集成及RL提供可重置的有状态API模拟环境。", + "buyer": "Agent开发、集成及评测团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent环境设施，模型训练用途另列不当自有基础模型。官网注明模拟非真实服务、覆盖按能力资料，付费续用尚未启用；0.10/环境分钟标价及20赠额不是实收。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "self-serve标价原文0.10/环境分钟按秒计，目前付费续用未启用；5加15赠额不作收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31216" + "YC-E-31216", + "DEVTAG2-CAT-YC31216", + "DEVTAG2-ARCHAL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为Agent测试、集成及RL提供可重置的有状态API模拟环境。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "API", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent测试设施；按环境分钟计量，试用/付费可用性另核" }, { "id": "YC31217", @@ -15831,32 +15836,35 @@ "id": "YC31230", "name": "o11", "url": "https://www.ycombinator.com/companies/o11", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：OpenRouter wallet for paid goods and services", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过钱包与权限为代理提供可付费的API、工具和服务入口。", + "buyer": "Agent产品及企业开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "按现付费工具钱包移C03，旧Office/Workspace助手另记。zero markup是费率自述非所有收入为零，目录工具数非客户数；余额、预算和服务消费不可直接记平台ARR。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31230" + "YC-E-31230", + "DEVTAG2-CAT-YC31230", + "DEVTAG2-O11-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：通过钱包与权限为代理提供可付费的API、工具和服务入口。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Fintech", "SaaS", "B2B", "AI" - ] + ], + "businessModel": "Agent商务访问设施；充值、第三方服务费、账户接入与平台收费待拆" }, { "id": "YC31231", @@ -15975,27 +15983,30 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI production engineer for regulated industries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为复杂生产软件分析告警、日志及数据并建议修复和预防。", + "buyer": "金融医疗等企业SRE及生产工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发运维，不因受监管客户就改为金融/医疗执业。厂商生产上下文、因果分析及安全主张未实测，客户交易/trace规模和行业1亿支持预算非Corelayer收入。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31241" + "YC-E-31241", + "DEVTAG2-CAT-YC31241", + "DEVTAG2-CORE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为复杂生产软件分析告警、日志及数据并建议修复和预防。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "B2B", "Enterprise Software", "AI" - ] + ], + "businessModel": "生产工程软件；日志、查询、私有部署、模型及支持成本待拆" }, { "id": "YC31243", @@ -17086,30 +17097,33 @@ "id": "YC31327", "name": "Korso", "url": "https://www.ycombinator.com/companies/korso", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 3, "location": "Irvine, CA", - "business": "公司简介：In Development", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "近期发布Shepherd以MCP协调多个代理间通信协作，现具体产品待核。", + "buyer": "Agent开发与协作团队，当前买家待核", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "据最新相关发布暂移C03，YC现写In Development且官网仅申请入口。旧制造运营与Shepherd双线/转型链未知，开放beta和YC免费非已付费客户；未核开源仓库。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31327" + "YC-E-31327", + "DEVTAG2-CAT-YC31327", + "DEVTAG2-KORSO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：近期发布Shepherd以MCP协调多个代理间通信协作，现具体产品待核。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "SaaS", "AI" - ] + ], + "businessModel": "Agent协作工具暂分类；开源/托管、消息及支持费用待核" }, { "id": "YC31330", @@ -18533,32 +18547,35 @@ "id": "YC31432", "name": "Keyframe Labs", "url": "https://www.ycombinator.com/companies/keyframe-labs", - "cat": "C04", + "cat": "C01", "year": 2025, "team": 2, "location": "Los Angeles, CA", - "business": "公司简介：Bring AI to life with the world's best interactive avatars", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发实时交互人像模型并提供头像视频调用接口。", + "buyer": "交互应用开发及企业团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "按自有领域模型移C01，persona系列与嵌入接口分开。180ms、真实性及并发为自述未独立核，第三方LLM/语音仍可另用；0.06/min起价不等全栈成本或ARR。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "人像视频推理原文0.06/分钟起；不同模型/并发和第三方LLM/语音成本及实际合同待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31432" + "YC-E-31432", + "DEVTAG2-CAT-YC31432", + "DEVTAG2-KEYFRAME-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：研发实时交互人像模型并提供头像视频调用接口。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "SaaS", "B2B", "API", "AI" - ] + ], + "businessModel": "人像领域模型及推理；会话分钟、并发、部署与支持费待拆" }, { "id": "YC31433", @@ -18846,31 +18863,34 @@ "id": "YC31454", "name": "decuff", "url": "https://www.ycombinator.com/companies/decuff", - "cat": "C04", + "cat": "C02", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Uncensored AI models, served at scale with zero data retention.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以API托管经修改的开放模型供推理调用。", + "buyer": "模型API和Agent开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "按现推理供给移C02，旧Datost数据分析产品分期。zero data retention、模型去限制及服务性能为自述，官网工具不可读，未调用API或检查模型/条款，旧能力不外推当前。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31454" + "YC-E-31454", + "DEVTAG2-CAT-YC31454", + "DEVTAG2-DECUFF-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以API托管经修改的开放模型供推理调用。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Consumer", "Infrastructure", "AI Assistant" - ] + ], + "businessModel": "模型推理托管；token、算力、带宽、隐私和支持费用待核" }, { "id": "YC31455", @@ -20609,32 +20629,35 @@ "id": "YC31591", "name": "RightNow", "url": "https://www.ycombinator.com/companies/rightnow", - "cat": "C04", + "cat": "C02", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Co-designing the fastest intelligence", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "优化GPU内核并经RunInfra托管开放模型推理。", + "buyer": "模型推理及Agent开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "按模型计算供给移C02，RightNow实验室与RunInfra平台不重复计公司。缓存有效价是过去流量加权自述且best effort，不能等同每次请求低价；速度/缓存率非收入或独立性能。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31591" + "YC-E-31591", + "DEVTAG2-CAT-YC31591", + "DEVTAG2-RUNINFRA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：优化GPU内核并经RunInfra托管开放模型推理。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Generative AI", "Machine Learning", "Infrastructure", "AI" - ] + ], + "businessModel": "推理平台；token、缓存折扣、套餐限额、GPU及支持费用待拆" }, { "id": "YC31592", @@ -20644,27 +20667,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The Git forge for the next hundred billion commits", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为人和编码代理提供Git托管、评审、CI及协作平台。", + "buyer": "软件开发及编码代理团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发平台；百名用户和约十余YC试用是采用自述，不等付费客户或收入。百亿commit是未来规模定位，beta不等全部产品成熟，可靠性和安全待核。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31592" + "YC-E-31592", + "DEVTAG2-CAT-YC31592" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为人和编码代理提供Git托管、评审、CI及协作平台。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "B2B", "DevOps", "AI" - ] + ], + "businessModel": "代码托管与验证平台；仓库、CI、存储、安全及支持费用待核" }, { "id": "YC31825", @@ -20794,26 +20819,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Effortlessly deploy cloud software factories.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将客户本地开发配置迁至云沙盒以运行并行编码代理。", + "buyer": "软件团队及开发型创业者", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发交付；旧个人金融交易Agent与现软件工厂分期。150万OpenAI credits为赠额非现金收入，首客户效果未独立核；用户可审阅和设置审批，SOC2仍进行中。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网Team原文60/席位月或年付50月折算；含量、并发、模型订阅与工作区额度分开，非无限计算承诺", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32089" + "YC-E-32089", + "DEVTAG2-CAT-YC32089", + "DEVTAG2-HOPLITE-HOME", + "DEVTAG2-HOPLITE-CREDITS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：将客户本地开发配置迁至云沙盒以运行并行编码代理。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Cloud Computing", "AI" - ] + ], + "businessModel": "云开发平台；席位含量、沙盒、模型、接入与支持费用待拆" }, { "id": "YC32121", @@ -22237,28 +22266,32 @@ "id": "YC32230", "name": "Codag", "url": "https://www.ycombinator.com/companies/codag", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：The AI gateway for cheaper, faster, permissioned agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在模型读取前压缩工具输出并跟踪代理工具使用及成本。", + "buyer": "Agent应用及工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent工具路径设施，非自有基础模型。75%输出压缩和20—30%token节省是不同自述口径，90以上组织使用非付费数/ARR；完整原字节可取回和本地直连未独立核。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32230" + "YC-E-32230", + "DEVTAG2-CAT-YC32230", + "DEVTAG2-CODAG-HOME", + "DEVTAG2-CODAG-ADOPTION" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：在模型读取前压缩工具输出并跟踪代理工具使用及成本。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools" - ] + ], + "businessModel": "Agent上下文/工具设施；处理用量、本地服务、治理及支持费待拆" }, { "id": "YC32233", @@ -22451,28 +22484,31 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Reliable and safe data engineering and data science agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以代理、血缘及知识库开发维护数据管线并生成SQL/Python分析。", + "buyer": "数据工程、分析及科学团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留数据工程开发，兼协作分析工作台，不以股票研究演示认定金融执业。人在知识条目核验、沙盒测试和CI门控仍在；83.28%基准为厂商比较未复现，演示收入非自身财务。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32262" + "YC-E-32262", + "DEVTAG2-CAT-YC32262", + "DEVTAG2-ALKERA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以代理、血缘及知识库开发维护数据管线并生成SQL/Python分析。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Data Science", "Data Engineering", "Enterprise Software", "AI" - ] + ], + "businessModel": "数据开发平台；工作区、计算/GPU、仓库连接及企业部署费待拆" }, { "id": "YC32286", @@ -23743,30 +23779,32 @@ "id": "YC33014", "name": "Inkbox", "url": "https://www.ycombinator.com/companies/inkbox", - "cat": "C04", + "cat": "C03", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The identity and communication layer for AI agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为代理提供持久身份、邮件电话和代理间通信接口。", + "buyer": "Agent应用开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent设施，旧网页自动化与现通信层分期。收2FA和联系能力不等已授权访问他人账户；未申请号码、发送消息或核实际服务许可、隐私及收入。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33014" + "YC-E-33014", + "DEVTAG2-CAT-YC33014" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为代理提供持久身份、邮件电话和代理间通信接口。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent身份通信设施；邮箱、号码、通道、用量及支持费待拆" }, { "id": "YC33016", @@ -25258,31 +25296,33 @@ "id": "YC33936", "name": "Conifer", "url": "https://www.ycombinator.com/companies/conifer", - "cat": "C04", + "cat": "C02", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：Least cost routing system to reduce 70%+ token spend", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在客户harness内选择模型、提供方和缓存以降低推理支出。", + "buyer": "有模型用量的企业及开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "按现路由供给移C02，旧消费者Juniper界面另记。最多80%付费token减少不等总成本/毛利降低80%；本地免API费仍有硬件电费，性能和隐私未独立核。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33936" + "YC-E-33936", + "DEVTAG2-CAT-YC33936" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：在客户harness内选择模型、提供方和缓存以降低推理支出。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "B2B", "Security", "AI" - ] + ], + "businessModel": "推理路由设施兼个人Juniper入口；本地算力、API、软件与支持费用待拆" }, { "id": "YC33969", @@ -25350,59 +25390,80 @@ "id": "YC34431", "name": "Hue", "url": "https://www.ycombinator.com/companies/hue", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Test agents in realistic worlds built from production usage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "把代理真实使用时的工具、数据及状态转为可重复测试环境。", + "buyer": "生产Agent开发及验证团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent测试，非一般App用户界面QA。保留工具/状态不证明所有生产世界可完整重现，官网不可读，未独立测试或取得合同；10月29日发布不作法人成立日。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34431" + "YC-E-34431", + "DEVTAG2-CAT-YC34431", + "DEVTAG2-HUE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：把代理真实使用时的工具、数据及状态转为可重复测试环境。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent仿真测试设施；数据/状态捕获、场景、运行及支持费待核" }, { "id": "YC34464", "name": "herdr", "url": "https://www.ycombinator.com/companies/herdr", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 1, "location": "Ankara, Turkey", - "business": "公司简介：building the open agent runtime", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以后台终端运行服务协调代理进程、状态和跨机器通信。", + "buyer": "并行Agent及开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移运行设施，桌面App、core和旧TUI为不同程序。关窗口不终止不等重启机器仍保任务；官网明确core停/重启不续跑。25k星与34万下载是原目录自述，不等当前core仓库计数或付费。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34464" + "YC-E-34464", + "DEVTAG2-CAT-YC34464", + "DEVTAG2-HERDR-HOME", + "DEVTAG2-HERDR-CORE", + "DEVTAG2-HERDR-LICENSE" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以后台终端运行服务协调代理进程、状态和跨机器通信。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "AI", "AI Assistant" - ] + ], + "businessModel": "Agent终端运行设施；开源本机/远程、客户端与支持费用待核", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构和当前官网/公开材料产品对应；法律注册、签约及收入主体未独立核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "已读后台运行服务README、目录和Apache代码许可及现App/TUI差异；未固定commit、安装、执行或测重启/状态可靠性。", + "evidenceIds": [ + "DEVTAG2-CAT-YC34464", + "DEVTAG2-HERDR-HOME", + "DEVTAG2-HERDR-CORE", + "DEVTAG2-HERDR-LICENSE" + ] + } }, { "id": "YC34530", @@ -25469,26 +25530,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI users that test your app on every device and browser", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以模拟用户跨设备、浏览器及账户测试应用使用流程。", + "buyer": "软件产品及QA团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发验证，与Hue测试AI代理行为分开。所有设备、零维护、每日生产测试为厂商主张未独立核，不认定覆盖所有平台/边界或已无人工验证成本。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34629" + "YC-E-34629", + "DEVTAG2-CAT-YC34629" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以模拟用户跨设备、浏览器及账户测试应用使用流程。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Infrastructure", "AI" - ] + ], + "businessModel": "应用端到端测试软件；设备、账户、运行用量及支持费待拆" }, { "id": "YC34696", @@ -25641,31 +25704,35 @@ "id": "YC34893", "name": "Agent 37", "url": "https://www.ycombinator.com/companies/agent-37", - "cat": "C04", + "cat": "C03", "year": 2026, "team": null, "location": "New York City, NY", - "business": "公司简介：Cloud Sandbox for Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "托管每客户独立代理沙盒并保留文件、模型及工具接入。", + "buyer": "向客户销售Agent的产品团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent设施。现无订阅/计划费但计算按活动时间、磁盘到删除计费；客户Boon4.94月成本不是Agent37 ARPA/营收，赠额与白牌客户售价不能推平台ARR。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "现无订阅/计划费；预付余额中CPU/内存按活动时间、磁盘到删除按时计，模型/第三方工具另计，实际账单未知", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34893" + "YC-E-34893", + "DEVTAG2-CAT-YC34893", + "DEVTAG2-AGENT37-HOME", + "DEVTAG2-AGENT37-COST" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：托管每客户独立代理沙盒并保留文件、模型及工具接入。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "SaaS", "B2B", "AI" - ] + ], + "businessModel": "Agent云运行设施；预付充值、活动计算、持续磁盘、模型及工具成本待拆" }, { "id": "YC34895", @@ -26027,32 +26094,35 @@ "id": "YC35258", "name": "Mirrors", "url": "https://www.ycombinator.com/companies/mirrors", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Give AI agents the right context at the right moment", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "按人工设定范围向生产代理注入纠错指引并比较结果。", + "buyer": "面向客户的生产Agent工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent设施；用户写纠正、限定触发并预览旧对话影响，不是所有错误自动永久修复。官网工具不可读，未运行或独立核效果、隐私及付费。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35258" + "YC-E-35258", + "DEVTAG2-CAT-YC35258", + "DEVTAG2-MIRRORS-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：按人工设定范围向生产代理注入纠错指引并比较结果。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "AIOps", "Developer Tools", "SaaS", "B2B", "AI" - ] + ], + "businessModel": "Agent上下文修正设施；SDK、对话、规则、对比及支持费待核" }, { "id": "YC35260", @@ -26454,27 +26524,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Simulation environments for verifying mission-critical software", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在确定性虚拟机中模拟软件故障并复现失效条件。", + "buyer": "关键系统软件开发及可靠性团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发验证，非AI模型训练。所读材料强调确定性仿真和编码代理反馈，内部是否使用AI尚未确认；百万场景不证明穷尽所有生产条件，示例支付/测试不是实际收入或独立验证。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35395" + "YC-E-35395", + "DEVTAG2-CAT-YC35395", + "DEVTAG2-WORKERS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：在确定性虚拟机中模拟软件故障并复现失效条件。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "B2B", "Infrastructure", "AI" - ] + ], + "businessModel": "软件仿真验证；捕获、故障模型、模拟计算、集成及支持费待拆" }, { "id": "YC35422", @@ -26752,31 +26825,45 @@ "id": "YC35751", "name": "Rystic", "url": "https://www.ycombinator.com/companies/rystic", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Train models and test agents in high-fidelity simulated environments", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以有状态第三方API本地副本测试代理行为和状态变更。", + "buyer": "Agent开发、集成及验证团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent测试，RL训练用途与代码QA分开。Stripe99.1%是所列1813探针的厂商一致性，不是金融安全或全API正确率；已知失败、限定能力、免费/付费不同范围保留。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35751" + "YC-E-35751", + "DEVTAG2-CAT-YC35751", + "DEVTAG2-RYSTIC-CATALOG" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核软件开发原标签池：以有状态第三方API本地副本测试代理行为和状态变更。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "B2B", "Enterprise Software", "AI" - ] + ], + "businessModel": "Agent测试环境；本地模拟时长、Pro能力、定制及支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构和当前官网/公开材料产品对应；法律注册、签约及收入主体未独立核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读公开模拟API一致性和失败范围；厂商探针报告不是独立测试，未运行二进制或触发真实API。", + "evidenceIds": [ + "DEVTAG2-CAT-YC35751", + "DEVTAG2-RYSTIC-CATALOG" + ] + } }, { "id": "YC35784", @@ -27509,32 +27596,36 @@ "id": "YC36643", "name": "Papaya", "url": "https://www.ycombinator.com/companies/papaya", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Continuously improve the quality of your AI agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "分析生产代理追踪与代码，按预期影响排序并提出优化PR。", + "buyer": "生产Agent工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent改进设施，旧分析Agent转型另记。用户批准后提PR与自动已部署分开，20%质量/30%延迟/年化节省是厂商范围主张；前其他YC公司千万ARR不归Papaya。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36643" + "YC-E-36643", + "DEVTAG2-CAT-YC36643", + "DEVTAG2-PAPAYA-HOME", + "DEVTAG2-PAPAYA-OLD-ARR" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：分析生产代理追踪与代码，按预期影响排序并提出优化PR。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "AIOps", "Developer Tools", "B2B", "Enterprise Software", "AI" - ] + ], + "businessModel": "Agent评估优化设施；追踪、分析、模型、代码接入及支持费待拆" }, { "id": "YC36644", @@ -27757,27 +27848,29 @@ "year": 2026, "team": 3, "location": "London, United Kingdom", - "business": "公司简介：Swarms of agents acting like users to find bugs before release", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让代理模拟用户尝试产品流程及边界以检验功能。", + "buyer": "软件开发及产品验证团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "保留开发QA，不把代理测试App当训练基础模型。自愈软件工厂是愿景，目前验证为第一步；创始人Cosine旧经历不等现付费/能力，未运行实际产品。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36972" + "YC-E-36972", + "DEVTAG2-CAT-YC36972" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：让代理模拟用户尝试产品流程及边界以检验功能。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "DevSecOps", "Cloud Computing", "AI" - ] + ], + "businessModel": "应用测试软件；并发测试、浏览器、场景及支持费待核" }, { "id": "YC36974", @@ -27845,31 +27938,34 @@ "id": "YC37038", "name": "Caveman", "url": "https://www.ycombinator.com/companies/caveman", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 1, "location": "Amsterdam, Netherlands", - "business": "公司简介：Caveman cuts what AI agents cost without making them dumber.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "观察代理运行并试验成本及性能优化后部署有效变化。", + "buyer": "Agent开发及运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "按短主营移Agent设施。网页工具不支持返回的Markdown，普通HTTP为403，未取得正文，不假定压缩算法、公开源码或保证不损精度，财务及效果待核。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37038" + "YC-E-37038", + "DEVTAG2-CAT-YC37038", + "DEVTAG2-CAVEMAN-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：观察代理运行并试验成本及性能优化后部署有效变化。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Open Source", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent优化设施暂分类；观测、验证、运行和支持费用待核" }, { "id": "YC37071", @@ -28543,30 +28639,34 @@ "id": "YC38061", "name": "Maritime", "url": "https://www.ycombinator.com/companies/maritime", - "cat": "C04", + "cat": "C03", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：The managed cloud for AI agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为每客户托管持久VM及代理运行、睡眠唤醒和管理。", + "buyer": "面向用户销售Agent的产品团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移Agent设施。现月套餐20/100/500/5000、机器和并发上限，不按计算分钟计费；约1每代理是套餐容量口径，实际满额、常开加20及资源增配影响成本，宣传规模非当前客户数。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "现月套餐原文20/100/500/5000及机器/并发限制；额外机器/内存/磁盘与常开20/月另收，套餐内不按计算分钟计", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-38061" + "YC-E-38061", + "DEVTAG2-CAT-YC38061", + "DEVTAG2-MARITIME-HOME", + "DEVTAG2-MARITIME-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：为每客户托管持久VM及代理运行、睡眠唤醒和管理。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Cloud Computing", "Infrastructure" - ] + ], + "businessModel": "Agent云套餐；机器数、并发、额外内存/磁盘、常开及支持费分开" }, { "id": "YC38127", @@ -28694,32 +28794,35 @@ "id": "YC38953", "name": "Spacesheep", "url": "https://www.ycombinator.com/companies/spacesheep", - "cat": "C04", + "cat": "C05", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Documents of the future: the collaboration surface for people and…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将代理输出变为团队可协作的文档、图表、仪表板及内部应用。", + "buyer": "企业知识工作及协作团队", + "delivery": "已读YC当前主营及相关发布；选定官网及公开材料另列，财务、实际能力和付费待核。", + "notes": "移企业协作，不因可生成应用就只归编码工具。示例CRM目标25万、研究时间和收益不当公司营收；YC一年团队赠送不是付费，实时协作/语义检索未独立核。 原始成立及团队字段保留；主营复核不等完整财务或技术验证。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-38953" + "YC-E-38953", + "DEVTAG2-CAT-YC38953", + "DEVTAG2-SPACE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核软件开发原标签池：将代理输出变为团队可协作的文档、图表、仪表板及内部应用。 按当前买家和交付区分软件验证、模型计算、Agent设施和协作工作。", "directoryTags": [ "Developer Tools", "Generative AI", "Consumer", "Productivity", "Collaboration" - ] + ], + "businessModel": "通用协作工作软件；成员、存储、生成、实时数据及支持费待核" }, { "id": "MR001", @@ -34659,6 +34762,81 @@ "reason": "不能用jobs数乘基础分钟价反推营收，时长、免费/付费和资源组合未知", "evidence": "DEVTAG1-STAR-HOME", "comparisonGroup": null + }, + { + "id": "DEVTAG2-O-HOPLITE-CREDITS", + "company": "YC32089", + "name": "Hoplite", + "kind": "模型供应商赠额度", + "value": 1500000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-30发布，核销期未给", + "scope": "OpenAI credits，不是Hoplite经营收入", + "selection": "excluded", + "reason": "赠额度和计算资源不是客户实付、现金收入或ARR", + "evidence": "DEVTAG2-HOPLITE-CREDITS", + "comparisonGroup": null + }, + { + "id": "DEVTAG2-O-PAPAYA-OLD-ARR", + "company": "YC36643", + "name": "Papaya", + "kind": "创始人其他YC公司历史ARR", + "value": 10000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-09-16发布追述，原财务期未给", + "scope": "此前其他YC创业公司，非Papaya收入", + "selection": "excluded", + "reason": "前职业绩不转当前Agent优化公司", + "evidence": "DEVTAG2-PAPAYA-OLD-ARR", + "comparisonGroup": null + }, + { + "id": "DEVTAG2-O-CODAG-ORGS", + "company": "YC32230", + "name": "Codag", + "kind": "使用组织采用", + "value": 90, + "bound": ">", + "unit": "组织数", + "timing": "2026-08-16发布，具体截至日未给", + "scope": "使用Codag组织，不等独立付费客户", + "selection": "adoption", + "reason": "组织数和最多35人团队均不能乘标价推MRR，未给实际付费和合同", + "evidence": "DEVTAG2-CODAG-ADOPTION", + "comparisonGroup": null + }, + { + "id": "DEVTAG2-O-HERDR-DOWNLOADS", + "company": "YC34464", + "name": "herdr", + "kind": "发布四个月下载量自述", + "value": 340000, + "bound": "=", + "unit": "下载次数", + "timing": "当前YC简介，确切统计日与版本未给", + "scope": "Herdr产品历史下载，非付费或独立用户数", + "selection": "adoption", + "reason": "下载与星标不能当收入，也不混为现herdr-core仓库下载", + "evidence": "DEVTAG2-CAT-YC34464", + "comparisonGroup": null + }, + { + "id": "DEVTAG2-O-AGENT37-CLIENT-COST", + "company": "YC34893", + "name": "Agent 37", + "kind": "客户每Agent月运行成本自述", + "value": 4.94, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-09-29发布，账单期未给", + "scope": "Boon客户运行成本，非Agent37已核单客收入", + "selection": "excluded", + "reason": "客户成本或示例配置不等平台ARPA/ARR；免费、折扣、上游模型及存储未核", + "evidence": "DEVTAG2-AGENT37-COST", + "comparisonGroup": null } ], "evidence": [ @@ -55660,6 +55838,589 @@ "kind": "公司公开资料复核", "summary": "2026-09-10发布称读取API/代码生成、验证及维护CLI；DoorDash等列为自行发布CLI的市场例子。", "limitation": "这些品牌不是已核Okibi客户，旧15YC合作亦非已付费；未运行生成/验证或核签约收费。" + }, + { + "id": "DEVTAG2-CAT-YC31165", + "companyId": "YC31165", + "title": "IncidentFox当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/brownie", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "监控生产系统、调查事故并经人工审阅更新工具和知识。 保留开发运维。工具生成和知识更新有人工批准，不能按AI SRE推所有生产修改自主；自托管/托管与BYOK分开，开源及合规为自述未读仓库/报告。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31216", + "companyId": "YC31216", + "title": "Archal当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/archal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为Agent测试、集成及RL提供可重置的有状态API模拟环境。 移Agent环境设施，模型训练用途另列不当自有基础模型。官网注明模拟非真实服务、覆盖按能力资料，付费续用尚未启用；0.10/环境分钟标价及20赠额不是实收。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31230", + "companyId": "YC31230", + "title": "o11当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/o11", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过钱包与权限为代理提供可付费的API、工具和服务入口。 按现付费工具钱包移C03，旧Office/Workspace助手另记。zero markup是费率自述非所有收入为零，目录工具数非客户数；余额、预算和服务消费不可直接记平台ARR。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31241", + "companyId": "YC31241", + "title": "Corelayer当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/corelayer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为复杂生产软件分析告警、日志及数据并建议修复和预防。 保留开发运维，不因受监管客户就改为金融/医疗执业。厂商生产上下文、因果分析及安全主张未实测，客户交易/trace规模和行业1亿支持预算非Corelayer收入。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31327", + "companyId": "YC31327", + "title": "Korso当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/korso", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "近期发布Shepherd以MCP协调多个代理间通信协作，现具体产品待核。 据最新相关发布暂移C03，YC现写In Development且官网仅申请入口。旧制造运营与Shepherd双线/转型链未知，开放beta和YC免费非已付费客户；未核开源仓库。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31432", + "companyId": "YC31432", + "title": "Keyframe Labs当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/keyframe-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发实时交互人像模型并提供头像视频调用接口。 按自有领域模型移C01，persona系列与嵌入接口分开。180ms、真实性及并发为自述未独立核，第三方LLM/语音仍可另用；0.06/min起价不等全栈成本或ARR。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31454", + "companyId": "YC31454", + "title": "decuff当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/decuff", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以API托管经修改的开放模型供推理调用。 按现推理供给移C02，旧Datost数据分析产品分期。zero data retention、模型去限制及服务性能为自述，官网工具不可读，未调用API或检查模型/条款，旧能力不外推当前。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31591", + "companyId": "YC31591", + "title": "RightNow当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/rightnow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "优化GPU内核并经RunInfra托管开放模型推理。 按模型计算供给移C02，RightNow实验室与RunInfra平台不重复计公司。缓存有效价是过去流量加权自述且best effort，不能等同每次请求低价；速度/缓存率非收入或独立性能。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC31592", + "companyId": "YC31592", + "title": "GitCafe当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/gitcafe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为人和编码代理提供Git托管、评审、CI及协作平台。 保留开发平台；百名用户和约十余YC试用是采用自述，不等付费客户或收入。百亿commit是未来规模定位，beta不等全部产品成熟，可靠性和安全待核。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC32089", + "companyId": "YC32089", + "title": "Hoplite当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/hoplite", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将客户本地开发配置迁至云沙盒以运行并行编码代理。 保留开发交付；旧个人金融交易Agent与现软件工厂分期。150万OpenAI credits为赠额非现金收入，首客户效果未独立核；用户可审阅和设置审批，SOC2仍进行中。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC32230", + "companyId": "YC32230", + "title": "Codag当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/codag", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在模型读取前压缩工具输出并跟踪代理工具使用及成本。 移Agent工具路径设施，非自有基础模型。75%输出压缩和20—30%token节省是不同自述口径，90以上组织使用非付费数/ARR；完整原字节可取回和本地直连未独立核。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC32262", + "companyId": "YC32262", + "title": "Alkera AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/alkera-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以代理、血缘及知识库开发维护数据管线并生成SQL/Python分析。 保留数据工程开发，兼协作分析工作台，不以股票研究演示认定金融执业。人在知识条目核验、沙盒测试和CI门控仍在；83.28%基准为厂商比较未复现，演示收入非自身财务。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC33014", + "companyId": "YC33014", + "title": "Inkbox当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/inkbox", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为代理提供持久身份、邮件电话和代理间通信接口。 移Agent设施，旧网页自动化与现通信层分期。收2FA和联系能力不等已授权访问他人账户；未申请号码、发送消息或核实际服务许可、隐私及收入。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC33936", + "companyId": "YC33936", + "title": "Conifer当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/conifer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在客户harness内选择模型、提供方和缓存以降低推理支出。 按现路由供给移C02，旧消费者Juniper界面另记。最多80%付费token减少不等总成本/毛利降低80%；本地免API费仍有硬件电费，性能和隐私未独立核。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC34431", + "companyId": "YC34431", + "title": "Hue当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/hue", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "把代理真实使用时的工具、数据及状态转为可重复测试环境。 移Agent测试，非一般App用户界面QA。保留工具/状态不证明所有生产世界可完整重现，官网不可读，未独立测试或取得合同；10月29日发布不作法人成立日。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC34464", + "companyId": "YC34464", + "title": "herdr当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/herdr", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以后台终端运行服务协调代理进程、状态和跨机器通信。 移运行设施，桌面App、core和旧TUI为不同程序。关窗口不终止不等重启机器仍保任务；官网明确core停/重启不续跑。25k星与34万下载是原目录自述，不等当前core仓库计数或付费。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC34629", + "companyId": "YC34629", + "title": "Simulithic当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/simulithic", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以模拟用户跨设备、浏览器及账户测试应用使用流程。 保留开发验证，与Hue测试AI代理行为分开。所有设备、零维护、每日生产测试为厂商主张未独立核，不认定覆盖所有平台/边界或已无人工验证成本。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC34893", + "companyId": "YC34893", + "title": "Agent 37当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/agent-37", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "托管每客户独立代理沙盒并保留文件、模型及工具接入。 移Agent设施。现无订阅/计划费但计算按活动时间、磁盘到删除计费；客户Boon4.94月成本不是Agent37 ARPA/营收，赠额与白牌客户售价不能推平台ARR。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC35258", + "companyId": "YC35258", + "title": "Mirrors当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/mirrors", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "按人工设定范围向生产代理注入纠错指引并比较结果。 移Agent设施；用户写纠正、限定触发并预览旧对话影响，不是所有错误自动永久修复。官网工具不可读，未运行或独立核效果、隐私及付费。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC35395", + "companyId": "YC35395", + "title": "Workers IO当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/workers-io", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在确定性虚拟机中模拟软件故障并复现失效条件。 保留开发验证，非AI模型训练。所读材料强调确定性仿真和编码代理反馈，内部是否使用AI尚未确认；百万场景不证明穷尽所有生产条件，示例支付/测试不是实际收入或独立验证。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC35751", + "companyId": "YC35751", + "title": "Rystic当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/rystic", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以有状态第三方API本地副本测试代理行为和状态变更。 移Agent测试，RL训练用途与代码QA分开。Stripe99.1%是所列1813探针的厂商一致性，不是金融安全或全API正确率；已知失败、限定能力、免费/付费不同范围保留。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC36643", + "companyId": "YC36643", + "title": "Papaya当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/papaya", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "分析生产代理追踪与代码，按预期影响排序并提出优化PR。 移Agent改进设施，旧分析Agent转型另记。用户批准后提PR与自动已部署分开，20%质量/30%延迟/年化节省是厂商范围主张；前其他YC公司千万ARR不归Papaya。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC36972", + "companyId": "YC36972", + "title": "Composal当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/composal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "让代理模拟用户尝试产品流程及边界以检验功能。 保留开发QA，不把代理测试App当训练基础模型。自愈软件工厂是愿景，目前验证为第一步；创始人Cosine旧经历不等现付费/能力，未运行实际产品。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC37038", + "companyId": "YC37038", + "title": "Caveman当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/caveman", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "观察代理运行并试验成本及性能优化后部署有效变化。 按短主营移Agent设施。网页工具不支持返回的Markdown，普通HTTP为403，未取得正文，不假定压缩算法、公开源码或保证不损精度，财务及效果待核。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC38061", + "companyId": "YC38061", + "title": "Maritime当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/maritime", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为每客户托管持久VM及代理运行、睡眠唤醒和管理。 移Agent设施。现月套餐20/100/500/5000、机器和并发上限，不按计算分钟计费；约1每代理是套餐容量口径，实际满额、常开加20及资源增配影响成本，宣传规模非当前客户数。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-CAT-YC38953", + "companyId": "YC38953", + "title": "Spacesheep当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/spacesheep", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将代理输出变为团队可协作的文档、图表、仪表板及内部应用。 移企业协作，不因可生成应用就只归编码工具。示例CRM目标25万、研究时间和收益不当公司营收；YC一年团队赠送不是付费，实时协作/语义检索未独立核。", + "limitation": "可更新的目录/公司自述；以前业务、前公司ARR、客户成本/预算、赠额、采用数、示例和计划规模均不作自身收入或独立性能。" + }, + { + "id": "DEVTAG2-KORSO-HOME", + "companyId": "YC31327", + "title": "Korso当前申请入口", + "url": "https://korsoai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前官网仅品牌、申请入口和隐私/条款链接，没有具体产品/价格。", + "limitation": "最新Shepherd与旧制造Agent业务范围及继续运营状态待核，不从少字/申请页推停业或已规模交付。" + }, + { + "id": "DEVTAG2-KEYFRAME-HOME", + "companyId": "YC31432", + "title": "Keyframe自有persona模型和接口", + "url": "https://keyframelabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列persona系列及实时头像模型、第三方LLM/语音可接、0.06每分钟起。", + "limitation": "仅模型自述无独立性能/真实通话验证，200M旧版和新版本分开；语音/LLM和视频服务费用可能另计，起价不当全部成本。" + }, + { + "id": "DEVTAG2-DECUFF-ACCESS", + "companyId": "YC31454", + "title": "decuff官网缺项", + "url": "https://decuff.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得当前官网正文，现API托管修改开放模型定位据YC。", + "limitation": "旧Datost分析帖不当现产品能力，未核模型、数据留存、合同或收费，不因不可读推停业。" + }, + { + "id": "DEVTAG2-RUNINFRA-HOME", + "companyId": "YC31591", + "title": "RunInfra推理平台与缓存价", + "url": "https://runinfra.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网关联RightNow优化研究，现列模型token/缓存价及10/29/99套餐，按5小时和周用量限额；缓存命中率及有效输入价格按其最近24小时流量自述。", + "limitation": "缓存best effort，有效价不等每次请求保证；模型token/s和端到端数值范围不同。未独立调用或核账单/成本，现模型目录不等自研模型组合。" + }, + { + "id": "DEVTAG2-AGENT37-HOME", + "companyId": "YC34893", + "title": "Agent37现计算与磁盘计费", + "url": "https://www.agent37.com/cloud", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前官网无订阅/计划费，预付余额；CPU/内存按沙盒活动计算时间计费，磁盘至删除前持续计费，第三方模型/工具也可从余额支付。", + "limitation": "充值不是已确认经常性收入，示例月估1.37及客户成本不是实际ARPA；SOC2 TypeI报告未读，gVisor/隔离未实测。" + }, + { + "id": "DEVTAG2-MARITIME-HOME", + "companyId": "YC38061", + "title": "Maritime现持久机器与产品范围", + "url": "https://maritime.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称Firecracker微VM/持久磁盘及睡眠唤醒，三代理免费，MCP电脑访问仍early access。", + "limitation": "半秒启动及重启后状态为宣传未测，页面论文样例不当已读研究或真实生产证据；赠额不当收入。" + }, + { + "id": "DEVTAG2-MARITIME-PRICE", + "companyId": "YC38061", + "title": "Maritime套餐、并发和增配费用", + "url": "https://maritime.sh/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现月套餐20/100/500/5000，分别含20/100/500/5000机器及5/25/60/500同时活动；额外机器/内存/磁盘、常开另收，套餐内不按计算时间计费。", + "limitation": "每代理约1只是套餐容量分摊，不保证少量/全部常开仍是1；常开额外20每月及增配需算，未核实际账单/上游模型费，不能以含量乘客户数推ARR。" + }, + { + "id": "DEVTAG2-HERDR-HOME", + "companyId": "YC34464", + "title": "Herdr客户端与运行服务范围", + "url": "https://herdr.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网区分新App/core与旧TUI不共享代理；关闭客户端不终止后台，但机器重启或core停止后不自动恢复原任务。", + "limitation": "不把关窗口存活外推断电/重启续跑；免费/Apache自述不等无其他业务收入，未安装或控制用户终端。" + }, + { + "id": "DEVTAG2-HERDR-CORE", + "companyId": "YC34464", + "title": "herdr-core公开实现入口", + "url": "https://github.com/herdrdev/herdr-core", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "公开README和目录描述持久终端、代理消息及跨机器连接，恢复可开新shell但不重跑任务，状态由程序主动报告。", + "limitation": "未固定commit、阅读全部代码、编译/运行或实测断线/重启；不把UI缓存状态当进程正在运行，源码公开不是商业能力/收入证明。" + }, + { + "id": "DEVTAG2-HERDR-LICENSE", + "companyId": "YC34464", + "title": "herdr-core代码许可", + "url": "https://github.com/herdrdev/herdr-core/blob/master/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "公开代码LICENSE为Apache License 2.0。", + "limitation": "只对该代码仓库许可，不推出当前全部第三方模型/托管无成本，不作法人注册或财务证明。" + }, + { + "id": "DEVTAG2-RYSTIC-CATALOG", + "companyId": "YC35751", + "title": "Rystic公开模拟器一致性范围", + "url": "https://www.rystic.ai/simulators", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "目录列Stripe99.1%/1813探针、1162/1174工作流及失败示例，其他服务分值不同；免费每月10小时且部分模拟器/故障注入/验证UI属Pro。", + "limitation": "厂商一致性报告不是独立测试或所有API完全等价，探针不等任务总成功率；未安装二进制、触发真实支付/API或执行任何测试。" + }, + { + "id": "DEVTAG2-CODAG-HOME", + "companyId": "YC32230", + "title": "Codag工具输出处理及成本归属", + "url": "https://codag.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明在本地工具路径压缩大输出、遗漏原字节可取回，模型流量使用用户原提供商及账户，非替换基础模型。", + "limitation": "只读产品说明未安装本地服务/代理或验证压缩保真；演示测试、节省及组织量非实收收入，工具输出压缩与总账单节省分开。" + }, + { + "id": "DEVTAG2-PAPAYA-HOME", + "companyId": "YC36643", + "title": "Papaya改进PR及收益表述", + "url": "https://papaya.fyi/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从生产trace和代码找改进并开PR，人可控制；1.1M以上对话、20%质量、30%延迟及25000以上年化客户节省为自述。", + "limitation": "不是公司收入或独立实测，免费首轮分析与未来合同分开；未接入客户数据、运行或合并修复。" + }, + { + "id": "DEVTAG2-SPACE-HOME", + "companyId": "YC38953", + "title": "Spacesheep当前团队协作与示例", + "url": "https://spacesheep.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示可评论/版本化的协作空间、可视化和内部应用，外部代理可写入。", + "limitation": "示例CRM/收益/研究统计不是已核客户或公司营收，未读取安装指引、接入代理或发布内容；团队赠送不是收入。" + }, + { + "id": "DEVTAG2-O11-HOME", + "companyId": "YC31230", + "title": "o11现工具钱包及预算边界", + "url": "https://o11.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称8416目录工具及549提供方，钱包或自带账户调用，设预算和权限，先报价按工具/用量收费。", + "limitation": "目录工具数不是付费组织数，示例5预算不是公司收入，zero markup与平台如何获益待合同；未充值、创建卡或买服务。" + }, + { + "id": "DEVTAG2-CAVEMAN-ACCESS", + "companyId": "YC37038", + "title": "Caveman官网访问缺项", + "url": "https://caveman.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具不支持text/markdown，普通只读HTTP请求返回403，未取得产品正文。", + "limitation": "只据YC短主营暂归Agent优化设施，不凭文件类型/域名推算法、公开源码或已实测效果。" + }, + { + "id": "DEVTAG2-WORKERS-HOME", + "companyId": "YC35395", + "title": "Workers IO确定性仿真交付", + "url": "https://workers.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述确定性VM中注入故障、复现失败及向编码代理提供反馈；页脚10XU Inc.。", + "limitation": "所读材料不证明内部AI模型作用。示例支付/128seed结果是展示非独立测试，数百万场景不证明穷尽生产；未安装/运行，也未核注册或合同。" + }, + { + "id": "DEVTAG2-HOPLITE-HOME", + "companyId": "YC32089", + "title": "Hoplite现云编码平台与收费", + "url": "https://hoplite.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Team原文60/席位月、年付50月折算，含用量/并发；可带模型订阅，导入凭据需单独确认，SOC2 in progress，页脚Carbon Copy Markets, Inc.。", + "limitation": "含用量及模型费用与席位价分开，旧金融业务改名链/收入未核；加密/SOC2不能当已取得审计，未导入任何配置或执行代码。" + }, + { + "id": "DEVTAG2-ARCHAL-HOME", + "companyId": "YC31216", + "title": "Archal模拟覆盖及付费状态", + "url": "https://archal.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称每环境0.10/分钟、按秒折算，失败启动/冷启动免费；目前self-serve付费续用尚未开放，5加15赠额分阶段获得。", + "limitation": "标价/赠额不是付费收入，模拟器有能力范围并非原厂实服务，不假定第三方背书；未安装技能或启动环境。" + }, + { + "id": "DEVTAG2-CORE-HOME", + "companyId": "YC31241", + "title": "Corelayer当前生产工程范围", + "url": "https://www.corelayer.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供生产上下文调查、CLI/MCP及私有部署，客户案例分别描述客户交易/日志规模，页脚Sevvy AI, Inc.。", + "limitation": "客户底层经营量不作Corelayer收入，ROI计算和引用的模型分数未独立核，未读审计/运行产品，受监管客户不等自己执业。" + }, + { + "id": "DEVTAG2-ALKERA-HOME", + "companyId": "YC32262", + "title": "Alkera现数据平台和自测", + "url": "https://www.alkera.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网有数据管线维护、SQL/Python协作分析、GPU任务和人核知识库；自述同模型DataAgentBench五次平均83.28对68.49。", + "limitation": "这是厂商比较非独立测试，尚未读基准源码；股票/收入图和GPU代码是展示，未运行、接数据源或把演示当收入。" + }, + { + "id": "DEVTAG2-MIRRORS-ACCESS", + "companyId": "YC35258", + "title": "Mirrors官网读取缺项", + "url": "https://www.mirrors.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得官网正文，当前产品说明据YC与10月30日附载发布。", + "limitation": "未验证纠正触发、效果/隐私或收费，不因读取失败推无业务。" + }, + { + "id": "DEVTAG2-HUE-ACCESS", + "companyId": "YC34431", + "title": "Hue官网读取缺项", + "url": "https://hue.run/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得官网正文，当前生产使用模拟测试定位据YC与10月29日发布。", + "limitation": "没有推定已支持所有框架/完整生产状态/合同，发布日不当成立日。" + }, + { + "id": "DEVTAG2-HOPLITE-CREDITS", + "companyId": "YC32089", + "title": "Hoplite旧业务和赠额度", + "url": "https://www.ycombinator.com/launches/SAM-hoplite-effortless-cloud-agents-for-programming", + "publishedAt": "2026-07-30", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "7月30日发布追述从个人金融Agent转型，并拟有效部署原文$1.5 million OpenAI credits。", + "limitation": "赠额度不是客户实付、现金营收或ARR，未说明实际核销和转型主体链。" + }, + { + "id": "DEVTAG2-PAPAYA-OLD-ARR", + "companyId": "YC36643", + "title": "Papaya创始人此前企业业绩", + "url": "https://www.ycombinator.com/launches/U2g-papaya-continuous-optimization-for-your-ai-agents", + "publishedAt": "2026-09-16", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "9月16日发布称曾把其他YC公司从0增长到原文$10M ARR并经历收购，旧分析Agent转型至优化设施。", + "limitation": "原文明确其他公司，不当Papaya当前ARR、客户收入或收购价格。" + }, + { + "id": "DEVTAG2-CODAG-ADOPTION", + "companyId": "YC32230", + "title": "Codag使用组织与压缩范围", + "url": "https://www.ycombinator.com/launches/Sr5-codag-compression-and-control-for-agent-tools", + "publishedAt": "2026-08-16", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "8月16日发布称超过90组织使用、最大团队35人；平均工具输出75%缩小与公司简介20—30%token节省分开。", + "limitation": "使用不等付费，两个节省口径分母不同；售出产品的自述未给确认收入，不能由组织数或成本反推ARR。" + }, + { + "id": "DEVTAG2-AGENT37-COST", + "companyId": "YC34893", + "title": "Agent37客户成本及推广赠额", + "url": "https://www.ycombinator.com/launches/UTg-agent37-host-any-agent-harness", + "publishedAt": "2026-09-29", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "9月29日发布称Boon每Agent月成本从85降至4.94，ETEC+迁入30以上旧客户，赠2500沙盒credits。", + "limitation": "客户成本、旧客户数及赠额非Agent37实收/ARPA；实际套餐、时长、模型与存储口径未核，95%节省为自述。" } ], "reviews": [ @@ -58885,6 +59646,121 @@ "DEVTAG1-STAR-PR" ], "handling": "未读完整差异或运行日志、未独立复现6倍/13倍性能；按分钟费率和jobs量不能推ARR，模型费用、付费/免费和可用代理范围另列。" + }, + { + "id": "DEVTAG2-R-CLASS", + "type": "软件开发原标签池最后26项复核", + "company": "开发标签池最后26项", + "scope": "companies", + "companyIds": [ + "YC31165", + "YC31216", + "YC31230", + "YC31241", + "YC31327", + "YC31432", + "YC31454", + "YC31591", + "YC31592", + "YC32089", + "YC32230", + "YC32262", + "YC33014", + "YC33936", + "YC34431", + "YC34629", + "YC34893", + "YC35258", + "YC35395", + "YC36643", + "YC36972", + "YC37038", + "YC38061", + "YC38953" + ], + "summary": "26项当前主营及相关发布已读：8保留C04、18迁移；原51项标签池主营已读完，合计16保留、35迁移。", + "evidenceIds": [ + "DEVTAG2-CAT-YC31165", + "DEVTAG2-CAT-YC31216", + "DEVTAG2-CAT-YC31230", + "DEVTAG2-CAT-YC31241", + "DEVTAG2-CAT-YC31327", + "DEVTAG2-CAT-YC31432", + "DEVTAG2-CAT-YC31454", + "DEVTAG2-CAT-YC31591", + "DEVTAG2-CAT-YC31592", + "DEVTAG2-CAT-YC32089", + "DEVTAG2-CAT-YC32230", + "DEVTAG2-CAT-YC32262", + "DEVTAG2-CAT-YC33014", + "DEVTAG2-CAT-YC33936", + "DEVTAG2-CAT-YC34431", + "DEVTAG2-CAT-YC34629", + "DEVTAG2-CAT-YC34893", + "DEVTAG2-CAT-YC35258", + "DEVTAG2-CAT-YC35395", + "DEVTAG2-CAT-YC36643", + "DEVTAG2-CAT-YC36972", + "DEVTAG2-CAT-YC37038", + "DEVTAG2-CAT-YC38061", + "DEVTAG2-CAT-YC38953", + "DEVTAG2-KORSO-HOME", + "DEVTAG2-KEYFRAME-HOME", + "DEVTAG2-DECUFF-ACCESS", + "DEVTAG2-RUNINFRA-HOME", + "DEVTAG2-AGENT37-HOME", + "DEVTAG2-MARITIME-HOME", + "DEVTAG2-MARITIME-PRICE", + "DEVTAG2-CODAG-HOME", + "DEVTAG2-PAPAYA-HOME", + "DEVTAG2-SPACE-HOME", + "DEVTAG2-O11-HOME", + "DEVTAG2-CAVEMAN-ACCESS", + "DEVTAG2-WORKERS-HOME", + "DEVTAG2-HOPLITE-HOME", + "DEVTAG2-ARCHAL-HOME", + "DEVTAG2-CORE-HOME", + "DEVTAG2-ALKERA-HOME", + "DEVTAG2-MIRRORS-ACCESS", + "DEVTAG2-HUE-ACCESS", + "DEVTAG2-HOPLITE-CREDITS", + "DEVTAG2-PAPAYA-OLD-ARR", + "DEVTAG2-CODAG-ADOPTION", + "DEVTAG2-AGENT37-COST" + ], + "handling": "按被测对象区分App QA与Agent仿真，开发SRE与行业执业、模型推理与Agent设施、通用协作工作分开。Maritime套餐和Agent37按量并列，Archal暂未开放付费续用不当零营收证明。Korso、decuff、Hue、Mirrors、Caveman缺项和转型保留。" + }, + { + "id": "DEVTAG2-R-HERDR", + "type": "代理运行设施材料及进程存活范围", + "company": "herdr", + "scope": "companies", + "companyIds": [ + "YC34464" + ], + "summary": "后台core与App/旧TUI分开，关窗口持久不等机器重启续跑；公开代码材料等级不等独立测试。", + "evidenceIds": [ + "DEVTAG2-CAT-YC34464", + "DEVTAG2-HERDR-HOME", + "DEVTAG2-HERDR-CORE", + "DEVTAG2-HERDR-LICENSE" + ], + "handling": "状态由程序报告不等读取时真实进程已验证；重启后的新shell不是原任务恢复。25k星/34万下载保留历史范围，免费工具不推公司零收入。" + }, + { + "id": "DEVTAG2-R-RYSTIC", + "type": "API模拟一致性自测与实际覆盖范围", + "company": "Rystic", + "scope": "companies", + "companyIds": [ + "YC35751" + ], + "summary": "Stripe99.1%/1813探针、工作流及已知失败是厂商报告，其他服务/免费Pro能力分别限定。", + "evidenceIds": [ + "DEVTAG2-CAT-YC35751", + "DEVTAG2-RYSTIC-CATALOG" + ], + "handling": "不是所有API等价、代理总成功率或支付安全证明，没有运行模拟器/真实服务。探针、模型自测和完整独立测试分开，不以性能推当前付费。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 507d94b..afebf5d 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-dev-tags-1", + "version": "2026-10-31-dev-tags-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留发现来源，本快照基础项416条主营人工复核。原C04开发标签池51项中的前25项已重读主营及相关发布：8保留、17迁移（Agent设施9、模型设施5、通用企业1、客户运营1、行业1），余26项。现产品与旧Feyn/Chonkie、VibeFlow、Attune、WhoDB/Docucod、Lotas/Rao、Omnara和Coasts/JSX分期；Helix公开材料不等性能测试，StarSling公开合并记录不等全部性能/收费证明。计算分钟、模型用量和月费拆分，jobs、旧ARR、退出价、赠额及演示不是自身ARR。本分支独立于PR #33企业89项、#34行业252项、#35模型标签26项，整合须保留各分支追加记录及版本计数；全部公开来源及主体、技术和财务仍待核。", + "nextCheck": "原新增目录35条深化并保留发现来源，本快照基础项440条主营人工复核。原C04开发标签池51项已全部重读当前主营及相关发布：16保留、35迁移（Agent设施22、模型设施8、通用企业2、客户运营1、行业1、领域模型1）。按测试对象分App QA和Agent仿真；Maritime套餐/并发与Agent37活动计算/持续存储分开，Archal付费续用暂未开放。Herdr关窗持久不等机器重启续跑，Rystic一致性探针只是厂商测试；o11、Korso、decuff旧定位和官网缺项保留，Caveman正文无法取得。赠额、前公司ARR、客户成本及采用不归自身收入。本分支不含PR #33企业89项、#34行业252项、#35模型26项；整合须保留各分支追加记录与计数。其他基础项、全部公开来源及主体、技术和财务仍待核，主营复核完成不等完整验证。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 26a96de..1500c94 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-dev-tags-1", + "sourceVersion": "2026-10-31-dev-tags-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From f41d9e0d533305cb7eb418a8a43e55964f6a85c5 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:51:26 +0800 Subject: [PATCH 17/29] Review first enterprise-tag cohort and separate client metrics --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 10 +- content/research/ai-companies.seed.json | 1223 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1028 insertions(+), 215 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 201c13b..84ad46f 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1973); - assert.equal(research.observations.length, 247); + assert.equal(research.evidence.length, 2021); + assert.equal(research.observations.length, 252); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 34b148f..6489a01 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1973); - assert.equal(initial.observations.length, 247); + assert.equal(initial.evidence.length, 2021); + assert.equal(initial.observations.length, 252); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 123); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 11); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 050e0e1..b131369 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-enterprise-3", + "version": "2026-10-31-enterprise-4", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -2734,27 +2734,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：We turn traditional companies into AI companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述为企业经营建设定制AI系统，当前具体主交付待核。", + "buyer": "企业运营及IT团队，现细分买家待核", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "现短主营暂留企业，官网无可读正文。旧销售代理、Salesforce QA及代码评审按发布时间分开，不能以旧产品替代当前全部业务；客户咨询合同10万至百万非Sennu收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30294" + "YC-E-30294", + "ENTTAG1-CAT-YC30294", + "ENTTAG1-SENNU-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：自述为企业经营建设定制AI系统，当前具体主交付待核。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Generative AI", "SaaS", "B2B", "AI" - ] + ], + "businessModel": "通用企业定制AI暂分类；工程、部署、模型和支持费用待拆" }, { "id": "YC30296", @@ -3499,27 +3502,29 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Let your agent build dashboards and reporting.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "供团队及代理创建共享的图表、SQL、代码和持续更新分析工作簿。", + "buyer": "企业分析及协作团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "保留企业工作，MCP是入口而非只卖Agent运行时。客户推送数据/连接仓库的托管责任及权限需核，活图表不证明数据正确或已付费。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30406" + "YC-E-30406", + "ENTTAG1-CAT-YC30406" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：供团队及代理创建共享的图表、SQL、代码和持续更新分析工作簿。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Analytics", "Data Visualization", "AI" - ] + ], + "businessModel": "通用分析协作软件；工作簿、托管、数据连接、用量及支持费待拆" }, { "id": "YC30407", @@ -3757,26 +3762,29 @@ "year": 2025, "team": 30, "location": "New York City, NY", - "business": "公司简介：The agentic operating system for modern system integrators.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "组织软件实施项目的访谈、需求、范围、交接及交付材料。", + "buyer": "服务团队、系统集成商及企业实施团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "据现官网保留企业实施管理，非直接承担所有代码开发或项目承包。300次客户访谈非300付费客户，半数团队案例为厂商转述，项目金额/客户收益不归Auctor收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30425" + "YC-E-30425", + "ENTTAG1-CAT-YC30425", + "ENTTAG1-AUCTOR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：组织软件实施项目的访谈、需求、范围、交接及交付材料。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Generative AI", "SaaS", "Productivity" - ] + ], + "businessModel": "实施项目协作软件；项目、席位、文档、接入及支持费用待拆" }, { "id": "YC30426", @@ -4200,26 +4208,29 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：We automate your entire product development lifecycle.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为产品团队和代理维护项目上下文、任务状态及优先事项。", + "buyer": "产品开发与跨职能项目团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按现Project Brain保留企业协作，旧以客户请求优先级/销售闭环切入另记，不只归客户获客。500亿市场和原同行五六位报价不是自身收入，官网示例任务不是实测。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30450" + "YC-E-30450", + "ENTTAG1-CAT-YC30450", + "ENTTAG1-KESTRAL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为产品团队和代理维护项目上下文、任务状态及优先事项。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Productivity", "Team Collaboration", "AI" - ] + ], + "businessModel": "项目协调软件；上下文、席位、任务、连接及支持费待拆" }, { "id": "YC30451", @@ -4418,62 +4429,68 @@ "id": "YC30464", "name": "Sixtyfour", "url": "https://www.ycombinator.com/companies/sixtyfour", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 12, "location": "San Francisco", - "business": "公司简介：Intelligence Infrastructure on People and Entities", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研究人员与企业身份、关系及风险线索以支持调查和风控。", + "buyer": "信任安全、身份审核、金融及调查团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按现专业调查移行业应用，旧sales terminal分期。公开记录/暗网/身份核对是自述未执行个案，官网自建RECON及外部验证标识未独立核；犯罪金额、交易收益和市场报价非自身营收。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30464" + "YC-E-30464", + "ENTTAG1-CAT-YC30464", + "ENTTAG1-SIXTYFOUR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：研究人员与企业身份、关系及风险线索以支持调查和风控。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Enterprise Software", "Infrastructure", "AI" - ] + ], + "businessModel": "专业身份研究软件/API；资料、检索、报告、人工复核及支持费待拆" }, { "id": "YC30465", "name": "Photonium", "url": "https://www.ycombinator.com/companies/photonium", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：AI-Powered Optical Consulting & Software", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以光学设计软件、定制自动化及工程咨询完成设计和制造交接。", + "buyer": "光学研发及工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移行业专业软件，非自有实体光学产品制造。官网明确设计由专家审核，软件/咨询成本及收费待拆，光追与容差效果未独立验证。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30465" + "YC-E-30465", + "ENTTAG1-CAT-YC30465", + "ENTTAG1-PHOTONIUM-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：以光学设计软件、定制自动化及工程咨询完成设计和制造交接。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Hard Tech", "Hardware", "Machine Learning", "B2B", "Manufacturing" - ] + ], + "businessModel": "光学专业软件与咨询；仿真、定制、专家复核及工程费用待拆" }, { "id": "YC30466", @@ -4884,29 +4901,31 @@ "id": "YC30496", "name": "QualGent", "url": "https://www.ycombinator.com/companies/qualgent", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：AI Mobile App Quality Assurance Tester", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以模拟人类交互的代理在移动设备上执行软件QA。", + "buyer": "移动软件开发及测试团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移软件开发QA，非企业通用文档工具。云真实iOS/Android测试、自愈与全闭环为厂商描述未执行；客户应用排名第三不是QualGent收入或可归因效果证明。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30496" + "YC-E-30496", + "ENTTAG1-CAT-YC30496" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：以模拟人类交互的代理在移动设备上执行软件QA。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "移动开发测试软件；设备、模型、运行次数及支持费待拆" }, { "id": "YC30497", @@ -5784,27 +5803,29 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Your AI Chief of Staff", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整理公司信息并为管理者提供实时重点及行动建议。", + "buyer": "CEO、高管及运营负责人", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "保留企业工作。每周节省十小时为自述未独立测，实时掌握全公司及优先级准确性未核，不把高管/前雇主规模当当前付费数或收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30554" + "YC-E-30554", + "ENTTAG1-CAT-YC30554" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：整理公司信息并为管理者提供实时重点及行动建议。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Workflow Automation", "Productivity", "AI Assistant" - ] + ], + "businessModel": "企业管理助手；信息连接、模型、席位与支持费用待拆" }, { "id": "YC30557", @@ -6418,30 +6439,33 @@ "id": "YC30623", "name": "Playgent", "url": "https://www.ycombinator.com/companies/playgent", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Sandboxes for AI agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为模型后训练构建金融任务、验证规则及模拟环境。", + "buyer": "模型实验室及金融AI训练团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按现官网RL金融训练移C02；YC通用API沙盒和旧Pharmie药房助手另记，产品沿革/并存范围未核。LBO示例450亿欧元收购和模拟收益不是Playgent收入或真实交易。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30623" + "YC-E-30623", + "ENTTAG1-CAT-YC30623", + "ENTTAG1-PLAYGENT-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为模型后训练构建金融任务、验证规则及模拟环境。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "SaaS", "Infrastructure", "AI" - ] + ], + "businessModel": "金融RL环境供给；专家、任务、验证器和训练交付成本待拆" }, { "id": "YC30624", @@ -6746,30 +6770,32 @@ "id": "YC30640", "name": "Monarcha", "url": "https://www.ycombinator.com/companies/monarcha", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Turn maps into data", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将扫描地图、地块及土地资料转为可查询GIS空间数据。", + "buyer": "矿业、基础设施及土地研究团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移行业应用。九十秒内自动配准、缺失数据纠正与准确性未实测；历史图件授权和现场核验费用未知，土地价值非平台收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30640" + "YC-E-30640", + "ENTTAG1-CAT-YC30640" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：将扫描地图、地块及土地资料转为可查询GIS空间数据。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Geographic Information System", "B2B", "AI" - ] + ], + "businessModel": "GIS专业软件；文档量、坐标校准、数据及专家复核费待拆" }, { "id": "YC30641", @@ -7242,31 +7268,33 @@ "id": "YC30661", "name": "Stockline", "url": "https://www.ycombinator.com/companies/stockline", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native ERP for food wholesalers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为食品批发商接收多渠道订单并整合到运营ERP。", + "buyer": "食品批发及供应链运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移食品行业软件，全ERP仍为长期方向。WhatsApp/短信/电话订单处理不证明所有人工已消除；创始人家庭行业与客户商品收入不归Stockline。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30661" + "YC-E-30661", + "ENTTAG1-CAT-YC30661" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为食品批发商接收多渠道订单并整合到运营ERP。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "SaaS", "B2B", "Food & Beverage", "AI" - ] + ], + "businessModel": "食品批发ERP；订单、通信、数据连接、实施及人工异常成本待拆" }, { "id": "YC30662", @@ -7421,28 +7449,30 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Cursor for Email", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为创始人和运营用户提供邮件草稿、收件箱、日历及跟进。", + "buyer": "企业创始人、管理者及运营用户", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "保留企业邮件，旧Dash/通用工作助手分期。省一/两小时、CASA/SOC及不训练声明均待独立核；未读取用户邮箱或发送消息，客户与读者规模不当自身财务。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30669" + "YC-E-30669", + "ENTTAG1-CAT-YC30669" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为创始人和运营用户提供邮件草稿、收件箱、日历及跟进。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Productivity", "Enterprise Software", "Automation", "Email", "AI Assistant" - ] + ], + "businessModel": "通用邮件工作软件；邮箱、席位、模型、集成及支持费待拆" }, { "id": "YC30672", @@ -7588,30 +7618,33 @@ "id": "YC30680", "name": "Riverbank", "url": "https://www.ycombinator.com/companies/riverbank", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 1, "location": "Boston", - "business": "公司简介：Infrastructure Cartography", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "绘制异构IT系统拓扑、依赖、接口及可达路径。", + "buyer": "基础设施及系统工程团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按当前基础设施制图移开发支持，官网无正文，当前AI具体作用、交付接口及客户仍缺。不据cartography推GIS实物地图或全自动代理，不猜营收为零。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30680" + "YC-E-30680", + "ENTTAG1-CAT-YC30680", + "ENTTAG1-RIVERBANK-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：绘制异构IT系统拓扑、依赖、接口及可达路径。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "IoT Security", "Enterprise Software", "AI" - ] + ], + "businessModel": "基础设施开发支持暂分类；发现、映射、部署及支持费用待核" }, { "id": "YC30681", @@ -7680,28 +7713,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The boring stuff, handled. Everything else, supercharged.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接工作工具供代理完成任务，并为用户提供统一工作界面。", + "buyer": "知识工作者及企业运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "保留通用工作。旧发布愿景与当时可用能力分开，不认定所有工具/任务都可靠执行；未运行或核权限、隐私、收费和真实完成率。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30684" + "YC-E-30684", + "ENTTAG1-CAT-YC30684" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：连接工作工具供代理完成任务，并为用户提供统一工作界面。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Generative AI", "SaaS", "Productivity", "Data Visualization", "AI" - ] + ], + "businessModel": "通用工作平台；连接、代理用量、席位及支持费用待拆" }, { "id": "YC30685", @@ -7920,32 +7955,52 @@ "id": "YC30694", "name": "Epicenter", "url": "https://www.ycombinator.com/companies/epicenter", - "cat": "C05", + "cat": "C09", "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：ChatGPT's memory feature in an open, portable format", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供共享本地数据的个人笔记、转录及AI工作工具生态。", + "buyer": "个人知识工作及开发用户", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移个人应用，开发库与代码助手是生态组成非全公司主交付。旧MIT/纯本地宣传和现AGPL/可选Cloud分开；云中继可读明文为官网说明，不能推所有模式数据不出设备，免费应用不等公司零营收。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "应用自由运行和可选自托管；维护者以Cloud托管/拟支持合同维持，实际价格/付费未知；现AGPL与旧MIT版本分开", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30694" + "YC-E-30694", + "ENTTAG1-CAT-YC30694", + "ENTTAG1-EPICENTER-HOME", + "ENTTAG1-EPICENTER-REPO", + "ENTTAG1-EPICENTER-LICENSE", + "ENTTAG1-EPICENTER-MODEL" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核企业通用原标签池：提供共享本地数据的个人笔记、转录及AI工作工具生态。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "SaaS", "Productivity", "Open Source", "Note-taking", "AI Assistant" - ] + ], + "businessModel": "个人本地工具与可选托管同步/支持；模型、存储、托管费待核", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构、当前官网及公开产品材料对应；精确注册、签约及财务主体未独立核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开README、目录、许可索引及商业可持续说明可读；旧MIT和当前AGPL分期，未逐包核许可、固定commit或运行同步/转录。", + "evidenceIds": [ + "ENTTAG1-CAT-YC30694", + "ENTTAG1-EPICENTER-HOME", + "ENTTAG1-EPICENTER-REPO", + "ENTTAG1-EPICENTER-LICENSE", + "ENTTAG1-EPICENTER-MODEL" + ] + } }, { "id": "YC30695", @@ -9502,27 +9557,29 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Replacing forms with AI conversations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "把表单转换为多渠道对话并收集结构化资料和跟进。", + "buyer": "企业信息收集及运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "保留跨行业信息工作，不只按lead intake归获客或医疗执业。回应率提高和成本减半是厂商效果未核；受访者数、客户数据或业务金额非RowFlow营收。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30785" + "YC-E-30785", + "ENTTAG1-CAT-YC30785" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：把表单转换为多渠道对话并收集结构化资料和跟进。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Workflow Automation", "Chat", "AI" - ] + ], + "businessModel": "通用表单对话软件；交互、渠道、流程及支持费用待拆" }, { "id": "YC30789", @@ -10138,30 +10195,33 @@ "id": "YC30850", "name": "Zavo", "url": "https://www.ycombinator.com/companies/zavo", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 8, "location": "London, United Kingdom", - "business": "公司简介：Unlocking the world’s most valuable data for frontier AI.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从机构和专家取得临床等资料并整理训练数据及RL环境。", + "buyer": "医疗AI实验室及模型研发团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按当前模型供给移C02，目录还提机器人而现官网聚焦医疗，范围分开。真实病历/多模态目录不证明实际全量拥有权，未读取患者数据、合同或核去标识/同意与临床效果。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30850" + "YC-E-30850", + "ENTTAG1-CAT-YC30850", + "ENTTAG1-ZAVO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：从机构和专家取得临床等资料并整理训练数据及RL环境。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Big Data", "AI" - ] + ], + "businessModel": "模型训练数据/环境供给；机构授权、专家、标注、验证和许可成本待拆" }, { "id": "YC30851", @@ -10427,31 +10487,34 @@ "id": "YC30867", "name": "Soren", "url": "https://www.ycombinator.com/companies/soren", - "cat": "C05", + "cat": "C04", "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：The AI Transformation Company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由嵌入客户团队的工程师与AI交付定制软件和持续支持。", + "buyer": "需要AI改造的跨行业企业团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按软件建设交付移C04并明确是服务，不按工程师减少直接当纯SaaS。匿名40亿银行资产、180律师/90医生和节时是客户案例背景，不归Soren收入，专业决策仍由客户人员负责。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30867" + "YC-E-30867", + "ENTTAG1-CAT-YC30867", + "ENTTAG1-SOREN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：由嵌入客户团队的工程师与AI交付定制软件和持续支持。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Enterprise Software", "Operations", "AI" - ] + ], + "businessModel": "软件开发及工程服务；人力、定制、实施和持续支持费用待拆" }, { "id": "YC30868", @@ -10976,31 +11039,34 @@ "id": "YC30894", "name": "Unsiloed AI", "url": "https://www.ycombinator.com/companies/unsiloed-ai", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：API for parsing multimodal unstructured data", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将文档解析、字段抽取和分块作为面向LLM/代理的API。", + "buyer": "AI应用及文档数据工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按应用文档接入移C03，自有视觉模型是内部实现非自动归基础模型公司。示例财报1.67M及4200发票非Unsiloed收入，文档量/厂商基准不等实收或独立验证。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30894" + "YC-E-30894", + "ENTTAG1-CAT-YC30894", + "ENTTAG1-UNSILOED-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：将文档解析、字段抽取和分块作为面向LLM/代理的API。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Infrastructure", "AI", "APIs" - ] + ], + "businessModel": "Agent文档数据基础设施；页数、模型、接入及支持费用待拆" }, { "id": "YC30895", @@ -11131,31 +11197,33 @@ "id": "YC30906", "name": "Agentic Fabriq", "url": "https://www.ycombinator.com/companies/agentic-fabriq", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The control plane for AI agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为代理设置身份、最小权限、审批及跨工具审计。", + "buyer": "Agent开发、IT及企业安全团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移Agent设施，非普通企业工作助手。员工权限精确约束、无共享密钥和首次解决为自述，未实测授权绕过或查审计，两个重复发布不当独立证据确认。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30906" + "YC-E-30906", + "ENTTAG1-CAT-YC30906" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为代理设置身份、最小权限、审批及跨工具审计。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Identity", "Cybersecurity", "AI" - ] + ], + "businessModel": "Agent身份授权设施；工具、凭据、策略、调用和部署费待拆" }, { "id": "YC30907", @@ -11252,29 +11320,32 @@ "id": "YC30912", "name": "Redapto", "url": "https://www.ycombinator.com/companies/redapto", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 7, "location": "Bengaluru, India", - "business": "公司简介：Intelligence that moves the world", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为制造物流能源等关键运营连接信号、代理及人工指挥。", + "buyer": "实体产业运营及工程团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "官网补足原泛化简介，移行业应用；不认定自有机器人/工厂实物交付。政策、异常及决策由运营人员控制，世界模型式上下文不证明自研基础模型，实际项目和收入未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30912" + "YC-E-30912", + "ENTTAG1-CAT-YC30912", + "ENTTAG1-REDAPTO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为制造物流能源等关键运营连接信号、代理及人工指挥。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "工业运营专业软件；系统/传感接入、实施、运行及专家支持费待拆" }, { "id": "YC30913", @@ -12054,29 +12125,32 @@ "id": "YC30956", "name": "Automax.ai", "url": "https://www.ycombinator.com/companies/automax-ai", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI native real-estate appraisal firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以移动采集和AI工作台协助持牌评估师签发住宅估价报告。", + "buyer": "贷款机构及房产评估团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移行业专业服务，非无人估值SaaS。旧十/二十分钟分析与现24小时订单交付不同环节；评估师复核签字仍在，示例房价和贷款本金非收费/收入，合规和牌照未独立核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30956" + "YC-E-30956", + "ENTTAG1-CAT-YC30956", + "ENTTAG1-AUTOMAX-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：以移动采集和AI工作台协助持牌评估师签发住宅估价报告。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "B2B", "Proptech" - ] + ], + "businessModel": "专业房产估价服务与工具；现场采集、评估师、人审及软件成本待拆" }, { "id": "YC30957", @@ -12863,30 +12937,46 @@ "id": "YC31009", "name": "Specific Labs", "url": "https://www.ycombinator.com/companies/specific-labs", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Real World Environments and Data for AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "取得真实公司经营资料和代码库以构建任务、训练及评测环境。", + "buyer": "模型实验室及企业AI训练团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "移模型供给；旧Bear获推荐/营销产品分期。Real-SWE现25私有任务/18模型和每题五次为厂商研究，不当独立评测或自有基础模型能力；样本需申请，未取得私有数据或核授权。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31009" + "YC-E-31009", + "ENTTAG1-CAT-YC31009", + "ENTTAG1-SPECIFIC-HOME", + "ENTTAG1-SPECIFIC-BENCH" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核企业通用原标签池：取得真实公司经营资料和代码库以构建任务、训练及评测环境。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Generative AI", "SaaS", "B2B" - ] + ], + "businessModel": "企业数据与训练环境供给；许可、任务、验证、运行及支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "机构、当前官网及公开产品材料对应；精确注册、签约及财务主体未独立核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读供应商Real-SWE1.1公开方法、任务示例和结果范围，私有样本须申请；未读取私有代码、复现或视为独立于供应商的测试。", + "evidenceIds": [ + "ENTTAG1-CAT-YC31009", + "ENTTAG1-SPECIFIC-HOME", + "ENTTAG1-SPECIFIC-BENCH" + ] + } }, { "id": "YC31013", @@ -13544,31 +13634,35 @@ "id": "YC31098", "name": "10x Science", "url": "https://www.ycombinator.com/companies/10x-science", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：The AI-native platform for next-generation protein characterization.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "用AI分析蛋白质治疗候选的表征资料以支持药物研发。", + "buyer": "药企科学家及生物药研发团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按科学表征工作移行业应用，模型研发为实现，不推已发布通用基础模型。企业商业牵引无收入数字，15万月节省及每天百万临床延误是客户/行业价值，非10x Science营收或临床批准。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31098" + "YC-E-31098", + "ENTTAG1-CAT-YC31098", + "ENTTAG1-TENX-ACCESS", + "ENTTAG1-TENX-SAVING" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：用AI分析蛋白质治疗候选的表征资料以支持药物研发。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "SaaS", "B2B", "Biotech", "AI" - ] + ], + "businessModel": "生命科学专业分析软件；数据、实验连接、专家及支持费用待拆" }, { "id": "YC31100", @@ -14912,30 +15006,33 @@ "id": "YC31184", "name": "Assemble", "url": "https://www.ycombinator.com/companies/assemble", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：Autonomous IT Delivery", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业IT系统识别依赖、实现逻辑并验证和回退变更。", + "buyer": "ERP、CRM及HRIS等企业IT开发团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按当前开发交付移C04，不把业务系统使用等同一般业务助手。官网改动需审核再提升，回退/四十倍交付及半成本是自述未实测，演示订单不当生产成果或收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31184" + "YC-E-31184", + "ENTTAG1-CAT-YC31184", + "ENTTAG1-ASSEMBLE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为企业IT系统识别依赖、实现逻辑并验证和回退变更。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "SaaS", "Enterprise Software", "AI" - ] + ], + "businessModel": "企业系统开发工具；连接、代理用量、沙盒和支持费待拆" }, { "id": "YC31185", @@ -15547,31 +15644,34 @@ "id": "YC31215", "name": "Bubble Lab", "url": "https://www.ycombinator.com/companies/bubble-lab", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The intelligence layer for communities and events.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为社区和活动运营者整合成员、匹配、沟通、自动化和收费。", + "buyer": "付费专业社区及活动运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网与公开材料另列，真实合同、收入和能力待核。", + "notes": "按现垂直运营移C07，旧Slack通用Ops平台分期。20千支持人数是成员/活动覆盖非付费客户数，社区会费总额不归平台收入；标价和12000节省不能相乘反推ARR。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网月费原文99/499/799/1499起，加1%处理支付；Build/Engage有30日退款试用，实际合同与确认收入待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31215" + "YC-E-31215", + "ENTTAG1-CAT-YC31215", + "ENTTAG1-BUBBLE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为社区和活动运营者整合成员、匹配、沟通、自动化和收费。 按当前买家和交付区分通用工作、行业服务、开发工具、模型和Agent设施、个人应用。", "directoryTags": [ "Community", "Automation", "Operations", "AI" - ] + ], + "businessModel": "社区活动行业软件；月费加处理支付分成、集成及定制服务待拆" }, { "id": "YC31216", @@ -34891,6 +34991,81 @@ "evidence": "ENTERPRISE3-CAT-YC35291", "bound": "=", "comparisonGroup": null + }, + { + "id": "ENTTAG1-O-SOREN-CLIENT-ASSETS", + "company": "YC30867", + "name": "Soren", + "kind": "匿名客户银行资产", + "value": 4000000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31官网读取，资产截至日未给", + "scope": "Soren匿名客户银行资产，非自身收入", + "selection": "excluded", + "reason": "客户资产、律师/医生数量及节时不能推工程服务ARR", + "evidence": "ENTTAG1-SOREN-HOME", + "comparisonGroup": null + }, + { + "id": "ENTTAG1-O-TENX-SAVING", + "company": "YC31098", + "name": "10x Science", + "kind": "客户每团队月时间价值节省", + "value": 150000, + "bound": ">=", + "unit": "原文$，币种待核", + "timing": "2026-02-12发布，估算工作期未给", + "scope": "客户科研团队月价值，非10x Science收入", + "selection": "excluded", + "reason": "估算节省不是公司实收或毛利，不乘客户数量反推ARR", + "evidence": "ENTTAG1-TENX-SAVING", + "comparisonGroup": null + }, + { + "id": "ENTTAG1-O-BUBBLE-SAVING", + "company": "YC31215", + "name": "Bubble Lab", + "kind": "客户年度软件支出节省", + "value": 12000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31官网读取，客户账单期未给", + "scope": "社区/活动客户的软件支出节省", + "selection": "excluded", + "reason": "节省与平台收费不是同一金额，未核因果和真实账单", + "evidence": "ENTTAG1-BUBBLE-HOME", + "comparisonGroup": null + }, + { + "id": "ENTTAG1-O-UNSILOED-DEMO", + "company": "YC30894", + "name": "Unsiloed AI", + "kind": "官网示例财报Q4收入", + "value": 1670000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，示例财务期/主体未给", + "scope": "待解析财报示例，非Unsiloed经营收入", + "selection": "excluded", + "reason": "演示文档收入不当平台披露或ARR", + "evidence": "ENTTAG1-UNSILOED-HOME", + "comparisonGroup": null + }, + { + "id": "ENTTAG1-O-BUBBLE-PEOPLE", + "company": "YC31215", + "name": "Bubble Lab", + "kind": "社区及活动支持覆盖", + "value": 20000, + "bound": ">=", + "unit": "人数", + "timing": "2026-10-31官网读取，统计截至日未给", + "scope": "跨社区/活动支持人数，非付费客户数", + "selection": "adoption", + "reason": "人数、社区会费和标价不能相乘反推平台MRR，重复和免费范围未核", + "evidence": "ENTTAG1-BUBBLE-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -56596,6 +56771,534 @@ "kind": "公司官方资料", "summary": "官方2022-02-15发布邮件产品，作者Andrew Lee，页面与现Tasklet条款均出现Shortwave Communications Inc.。", "limitation": "2022产品发布不当精确法律成立日；只证明既有业务，不能将当时900万融资或Firebase经历当Tasklet收入。" + }, + { + "id": "ENTTAG1-CAT-YC30294", + "companyId": "YC30294", + "title": "Sennu AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/sennu-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述为企业经营建设定制AI系统，当前具体主交付待核。 现短主营暂留企业，官网无可读正文。旧销售代理、Salesforce QA及代码评审按发布时间分开，不能以旧产品替代当前全部业务；客户咨询合同10万至百万非Sennu收入。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30406", + "companyId": "YC30406", + "title": "BitBoard当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/bitboard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "供团队及代理创建共享的图表、SQL、代码和持续更新分析工作簿。 保留企业工作，MCP是入口而非只卖Agent运行时。客户推送数据/连接仓库的托管责任及权限需核，活图表不证明数据正确或已付费。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30425", + "companyId": "YC30425", + "title": "Auctor当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/auctor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "组织软件实施项目的访谈、需求、范围、交接及交付材料。 据现官网保留企业实施管理，非直接承担所有代码开发或项目承包。300次客户访谈非300付费客户，半数团队案例为厂商转述，项目金额/客户收益不归Auctor收入。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30450", + "companyId": "YC30450", + "title": "Kestral当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/kestral", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为产品团队和代理维护项目上下文、任务状态及优先事项。 按现Project Brain保留企业协作，旧以客户请求优先级/销售闭环切入另记，不只归客户获客。500亿市场和原同行五六位报价不是自身收入，官网示例任务不是实测。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30464", + "companyId": "YC30464", + "title": "Sixtyfour当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/sixtyfour", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研究人员与企业身份、关系及风险线索以支持调查和风控。 按现专业调查移行业应用，旧sales terminal分期。公开记录/暗网/身份核对是自述未执行个案，官网自建RECON及外部验证标识未独立核；犯罪金额、交易收益和市场报价非自身营收。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30465", + "companyId": "YC30465", + "title": "Photonium当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/photonium", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以光学设计软件、定制自动化及工程咨询完成设计和制造交接。 移行业专业软件，非自有实体光学产品制造。官网明确设计由专家审核，软件/咨询成本及收费待拆，光追与容差效果未独立验证。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30496", + "companyId": "YC30496", + "title": "QualGent当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/qualgent", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以模拟人类交互的代理在移动设备上执行软件QA。 移软件开发QA，非企业通用文档工具。云真实iOS/Android测试、自愈与全闭环为厂商描述未执行；客户应用排名第三不是QualGent收入或可归因效果证明。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30554", + "companyId": "YC30554", + "title": "Bond当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/bond", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整理公司信息并为管理者提供实时重点及行动建议。 保留企业工作。每周节省十小时为自述未独立测，实时掌握全公司及优先级准确性未核，不把高管/前雇主规模当当前付费数或收入。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30623", + "companyId": "YC30623", + "title": "Playgent当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/playgent", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为模型后训练构建金融任务、验证规则及模拟环境。 按现官网RL金融训练移C02；YC通用API沙盒和旧Pharmie药房助手另记，产品沿革/并存范围未核。LBO示例450亿欧元收购和模拟收益不是Playgent收入或真实交易。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30640", + "companyId": "YC30640", + "title": "Monarcha当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/monarcha", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将扫描地图、地块及土地资料转为可查询GIS空间数据。 移行业应用。九十秒内自动配准、缺失数据纠正与准确性未实测；历史图件授权和现场核验费用未知，土地价值非平台收入。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30661", + "companyId": "YC30661", + "title": "Stockline当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/stockline", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为食品批发商接收多渠道订单并整合到运营ERP。 移食品行业软件，全ERP仍为长期方向。WhatsApp/短信/电话订单处理不证明所有人工已消除；创始人家庭行业与客户商品收入不归Stockline。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30669", + "companyId": "YC30669", + "title": "Slashy当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/slashy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为创始人和运营用户提供邮件草稿、收件箱、日历及跟进。 保留企业邮件，旧Dash/通用工作助手分期。省一/两小时、CASA/SOC及不训练声明均待独立核；未读取用户邮箱或发送消息，客户与读者规模不当自身财务。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30680", + "companyId": "YC30680", + "title": "Riverbank当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/riverbank", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "绘制异构IT系统拓扑、依赖、接口及可达路径。 按当前基础设施制图移开发支持，官网无正文，当前AI具体作用、交付接口及客户仍缺。不据cartography推GIS实物地图或全自动代理，不猜营收为零。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30684", + "companyId": "YC30684", + "title": "Doe当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/doe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "连接工作工具供代理完成任务，并为用户提供统一工作界面。 保留通用工作。旧发布愿景与当时可用能力分开，不认定所有工具/任务都可靠执行；未运行或核权限、隐私、收费和真实完成率。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30694", + "companyId": "YC30694", + "title": "Epicenter当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/epicenter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供共享本地数据的个人笔记、转录及AI工作工具生态。 移个人应用，开发库与代码助手是生态组成非全公司主交付。旧MIT/纯本地宣传和现AGPL/可选Cloud分开；云中继可读明文为官网说明，不能推所有模式数据不出设备，免费应用不等公司零营收。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30785", + "companyId": "YC30785", + "title": "RowFlow当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/rowflow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "把表单转换为多渠道对话并收集结构化资料和跟进。 保留跨行业信息工作，不只按lead intake归获客或医疗执业。回应率提高和成本减半是厂商效果未核；受访者数、客户数据或业务金额非RowFlow营收。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30850", + "companyId": "YC30850", + "title": "Zavo当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/zavo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从机构和专家取得临床等资料并整理训练数据及RL环境。 按当前模型供给移C02，目录还提机器人而现官网聚焦医疗，范围分开。真实病历/多模态目录不证明实际全量拥有权，未读取患者数据、合同或核去标识/同意与临床效果。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30867", + "companyId": "YC30867", + "title": "Soren当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/soren", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由嵌入客户团队的工程师与AI交付定制软件和持续支持。 按软件建设交付移C04并明确是服务，不按工程师减少直接当纯SaaS。匿名40亿银行资产、180律师/90医生和节时是客户案例背景，不归Soren收入，专业决策仍由客户人员负责。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30894", + "companyId": "YC30894", + "title": "Unsiloed AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/unsiloed-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将文档解析、字段抽取和分块作为面向LLM/代理的API。 按应用文档接入移C03，自有视觉模型是内部实现非自动归基础模型公司。示例财报1.67M及4200发票非Unsiloed收入，文档量/厂商基准不等实收或独立验证。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30906", + "companyId": "YC30906", + "title": "Agentic Fabriq当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/agentic-fabriq", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为代理设置身份、最小权限、审批及跨工具审计。 移Agent设施，非普通企业工作助手。员工权限精确约束、无共享密钥和首次解决为自述，未实测授权绕过或查审计，两个重复发布不当独立证据确认。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30912", + "companyId": "YC30912", + "title": "Redapto当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/redapto", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为制造物流能源等关键运营连接信号、代理及人工指挥。 官网补足原泛化简介，移行业应用；不认定自有机器人/工厂实物交付。政策、异常及决策由运营人员控制，世界模型式上下文不证明自研基础模型，实际项目和收入未核。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC30956", + "companyId": "YC30956", + "title": "Automax.ai当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/automax-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以移动采集和AI工作台协助持牌评估师签发住宅估价报告。 移行业专业服务，非无人估值SaaS。旧十/二十分钟分析与现24小时订单交付不同环节；评估师复核签字仍在，示例房价和贷款本金非收费/收入，合规和牌照未独立核。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC31009", + "companyId": "YC31009", + "title": "Specific Labs当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/specific-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "取得真实公司经营资料和代码库以构建任务、训练及评测环境。 移模型供给；旧Bear获推荐/营销产品分期。Real-SWE现25私有任务/18模型和每题五次为厂商研究，不当独立评测或自有基础模型能力；样本需申请，未取得私有数据或核授权。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC31098", + "companyId": "YC31098", + "title": "10x Science当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/10x-science", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "用AI分析蛋白质治疗候选的表征资料以支持药物研发。 按科学表征工作移行业应用，模型研发为实现，不推已发布通用基础模型。企业商业牵引无收入数字，15万月节省及每天百万临床延误是客户/行业价值，非10x Science营收或临床批准。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC31184", + "companyId": "YC31184", + "title": "Assemble当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/assemble", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业IT系统识别依赖、实现逻辑并验证和回退变更。 按当前开发交付移C04，不把业务系统使用等同一般业务助手。官网改动需审核再提升，回退/四十倍交付及半成本是自述未实测，演示订单不当生产成果或收入。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-CAT-YC31215", + "companyId": "YC31215", + "title": "Bubble Lab当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/bubble-lab", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为社区和活动运营者整合成员、匹配、沟通、自动化和收费。 按现垂直运营移C07，旧Slack通用Ops平台分期。20千支持人数是成员/活动覆盖非付费客户数，社区会费总额不归平台收入；标价和12000节省不能相乘反推ARR。", + "limitation": "目录及公司自述可更新；客户金额、行业市场、估价、成本节省、旧履历、赠送及演示不作自身ARR，能力不因简介或标签而确证。" + }, + { + "id": "ENTTAG1-SENNU-HOME", + "companyId": "YC30294", + "title": "Sennu当前官网正文缺项", + "url": "https://www.sennu.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具没有返回正文，当前通用企业系统定位据YC短简介，旧三阶段发布另记。", + "limitation": "不凭标题替代完整产品、合同或收入证据，当前主交付及人工成本仍缺。" + }, + { + "id": "ENTTAG1-AUCTOR-HOME", + "companyId": "YC30425", + "title": "Auctor实施协作与审核交付", + "url": "https://www.getauctor.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网覆盖需求访谈、范围、售前到交付材料和项目交接，服务商/集成团队使用，产物review-ready。", + "limitation": "不是已独立验证代码自动实施或由Auctor承包全部项目，客户团队减半为厂商转述，实际单价和回款未知。" + }, + { + "id": "ENTTAG1-SIXTYFOUR-HOME", + "companyId": "YC30464", + "title": "Sixtyfour现身份研究及风险应用", + "url": "https://www.sixtyfour.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列信任安全、人员身份、金融调查及Research API，展示来源关联；RECON自建且标HUD外部验证。", + "limitation": "未读完整RECON或HUD独立材料，不认定已独立验证98.5%或调查个案，示例风险分数不当真实犯罪认定/收入。" + }, + { + "id": "ENTTAG1-RIVERBANK-HOME", + "companyId": "YC30680", + "title": "Riverbank官网正文缺项", + "url": "https://www.riverbank.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得正文，当前系统拓扑/依赖/接口定位仅据YC简介。", + "limitation": "具体AI作用、数据来源、现产品及买家待核；基础设施开发支持为暂分类，不推零营收。" + }, + { + "id": "ENTTAG1-EPICENTER-HOME", + "companyId": "YC30694", + "title": "Epicenter本地工具与可选云同步", + "url": "https://epicenter.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列Whispering、个人记忆与代码助手，转录可选本地/云模型；FAQ称Epicenter Cloud中继能读明文，可自托管或离线。", + "limitation": "local-first不等所有配置数据不出机，旧MIT/纯本地发布和现AGPL分别记录；未安装、上传资料或验证隐私。" + }, + { + "id": "ENTTAG1-EPICENTER-REPO", + "companyId": "YC30694", + "title": "Epicenter现公开仓库材料", + "url": "https://github.com/EpicenterHQ/epicenter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "README和目录可读，列本地数据存储、Honeycrisp与Whispering状态，部分结构与官网示例不同。", + "limitation": "未固定相同commit、编译/运行或迁移数据，缓存/版本差异保留，源码可读不证明同步正确、所有历史资料兼容或收入。" + }, + { + "id": "ENTTAG1-EPICENTER-LICENSE", + "companyId": "YC30694", + "title": "Epicenter现许可索引与历史MIT", + "url": "https://github.com/EpicenterHQ/epicenter/blob/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "许可索引称现apps/packages为AGPL-3.0-or-later，部分已发旧MIT版本继续保留旧许可，包级文件优先。", + "limitation": "本轮未逐包核所有许可；不能把2025旧帖MIT套用当前所有代码，也不将2023版权起点当法人成立年。许可不是营收证据。" + }, + { + "id": "ENTTAG1-EPICENTER-MODEL", + "companyId": "YC30694", + "title": "Epicenter托管与支持商业方向", + "url": "https://github.com/EpicenterHQ/epicenter/blob/main/FINANCIAL_SUSTAINABILITY.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "维护者说明以Epicenter Cloud托管同步维持项目，并拟向自托管组织提供支持合同，当前贯穿AGPL，旧双许可想法未采用。", + "limitation": "商业方向/托管自述未给实收、价格、付费数或财务期，不因开源免费认定零收入，不把尚拟支持合同当已签ARR。" + }, + { + "id": "ENTTAG1-SPECIFIC-HOME", + "companyId": "YC31009", + "title": "Specific现真实业务数据供给", + "url": "https://withspecific.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从真实企业数据构建任务/环境，并提供Real-SWE1.1与样本申请入口。", + "limitation": "旧Bear营销业务与当前数据供给分期，经营研究花费/用户不是Specific卖数据收入，未申请私有资料。" + }, + { + "id": "ENTTAG1-SPECIFIC-BENCH", + "companyId": "YC31009", + "title": "Specific Real-SWE1.1方法范围", + "url": "https://withspecific.com/benchmarks/real-swe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前报告称25私有代码任务、18模型、原生harness和每题五次pass1平均，列任务示例、误差及估算运行成本。", + "limitation": "是数据供应商自有研究，不独立于该公司；25题不代表全部编码工作，模型+harness不等裸模型排名。未读私有代码/完整轨迹或复现，估算成本不是公司收入。" + }, + { + "id": "ENTTAG1-BUBBLE-HOME", + "companyId": "YC31215", + "title": "Bubble Lab现社区活动与收费", + "url": "https://bubblelab.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网聚焦社区/活动运营，称20千以上支持覆盖和12000年度软件节省；FAQ列99/499/799/1499起月费及1%处理支付费。", + "limitation": "支持人数不是组织/付费数，社区会费总额与平台分成、软件费分开；30日可退款试用不直接当已确认经常性收入，未核实际合同和服务成本。" + }, + { + "id": "ENTTAG1-REDAPTO-HOME", + "companyId": "YC30912", + "title": "Redapto现产业运营范围", + "url": "https://redapto.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向制造物流能源等，连接传感、文档及系统，以运营人员政策/异常复核治理代理执行。", + "limitation": "不是自有机器人制造或已证明全部流程自主，实际部署、客户和收入未核，世界模型式上下文不等基础模型性能。" + }, + { + "id": "ENTTAG1-AUTOMAX-HOME", + "companyId": "YC30956", + "title": "Automax现估价服务和持牌签批", + "url": "https://www.automax.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网服务订单至签报告约24小时，现场数据可由业主或第三方采集，持牌评估师匹配、复核、签字，Appraisal Copilot为内部工具。", + "limitation": "旧十分钟分析与整单交付不同，未验证牌照、合规或真实周期；示例2424743估价和房价不是平台收费/收入。" + }, + { + "id": "ENTTAG1-SOREN-HOME", + "companyId": "YC30867", + "title": "Soren工程人员与持续服务", + "url": "https://soren-ai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称工程师嵌入团队建设定制AI、上线后持续支持；匿名案例银行资产40亿、法律/临床团队及节时。", + "limitation": "匿名客户资产/团队规模非Soren员工/收入，客户信贷官和专家仍决定。未核案例和合同，不能按AI原生认定无人交付或纯订阅毛利。" + }, + { + "id": "ENTTAG1-TENX-ACCESS", + "companyId": "YC31098", + "title": "10x Science官网正文缺项", + "url": "https://10xscience.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具无可读正文，现蛋白表征平台定位据YC及附载发布。", + "limitation": "商业牵引无数字不自动记企业披露收入；实验/临床/独立性能、合同仍缺，未从标题推全文。" + }, + { + "id": "ENTTAG1-ZAVO-HOME", + "companyId": "YC30850", + "title": "Zavo现医疗训练数据与环境", + "url": "https://zavo.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网聚焦医疗AI数据、专家和训练环境，列病历、影像、音频和纵向资料类型。", + "limitation": "目录还提机器人，范围分期；资料类型不证明均已许可或交付，未接患者记录/专家报名、核授权和去标识，也不等临床疗效验证。" + }, + { + "id": "ENTTAG1-PLAYGENT-HOME", + "companyId": "YC30623", + "title": "Playgent现金融后训练环境", + "url": "https://www.useplaygent.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网当前聚焦金融RL任务/验证器/专家环境，列LBO、收益归一化和银行并购模拟。", + "limitation": "与YC通用API沙盒及旧Pharmie分别记录，实际并存范围/主体链未知。450亿欧元示例交易、IRR及标的EBITDA不作平台收入。" + }, + { + "id": "ENTTAG1-UNSILOED-HOME", + "companyId": "YC30894", + "title": "Unsiloed现文档API及演示边界", + "url": "https://www.unsiloed.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以双流视觉模型解析、抽取及切分文档供企业AI使用，示例财报Q4为1.67M、发票4200，展示自测榜。", + "limitation": "这些是解析输入示例而非自身财务；未读取完整榜或复现，也未上传文件、注册支付、调用API。自有视觉技术不等对外基础模型销售。" + }, + { + "id": "ENTTAG1-ASSEMBLE-HOME", + "companyId": "YC31184", + "title": "Assemble现企业系统开发和人工审核", + "url": "https://www.assemble.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示业务系统逻辑/元数据变更、验证及回退，promotion需用户审核，代码开发和系统实施为交付。", + "limitation": "四十倍/半成本为厂商比较未实测，演示订单及回退不当真实客户工作，未接入ERP/运行变更；页脚Standard Interaction, Inc.非注册证明。" + }, + { + "id": "ENTTAG1-PHOTONIUM-HOME", + "companyId": "YC30465", + "title": "Photonium软件及专家咨询双线", + "url": "https://www.photoniumoptics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供Insight光学设计、定制自动化和高级工程师咨询，设计选择由专家复核，导出设计及容差结果。", + "limitation": "未运行光追或验证制造结果，软件许可/定制/咨询费用与人力未拆，不推成纯软件毛利或自有器件销售。" + }, + { + "id": "ENTTAG1-KESTRAL-HOME", + "companyId": "YC30450", + "title": "Kestral现项目上下文协调", + "url": "https://kestral.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Project Brain为团队/代理维护项目任务、状态和优先事项，客户反馈是其中一部分。", + "limitation": "旧customer prioritizer与现协调工作分期；代码插件存在入口未读/安装，安全合规未核报告，示例任务和TAM不作营收。" + }, + { + "id": "ENTTAG1-TENX-SAVING", + "companyId": "YC31098", + "title": "10x Science客户节省及行业延误成本", + "url": "https://www.ycombinator.com/launches/PQm-10x-science-unlocking-the-future-of-drug-development", + "publishedAt": "2026-02-12", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述每团队每月150000以上时间节省，行业临床延误每天成本百万以上。", + "limitation": "客户/行业估值不是公司实际收费、毛利或收入，临床能力和可复现效果未独立核。" } ], "reviews": [ @@ -59973,6 +60676,116 @@ "ENTERPRISE3-SHORTWAVE-HISTORY" ], "handling": "5M ARR仅交叉核对自述，日期、币种、充值/订阅和产品/集团范围留缺，不纳入两年新公司同期比较；20M融资、估值、Firebase经历及演示发票排除收入。目录8人和发布9人不改成已验证当前团队。" + }, + { + "id": "ENTTAG1-R-CLASS", + "type": "企业原目录标签池第一批26项主营复核", + "company": "企业标签池第一批26项", + "scope": "companies", + "companyIds": [ + "YC30294", + "YC30406", + "YC30425", + "YC30450", + "YC30464", + "YC30465", + "YC30496", + "YC30554", + "YC30623", + "YC30640", + "YC30661", + "YC30669", + "YC30680", + "YC30684", + "YC30785", + "YC30850", + "YC30867", + "YC30894", + "YC30906", + "YC30912", + "YC30956", + "YC31098", + "YC31184", + "YC31215" + ], + "summary": "26项现主营及相关发布已读，8保留C05、18按交付迁移；原52标签池仍余26，原89主营规则池成果保留。", + "evidenceIds": [ + "ENTTAG1-CAT-YC30294", + "ENTTAG1-CAT-YC30406", + "ENTTAG1-CAT-YC30425", + "ENTTAG1-CAT-YC30450", + "ENTTAG1-CAT-YC30464", + "ENTTAG1-CAT-YC30465", + "ENTTAG1-CAT-YC30496", + "ENTTAG1-CAT-YC30554", + "ENTTAG1-CAT-YC30623", + "ENTTAG1-CAT-YC30640", + "ENTTAG1-CAT-YC30661", + "ENTTAG1-CAT-YC30669", + "ENTTAG1-CAT-YC30680", + "ENTTAG1-CAT-YC30684", + "ENTTAG1-CAT-YC30785", + "ENTTAG1-CAT-YC30850", + "ENTTAG1-CAT-YC30867", + "ENTTAG1-CAT-YC30894", + "ENTTAG1-CAT-YC30906", + "ENTTAG1-CAT-YC30912", + "ENTTAG1-CAT-YC30956", + "ENTTAG1-CAT-YC31098", + "ENTTAG1-CAT-YC31184", + "ENTTAG1-CAT-YC31215", + "ENTTAG1-SENNU-HOME", + "ENTTAG1-AUCTOR-HOME", + "ENTTAG1-SIXTYFOUR-HOME", + "ENTTAG1-RIVERBANK-HOME", + "ENTTAG1-BUBBLE-HOME", + "ENTTAG1-REDAPTO-HOME", + "ENTTAG1-AUTOMAX-HOME", + "ENTTAG1-SOREN-HOME", + "ENTTAG1-TENX-ACCESS", + "ENTTAG1-ZAVO-HOME", + "ENTTAG1-PLAYGENT-HOME", + "ENTTAG1-UNSILOED-HOME", + "ENTTAG1-ASSEMBLE-HOME", + "ENTTAG1-PHOTONIUM-HOME", + "ENTTAG1-KESTRAL-HOME", + "ENTTAG1-TENX-SAVING" + ], + "handling": "定制工程服务、实施项目管理、专业估价/光学咨询、模型环境和Agent权限分别记录。Playgent金融RL官网与通用沙盒/旧药房分期，Sennu泛化简介和Riverbank/10x正文缺项留缺。客户资产/节省/示例和支付总额排除自身ARR。" + }, + { + "id": "ENTTAG1-R-EPICENTER", + "type": "个人本地生态、许可证及托管边界", + "company": "Epicenter", + "scope": "companies", + "companyIds": [ + "YC30694" + ], + "summary": "公开材料可读，旧MIT和现AGPL/托管支持方向分别记录，不因免费应用推零收入。", + "evidenceIds": [ + "ENTTAG1-CAT-YC30694", + "ENTTAG1-EPICENTER-HOME", + "ENTTAG1-EPICENTER-REPO", + "ENTTAG1-EPICENTER-LICENSE", + "ENTTAG1-EPICENTER-MODEL" + ], + "handling": "可选Cloud中继能读明文与本地离线方案分开；官网和仓库结构可能不同版本未钉同一commit，旧库/应用不认定可无损迁移。未执行、逐包核许可或核收入。" + }, + { + "id": "ENTTAG1-R-SPECIFIC", + "type": "私有代码任务供给及厂商基准范围", + "company": "Specific Labs", + "scope": "companies", + "companyIds": [ + "YC31009" + ], + "summary": "Real-SWE1.1是供应商自有25任务18模型研究、原生harness每题五次；旧Bear营销业务与当前数据供给分期。", + "evidenceIds": [ + "ENTTAG1-CAT-YC31009", + "ENTTAG1-SPECIFIC-HOME", + "ENTTAG1-SPECIFIC-BENCH" + ], + "handling": "模型+harness结果不等裸模型普适能力，小样本/私有任务不能外推全部工作或独立公司能力排名；未申请数据或执行，估算运行成本和其他公司用户非Specific收入。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 9c34247..df2a2ab 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-4", + "version": "2026-10-31-enterprise-4", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化个案并保留来源；基础项480条主营人工复核。原C05规则初分89项现均有主营及相关发布节选复核，短简介与混合交付仍待核，不等完整商业验证；继续原C07的184项规则初分及其他非人工资料。Tasklet条款Shortwave运营、2025新产品与2022旧业务链使当前year=null，原发现保留，5M ARR仅交叉核对。算力/数据、Agent设施、专业服务与人工托管分开；客户项目/应收/节省、前公司业绩和融资均不作公司ARR。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项504条主营人工复核。原C05主营规则池89项已读：27保留、62迁移；另C05目录标签池52项中前26项已读：8保留、18迁移（行业8、开发4、模型3、Agent设施2、个人1），还余26。现Kestral项目协调、Playgent金融RL与旧沙盒/药房、Sennu泛化主营及旧销售/QA、Epicenter旧MIT/现AGPL和Cloud明文范围分别记录；Specific供应商私有基准不当独立评测。Bubble Lab月费加支付分成与客户会费/覆盖人数分开，Soren工程人工、Photonium专家及Automax持牌审核均属成本。客户资产、节省、示例财报不归收入。当前分支不含PR #34行业252、#35模型26、#36开发51项；整合保留各方追加记录与版本计数。全部公开来源、其他基础项及主体财务技术仍待核。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 8cd735b..52832de 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-enterprise-3", + "sourceVersion": "2026-10-31-enterprise-4", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From d4736f74770be83e9f6ebc0d730f89401be9291d Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:59:56 +0800 Subject: [PATCH 18/29] Complete enterprise-tag review and exclude prospective income claims --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 10 +- content/research/ai-companies.seed.json | 1520 +++++++++++++++++--- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1311 insertions(+), 229 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 84ad46f..7b967f4 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2021); - assert.equal(research.observations.length, 252); + assert.equal(research.evidence.length, 2080); + assert.equal(research.observations.length, 262); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 6489a01..1ecc0f2 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2021); - assert.equal(initial.observations.length, 252); + assert.equal(initial.evidence.length, 2080); + assert.equal(initial.observations.length, 262); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 123); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 128); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 11); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 67); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 13); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index b131369..2097c8c 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-enterprise-4", + "version": "2026-10-31-enterprise-5", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -16685,32 +16685,34 @@ "id": "YC31272", "name": "Poth Labs", "url": "https://www.ycombinator.com/companies/poth-labs", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The customer brain that connects data to explain customer behavior", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接客户行为、反馈和对话，研究流失、采用及产品机会。", + "buyer": "产品增长、客户研究及客户成功团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "从适应性访谈扩展到客户知识图谱，移客户运营；旧调查产品分期。以Slack举例不等已为Slack部署，合作团队数和付费未知，引用证据不保证因果判断正确。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31272" + "YC-E-31272", + "ENTTAG2-CAT-YC31272" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：连接客户行为、反馈和对话，研究流失、采用及产品机会。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "SaaS", "B2B", "Workflow Automation", "Market Research", "AI" - ] + ], + "businessModel": "客户研究软件；数据连接、调研、模型用量和实施费待拆" }, { "id": "YC31275", @@ -16941,31 +16943,35 @@ "id": "YC31295", "name": "Carrot Labs", "url": "https://www.ycombinator.com/companies/carrot-labs", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Cost Management: Track and attribute AI spend across every provider", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "归集AI供应商支出，并按客户、功能、团队及代码PR归因。", + "buyer": "AI工程、财务及FinOps团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "当前SuperPenguin成本管理移模型设施，旧Carrot持续调优分期，官网称由Carrot Labs提供。被管理账单是客户付供应商的钱，不是自身销售额，前雇主数十亿收入不归本公司。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网Free至2000管理支出；Growth原文$30/月至5000，Pro$200/月至20000，Enterprise另议；管理额为客户供应商账单，非平台收入，币种待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31295" + "YC-E-31295", + "ENTTAG2-CAT-YC31295", + "ENTTAG2-CARROT-HOME", + "ENTTAG2-CARROT-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：归集AI供应商支出，并按客户、功能、团队及代码PR归因。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "AIOps", "FinOps", "B2B", "AI" - ] + ], + "businessModel": "模型成本管理；按被管理AI支出档位订阅，非按席位或请求量收费" }, { "id": "YC31300", @@ -18224,31 +18230,35 @@ "id": "YC31404", "name": "Userlens", "url": "https://www.ycombinator.com/companies/userlens", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Let agents talk to your customers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "根据产品行为为用户生成个性化采用指引和跟进。", + "buyer": "B2B SaaS产品、PLG及客户成功团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移客户运营。官网现Lumi采用指引与旧CSM续约/QBR分期；Quartr和Smartly的ARR属于客户，Wudpecker用户/客户是前业务，不转为本公司收入或付费数。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31404" + "YC-E-31404", + "ENTTAG2-CAT-YC31404", + "ENTTAG2-USERLENS-HOME", + "ENTTAG2-USERLENS-CLIENT" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：根据产品行为为用户生成个性化采用指引和跟进。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Productivity", "Enterprise Software", "AI", "AI Assistant" - ] + ], + "businessModel": "客户采用/留存软件；触达、连接、模型和实施费用待拆" }, { "id": "YC31407", @@ -18812,59 +18822,64 @@ "id": "YC31441", "name": "Infera", "url": "https://www.ycombinator.com/companies/infera", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Control lab instruments with natural language.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将实验描述转为仪器脚本、人工步骤及实验室记录。", + "buyer": "学术实验室、核心设施及生物科技实验团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移专业实验软件，控制既有仪器不等自制机器人。Boston试点不等已付费，人工移液仍需人做，协议验证及真实实验结果未实测。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31441" + "YC-E-31441", + "ENTTAG2-CAT-YC31441" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：将实验描述转为仪器脚本、人工步骤及实验室记录。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "SaaS", "B2B", "Biotech", "Automation", "AI" - ] + ], + "businessModel": "实验室专业软件；仪器接入、协议验证、分析及人工支持费待拆" }, { "id": "YC31444", "name": "Alchemize", "url": "https://www.ycombinator.com/companies/alchemize", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Building AI Native Customs Brokerages", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述建设AI原生海关报关业务，当前细节未公开核实。", + "buyer": "进口商、物流及报关业务团队，具体买家待核", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "按YC短主营移专业报关，官网无可读正文，不把AI-enabled标题推为全自动或已持有牌照，主体、合同、收入和人工交付均留缺。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31444" + "YC-E-31444", + "ENTTAG2-CAT-YC31444", + "ENTTAG2-ALCHEMIZE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：自述建设AI原生海关报关业务，当前细节未公开核实。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B" - ] + ], + "businessModel": "报关专业业务暂分类；软件费、代办费、人力及责任成本待拆" }, { "id": "YC31445", @@ -20853,31 +20868,33 @@ "id": "YC31825", "name": "Kebra", "url": "https://www.ycombinator.com/companies/kebra", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI For The Skilled Workforce", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "采集现场维修资料并用运营记忆驱动报告、索赔和协调。", + "buyer": "HVAC及其他现场技工运营企业", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移行业运营软件。当前现场可查询记忆与旧后台自动化分期，未来机器人是愿景非当前硬件销量，跨州合作未给付费数，质保索赔总额非平台收入。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31825" + "YC-E-31825", + "ENTTAG2-CAT-YC31825" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：采集现场维修资料并用运营记忆驱动报告、索赔和协调。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "Home Services", "Operations", "AI" - ] + ], + "businessModel": "现场服务专业软件；采集、存储、系统连接和人工复核费待拆" }, { "id": "YC31858", @@ -21247,30 +21264,33 @@ "id": "YC32135", "name": "Trope", "url": "https://www.ycombinator.com/companies/trope", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI FDE that deploys custom AI agents into ERPs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为定制ERP设计、实现、测试并维护AI代理。", + "buyer": "ERP使用企业、软件商、VAR及集成商", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "按现工程实现移软件开发，旧实施项目协作分期。官网零实施费不等全部免费或零工程成本，Trope承担部署维护；五百亿咨询市场不是自身收入，sandbox/shadow自述未执行。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网零实施费，后续产品和维护收费未列；不能当全部免费或无工程成本", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32135" + "YC-E-32135", + "ENTTAG2-CAT-YC32135", + "ENTTAG2-TROPE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为定制ERP设计、实现、测试并维护AI代理。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "SaaS", "B2B", "AI" - ] + ], + "businessModel": "定制Agent工程交付；官网零实施费，后续产品收费及维护成本待拆" }, { "id": "YC32136", @@ -21532,31 +21552,34 @@ "id": "YC32162", "name": "Studio", "url": "https://www.ycombinator.com/companies/studio", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Accurately simulate market response at scale", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "模拟消费者群体对价格、产品、营销及传播决策的反应。", + "buyer": "消费品及餐饮等企业的洞察、营销与产品团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移客户与营销研究，模拟社会不等通用基础模型业务。95%官网、旧发布95%以上和目录97%以上口径不同，未核误差定义、样本或独立复现；预测的客户销售和2亿模拟消费者非公司收入/用户数。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32162" + "YC-E-32162", + "ENTTAG2-CAT-YC32162", + "ENTTAG2-STUDIO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：模拟消费者群体对价格、产品、营销及传播决策的反应。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "Analytics", "Market Research", "AI" - ] + ], + "businessModel": "市场研究/模拟软件；数据、定制模型、项目及支持费待拆" }, { "id": "YC32167", @@ -22279,30 +22302,32 @@ "id": "YC32223", "name": "Marble", "url": "https://www.ycombinator.com/companies/joinmarble", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：The autonomous back-of-house for restaurants.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合餐饮后厨库存、采购、发票、排班及需求预测。", + "buyer": "餐厅、咖啡店、酒吧及连锁运营团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移餐饮专业软件，旧Truffle名称保留。90%盘点提速、97%需求预测与99%盘点准确是不同自测指标，40%食物浪费下降非公司毛利；500推荐奖励、行业浪费和前雇主交易额非营收。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32223" + "YC-E-32223", + "ENTTAG2-CAT-YC32223" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：整合餐饮后厨库存、采购、发票、排班及需求预测。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "SaaS", "Restaurant Tech", "AI" - ] + ], + "businessModel": "餐饮运营软件；门店、视觉/语音、系统接入及人工维护费待拆" }, { "id": "YC32225", @@ -22339,59 +22364,79 @@ "id": "YC32226", "name": "Glen", "url": "https://www.ycombinator.com/companies/glen", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Institutional Learning Layer for Every Agent in Your Company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为不同代理检索、注入组织历史并共享会话、技能及上下文。", + "buyer": "部署多种代理的企业与工程团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移Agent设施而非一般办公助手。内部百PR重放的29%token和21%时间节省非独立普适能力，字符注入量和早期组织使用不等付费，迁移无损及权限隔离未执行。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32226" + "YC-E-32226", + "ENTTAG2-CAT-YC32226", + "ENTTAG2-GLEN-HOME", + "ENTTAG2-GLEN-BENCH" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为不同代理检索、注入组织历史并共享会话、技能及上下文。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Generative AI", "B2B", "AI" - ] + ], + "businessModel": "Agent记忆/上下文设施；索引、存储、模型、席位和接入费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网/公开材料关联；精确法人与产品合同、财务主体未独立核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读供应商百PR重放方法：单工作区Codex5.5、每组五次、记忆时间回退及保留测试；未读取完整任务/轨迹或复现，非独立评测。", + "evidenceIds": [ + "ENTTAG2-CAT-YC32226", + "ENTTAG2-GLEN-HOME", + "ENTTAG2-GLEN-BENCH" + ] + } }, { "id": "YC32227", "name": "Context.dev", "url": "https://www.ycombinator.com/companies/contextdev", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：We give AI agents realtime web context via API", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "经API提供网页检索、抓取、结构化数据及持续监控。", + "buyer": "需要新鲜网页数据的Agent及应用开发团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移Agent数据连接，网页训练数据用途非其全部主业。YC旧发布400客户、现简介600以上组织及官网1000免费额度分期，未确认全部付费；Dench三百万pipeline为客户线索，融资非营收。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32227" + "YC-E-32227", + "ENTTAG2-CAT-YC32227", + "ENTTAG2-CONTEXT-HOME", + "ENTTAG2-CONTEXT-CLIENT" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：经API提供网页检索、抓取、结构化数据及持续监控。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "AI", "APIs" - ] + ], + "businessModel": "Agent网页数据设施；请求/额度、代理浏览器、缓存及支持费待拆" }, { "id": "YC32229", @@ -22517,29 +22562,31 @@ "id": "YC32256", "name": "Zaplar", "url": "https://www.ycombinator.com/companies/zaplar", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 7, "location": "Stockholm, Sweden", - "business": "公司简介：Agentic Hotel Operating System", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以统一PMS、预订、渠道、POS及客房运营系统服务酒店。", + "buyer": "酒店业主、运营者及集团IT团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移酒店运营。发布明确建议由员工审核编辑批准，非所有操作无需人；旧活动预订到现全栈愿景分期，目录7人与发布8人保持原快照，不据此推收入或团队增长。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32256" + "YC-E-32256", + "ENTTAG2-CAT-YC32256" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：以统一PMS、预订、渠道、POS及客房运营系统服务酒店。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "酒店专业软件；物业/客房、支付、迁移、实施和支持费待拆" }, { "id": "YC32257", @@ -22754,32 +22801,52 @@ "id": "YC32418", "name": "Traceforce", "url": "https://www.ycombinator.com/companies/traceforce", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：CrowdStrike for AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监测企业终端的AI应用和工具调用并执行风险控制。", + "buyer": "企业AI安全、IT及工程治理团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移Agent安全设施，TraceGraph支出查询是组成部分。40以上试点被称值三百万ARR是潜在试点价值，非已实现ARR；6000以上设备和10以上企业未证明付费；公开MCP扫描器不等完整商业端点系统已验证。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32418" + "YC-E-32418", + "ENTTAG2-CAT-YC32418", + "ENTTAG2-TRACE-HOME", + "ENTTAG2-TRACE-REPO", + "ENTTAG2-TRACE-LICENSE", + "ENTTAG2-TRACE-PILOTS" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核企业通用原标签池：监测企业终端的AI应用和工具调用并执行风险控制。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "SaaS", "Security", "Cybersecurity", "Enterprise", "AI" - ] + ], + "businessModel": "Agent安全设施；终端、策略、扫描、托管及支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网/公开材料关联；精确法人与产品合同、财务主体未独立核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "只读MCP X-Ray目录、README及根Apache2许可，商业终端产品与公开扫描器分开；未构建/扫描/上传或独立测试，试点潜在ARR排除收入。", + "evidenceIds": [ + "ENTTAG2-CAT-YC32418", + "ENTTAG2-TRACE-HOME", + "ENTTAG2-TRACE-REPO", + "ENTTAG2-TRACE-LICENSE", + "ENTTAG2-TRACE-PILOTS" + ] + } }, { "id": "YC32484", @@ -23758,30 +23825,52 @@ "id": "YC32947", "name": "Executor", "url": "https://www.ycombinator.com/companies/executor", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：The open source tool gateway", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将连接、凭据及逐工具权限统一为代理可用的网关。", + "buyer": "个人与团队的Agent用户及集成开发者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移Agent设施，官网明确自身不运行AI而扩展既有Agent；浏览器/电脑能力标即将推出。旧本地用户、npm下载和星标非付费；前AnswerOverflow一百五十万月用户不归Executor。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "Cloud Free至3成员，Team原文$15/活跃成员/月、14日试用，Enterprise部署支持另议；币种待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32947" + "YC-E-32947", + "ENTTAG2-CAT-YC32947", + "ENTTAG2-EXEC-HOME", + "ENTTAG2-EXEC-PRICE", + "ENTTAG2-EXEC-REPO", + "ENTTAG2-EXEC-LICENSE", + "ENTTAG2-EXEC-LOCAL" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核企业通用原标签池：将连接、凭据及逐工具权限统一为代理可用的网关。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "AIOps", "SaaS", "AI" - ] + ], + "businessModel": "Agent连接网关；云按活跃成员订阅、自托管/企业支持另议", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网/公开材料关联；精确法人与产品合同、财务主体未独立核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开README、目录及根MIT许可可读；只核集成/策略和部署形式说明，未运行代码、连接账户或验证审批/持久化，官网部分新能力仍coming soon。", + "evidenceIds": [ + "ENTTAG2-CAT-YC32947", + "ENTTAG2-EXEC-HOME", + "ENTTAG2-EXEC-PRICE", + "ENTTAG2-EXEC-REPO", + "ENTTAG2-EXEC-LICENSE", + "ENTTAG2-EXEC-LOCAL" + ] + } }, { "id": "YC32948", @@ -24146,62 +24235,67 @@ "id": "YC33046", "name": "CarSignal", "url": "https://www.ycombinator.com/companies/carsignal", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI Operating System for Auto Shops.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为汽修店整合车辆诊断、接待、报价、配件及工单流转。", + "buyer": "独立汽修店主及技师", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移行业应用，不因定制OBD-II就称机器人制造。40店18州为厂商部署自述非已核付费；故障诊断建议和实际维修结果需技师及测试，配件/维修订单总额非软件收入。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33046" + "YC-E-33046", + "ENTTAG2-CAT-YC33046" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：为汽修店整合车辆诊断、接待、报价、配件及工单流转。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Hardware", "SaaS", "B2B", "AI", "Automotive" - ] + ], + "businessModel": "汽修专业软件与扫描器接入；门店、诊断硬件、数据及支持费待拆" }, { "id": "YC33047", "name": "Decawork", "url": "https://www.ycombinator.com/companies/decawork", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Training company-specific models that approve AI actions.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "按任务、企业政策及历史动作判断代理权限并即时执行。", + "buyer": "企业Agent安全、身份及IT治理团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移Agent权限设施，训练小模型是实现手段非独立基础模型售卖证明。人工审批条件仍需配置，模型误判/越权未实测，前创业十万月活非本公司使用数。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33047" + "YC-E-33047", + "ENTTAG2-CAT-YC33047", + "ENTTAG2-DECA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：按任务、企业政策及历史动作判断代理权限并即时执行。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "Security", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent访问治理；专属策略模型、网关、审批及维护费待拆" }, { "id": "YC33048", @@ -25239,30 +25333,35 @@ "id": "YC33673", "name": "Caution", "url": "https://www.ycombinator.com/companies/caution", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 5, "location": "George Town, Cayman Islands", - "business": "公司简介：Hosting platform for software you can't afford to have hacked", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供可验证的机密计算部署与托管。", + "buyer": "敏感软件、金融及私有AI等基础设施团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移计算基础设施对照，非纯AI主营：通用敏感工作负载亦适用。AWS Nitro当前支持与其他后端开发中分开；先前Distrust服务系统六千亿资产非本公司收入，旧业务与新产品法律链仍待核。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "BYOC管理/全托管/支持另议；自运行官网称AGPLv3或商业许可，金额及实际合同待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33673" + "YC-E-33673", + "ENTTAG2-CAT-YC33673", + "ENTTAG2-CAUTION-HOME", + "ENTTAG2-CAUTION-PRICE", + "ENTTAG2-CAUTION-ASSETS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：提供可验证的机密计算部署与托管。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Cybersecurity", "Cloud Computing", "Infrastructure" - ] + ], + "businessModel": "计算托管与可验证部署；BYOC/全托管、支持及商业许可分开" }, { "id": "YC33674", @@ -25272,27 +25371,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Next-generation agent operating system", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述学习企业上下文并组织工具和流程以推进工作。", + "buyer": "企业经营及跨职能团队，细分买家待核", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "短简介暂留企业通用，官网无可读正文，操作系统称谓不证明在卖底层运行时或自研模型。创始人既有Copilot/Perplexity产品经历非UFO收入或已核能力。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33674" + "YC-E-33674", + "ENTTAG2-CAT-YC33674", + "ENTTAG2-UFO-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：自述学习企业上下文并组织工具和流程以推进工作。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "SaaS", "B2B", "Automation", "AI" - ] + ], + "businessModel": "企业通用工作平台暂分类；模型、软件及人工部署费用待拆" }, { "id": "YC33738", @@ -25497,28 +25599,30 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Model Agnostic AI coworker in Slack", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在Slack中协作执行工作并自动维护企业知识库。", + "buyer": "使用Slack的创业及企业团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "保留企业通用工作，模型无关是兼容定位不等自售模型设施。旧Gini与现OpenTag分期；10团队为早期可用自述非付费，前雇主数百万使用非当前用户，权限/沙盒安全未测。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33969" + "YC-E-33969", + "ENTTAG2-CAT-YC33969" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：在Slack中协作执行工作并自动维护企业知识库。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "AIOps", "B2B", "Workflow Automation", "Enterprise Software", "AI" - ] + ], + "businessModel": "团队通用助手；席位、模型、沙盒、接入及支持费待拆" }, { "id": "YC34134", @@ -25910,31 +26014,34 @@ "id": "YC34896", "name": "Faraday", "url": "https://www.ycombinator.com/companies/faraday", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Agents running manufacturing companies from the back office to the…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将制造及分销的订单、计划、机器和业务记录连接并自动化。", + "buyer": "制造商、工业供应商及分销运营团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移工业运营软件，连接既有机器不等自造硬件；公司专属RL环境是交付手段非只卖通用训练数据，未来机器人协调与已实现部署分开，客户制造收入不归本公司。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34896" + "YC-E-34896", + "ENTTAG2-CAT-YC34896", + "ENTTAG2-FARADAY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：将制造及分销的订单、计划、机器和业务记录连接并自动化。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "Manufacturing", "Enterprise Software", "AI" - ] + ], + "businessModel": "工业专业软件与集成；部署、设备接入、RL环境及人工维护费待拆" }, { "id": "YC34959", @@ -26002,60 +26109,66 @@ "id": "YC35094", "name": "Forward", "url": "https://www.ycombinator.com/companies/useforward", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：Unifying Global Private Credit", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述匹配商业债务顾问的融资委托与私募信贷基金。", + "buyer": "商业债务顾问、私募信贷基金及相关融资方", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移金融专业应用，官网仍标11月6日2026发布及投资者候补，当前不推已开放交易。融资委托/贷款本金非平台收入，签约主体、牌照、收费和实单待核，不将页脚当注册证明。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "官网标2026-11-06发布与候补名单，当前实际开放及商业交付待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35094" + "YC-E-35094", + "ENTTAG2-CAT-YC35094", + "ENTTAG2-FORWARD-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：自述匹配商业债务顾问的融资委托与私募信贷基金。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Fintech", "B2B", "AI" - ] + ], + "businessModel": "专业信贷撮合暂分类；订阅、顾问/成功费及人工责任待拆" }, { "id": "YC35096", "name": "Stacktrace", "url": "https://www.ycombinator.com/companies/stacktrace", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：See and control what your agents actually do", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "观测代理动作、限制权限并在偏离目标时干预。", + "buyer": "组织代理治理与工程安全团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移Agent安全设施。当前Claude Code与Codex/Devin Preview分开，个人网关Preview非全部可用；页面零计数及示例告警不当真实客户/零营收证据，未实际接入或测试。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35096" + "YC-E-35096", + "ENTTAG2-CAT-YC35096", + "ENTTAG2-STACK-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：观测代理动作、限制权限并在偏离目标时干预。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "DevSecOps", "Cybersecurity", "Infrastructure", "AI" - ] + ], + "businessModel": "Agent控制设施；Fleet及个人代理网关，席位/会话及支持费待拆" }, { "id": "YC35125", @@ -26300,31 +26413,34 @@ }, { "id": "YC35262", - "name": "Bryel", + "name": "Perceptual Labs（原Bryel）", "url": "https://www.ycombinator.com/companies/bryel", - "cat": "C05", + "cat": "C00", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Building the next generation of visual perceptual intelligence", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "当前自述视觉智能研究，具体产品与对外交付仍缺资料。", + "buyer": "当前视觉智能买家待核；旧Bryel面向企业训练团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "目录现名Perceptual Labs，官网工具不可读；仅视觉智能口号不足认定C01模型、C02训练设施或C08创意，移待分类。10月7日旧Bryel训练服务与当前定位分开，前公司收入/用户及提速均不作本公司实收或独立效果。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35262" + "YC-E-35262", + "ENTTAG2-CAT-YC35262", + "ENTTAG2-PERCEPTUAL-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：当前自述视觉智能研究，具体产品与对外交付仍缺资料。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "当前业务待分类；旧Bryel前置训练工程/Foundry作为历史对照" }, { "id": "YC35263", @@ -27001,30 +27117,46 @@ "id": "YC35784", "name": "Vorelios", "url": "https://www.ycombinator.com/companies/vorelios", - "cat": "C05", + "cat": "C01", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Solving engineering, then using it to solve everything else", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以物理基础模型预测新设计的流场，并拟扩展多物理过程。", + "buyer": "航空航天仿真及工程研发团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "按当前官网物理模型移基础模型，先空气动力学，热传导/结构为扩展方向。三套公开基准的供应商评分不等独立验证，不能把1至31毫秒推成全设计取代求解器或整个工程交付。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35784" + "YC-E-35784", + "ENTTAG2-CAT-YC35784", + "ENTTAG2-VORELIOS-HOME", + "ENTTAG2-VORELIOS-BENCH" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核企业通用原标签池：以物理基础模型预测新设计的流场，并拟扩展多物理过程。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Hard Tech", "B2B", "AI" - ] + ], + "businessModel": "行业物理模型；推理、仿真数据、私有部署及工程支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网/公开材料关联；精确法人与产品合同、财务主体未独立核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读供应商三套公开空气动力学基准与H100计时口径，部分基线由其自行训练/计时，未读模型或独立复现；物理模型不等全工程可替代。", + "evidenceIds": [ + "ENTTAG2-CAT-YC35784", + "ENTTAG2-VORELIOS-HOME", + "ENTTAG2-VORELIOS-BENCH" + ] + } }, { "id": "YC35850", @@ -27363,32 +27495,35 @@ "id": "YC36180", "name": "Vexo", "url": "https://www.ycombinator.com/companies/vexo", - "cat": "C05", + "cat": "C10", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：An AI bracelet that remembers your day and acts before you ask.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以持续收音腕带连接手机与个人代理，记录记忆并执行任务。", + "buyer": "个人消费者及既有Agent使用者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移实体设备，非单纯办公软件。官网199原文美元符号标价、12月2日起发货承诺且发货前可退款，不当已交付收入；演示39每月是客户幻灯片非Vexo订阅，健康感测非医疗验证。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "腕带原文$199、发货前可退款；12月2日发货承诺未实证，演示$39/月非其订阅标价，币种待核", + "stage": "官网接受可退款预售，实际发货及付费留存待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36180" + "YC-E-36180", + "ENTTAG2-CAT-YC36180", + "ENTTAG2-VEXO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：以持续收音腕带连接手机与个人代理，记录记忆并执行任务。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "AI-Enhanced Learning", "Hardware", "Productivity", "Conversational AI", "AI Assistant" - ] + ], + "businessModel": "消费AI实体腕带；硬件、云服务、模型和潜在订阅需分别核" }, { "id": "YC36181", @@ -27611,30 +27746,33 @@ "id": "YC36378", "name": "Synara", "url": "https://www.ycombinator.com/companies/synara", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：We are the last monitoring station, run by AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "经安防集成商提供AI视频筛查、人工核验及事件响应。", + "buyer": "安防集成商及商业场地运营者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、收入及能力待核。", + "notes": "移安防专业服务，官网明确人工核验/语音干预和现有摄像头接入，非纯无人软件或自有硬件制造。白标渠道收入与Synara确认收入分开，示例和AI生成视频不是真实事件或效果证明。 原始成立及团队快照保留，主营复核不等财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36378" + "YC-E-36378", + "ENTTAG2-CAT-YC36378", + "ENTTAG2-SYNARA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核企业通用原标签池：经安防集成商提供AI视频筛查、人工核验及事件响应。 按当前交付和买家区分通用工作、专业行业、模型/Agent设施、开发与实体设备；资料不足保留待分类。", "directoryTags": [ "Deep Learning", "Security Orchestration, Automation and Response (SOAR)", "Monitoring" - ] + ], + "businessModel": "安防专业监控服务；按月经常性方向、视频算力、人工值守及渠道分成待拆" }, { "id": "YC36510", @@ -35066,6 +35204,156 @@ "reason": "人数、社区会费和标价不能相乘反推平台MRR，重复和免费范围未核", "evidence": "ENTTAG1-BUBBLE-HOME", "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-USER-QUARTR", + "company": "YC31404", + "name": "Userlens", + "kind": "客户Quartr披露ARR", + "value": 10000000, + "bound": "=", + "unit": "原文金额，币种待核", + "timing": "2026-04-07发布，客户财务时点未给", + "scope": "客户Quartr而非Userlens", + "selection": "excluded", + "reason": "客户ARR不能归工具供应商，也不因促成增长就全额归因", + "evidence": "ENTTAG2-USERLENS-CLIENT", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-USER-SMARTLY", + "company": "YC31404", + "name": "Userlens", + "kind": "客户Smartly披露ARR", + "value": 200000000, + "bound": "=", + "unit": "原文金额，币种待核", + "timing": "2026-04-07发布，客户财务时点未给", + "scope": "客户Smartly而非Userlens", + "selection": "excluded", + "reason": "两亿为客户ARR，非公司收入，未独立核验", + "evidence": "ENTTAG2-USERLENS-CLIENT", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-TRACE-PIPELINE", + "company": "YC32418", + "name": "Traceforce", + "kind": "活跃试点被称潜在ARR价值", + "value": 3000000, + "bound": ">=", + "unit": "原文$，币种待核", + "timing": "2026-07-28发布，试点/合同期间未给", + "scope": "40以上试点的潜在价值，非已确认ARR", + "selection": "excluded", + "reason": "试点未证签约回款及经常性范围，不进入收入分布", + "evidence": "ENTTAG2-TRACE-PILOTS", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-TRACE-DEVICES", + "company": "YC32418", + "name": "Traceforce", + "kind": "已部署设备数", + "value": 6000, + "bound": ">=", + "unit": "台终端", + "timing": "2026-07-28发布，业务统计截至日未给", + "scope": "厂商称企业终端部署，非付费席位", + "selection": "adoption", + "reason": "设备规模不证明付费，不乘单价反推ARR", + "evidence": "ENTTAG2-TRACE-PILOTS", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-TRACE-PILOT-COUNT", + "company": "YC32418", + "name": "Traceforce", + "kind": "活跃试点数量", + "value": 40, + "bound": ">=", + "unit": "个试点", + "timing": "2026-07-28发布，统计截至日未给", + "scope": "厂商试点，合同与免费范围未知", + "selection": "adoption", + "reason": "试点数量非付费企业，潜在合同不可确认为收入", + "evidence": "ENTTAG2-TRACE-PILOTS", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-CONTEXT-PIPELINE", + "company": "YC32227", + "name": "Context.dev", + "kind": "客户Dench潜在线索金额", + "value": 3000000, + "bound": ">=", + "unit": "原文$，币种待核", + "timing": "2026-08-05发布，线索统计期未给", + "scope": "Dench的pipeline，非Context平台收入", + "selection": "excluded", + "reason": "客户潜在交易额与已成收入/供应商收费不同", + "evidence": "ENTTAG2-CONTEXT-CLIENT", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-CONTEXT-COMPANIES", + "company": "YC32227", + "name": "Context.dev", + "kind": "现目录称服务公司数", + "value": 600, + "bound": ">=", + "unit": "家公司", + "timing": "2026-10-31读取现简介，业务截至日未给", + "scope": "公司/组织采用，未证明全为付费", + "selection": "adoption", + "reason": "目录600以上与旧400客户分期，不可乘标价估ARR", + "evidence": "ENTTAG2-CAT-YC32227", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-EXEC-USERS", + "company": "YC32947", + "name": "Executor", + "kind": "本地版用户规模", + "value": 3000, + "bound": "约", + "unit": "位用户", + "timing": "2026-08-04发布，统计截至日未给", + "scope": "本地版本使用，非云付费成员", + "selection": "adoption", + "reason": "免费/本地用户和重复下载不等付费客户", + "evidence": "ENTTAG2-EXEC-LOCAL", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-CAUTION-ASSETS", + "company": "YC33673", + "name": "Caution", + "kind": "前团队参与保护系统数字资产", + "value": 600000000000, + "bound": ">=", + "unit": "原文$，币种待核", + "timing": "2026-08-04发布，资产统计期未给", + "scope": "此前项目涉及系统资产，非公司营收", + "selection": "excluded", + "reason": "资产金额非服务费、托管额或ARR，旧业务主体链未核", + "evidence": "ENTTAG2-CAUTION-ASSETS", + "comparisonGroup": null + }, + { + "id": "ENTTAG2-O-STUDIO-CLIENTS", + "company": "YC32162", + "name": "Studio", + "kind": "官网企业客户数", + "value": 5, + "bound": "=", + "unit": "家企业", + "timing": "2026-10-31官网读取，统计截至日未给", + "scope": "厂商称企业客户，未证全部付费", + "selection": "adoption", + "reason": "客户数与建模消费者数量不同，未核合同及试点", + "evidence": "ENTTAG2-STUDIO-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -57299,6 +57587,655 @@ "kind": "公司公开资料复核", "summary": "发布自述每团队每月150000以上时间节省，行业临床延误每天成本百万以上。", "limitation": "客户/行业估值不是公司实际收费、毛利或收入，临床能力和可复现效果未独立核。" + }, + { + "id": "ENTTAG2-CAT-YC31272", + "companyId": "YC31272", + "title": "Poth Labs现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/poth-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "连接客户行为、反馈和对话，研究流失、采用及产品机会。 从适应性访谈扩展到客户知识图谱，移客户运营；旧调查产品分期。以Slack举例不等已为Slack部署，合作团队数和付费未知，引用证据不保证因果判断正确。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC31295", + "companyId": "YC31295", + "title": "Carrot Labs现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/carrot-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "归集AI供应商支出，并按客户、功能、团队及代码PR归因。 当前SuperPenguin成本管理移模型设施，旧Carrot持续调优分期，官网称由Carrot Labs提供。被管理账单是客户付供应商的钱，不是自身销售额，前雇主数十亿收入不归本公司。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC31404", + "companyId": "YC31404", + "title": "Userlens现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/userlens", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "根据产品行为为用户生成个性化采用指引和跟进。 移客户运营。官网现Lumi采用指引与旧CSM续约/QBR分期；Quartr和Smartly的ARR属于客户，Wudpecker用户/客户是前业务，不转为本公司收入或付费数。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC31441", + "companyId": "YC31441", + "title": "Infera现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/infera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将实验描述转为仪器脚本、人工步骤及实验室记录。 移专业实验软件，控制既有仪器不等自制机器人。Boston试点不等已付费，人工移液仍需人做，协议验证及真实实验结果未实测。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC31444", + "companyId": "YC31444", + "title": "Alchemize现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/alchemize", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述建设AI原生海关报关业务，当前细节未公开核实。 按YC短主营移专业报关，官网无可读正文，不把AI-enabled标题推为全自动或已持有牌照，主体、合同、收入和人工交付均留缺。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC31825", + "companyId": "YC31825", + "title": "Kebra现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/kebra", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "采集现场维修资料并用运营记忆驱动报告、索赔和协调。 移行业运营软件。当前现场可查询记忆与旧后台自动化分期，未来机器人是愿景非当前硬件销量，跨州合作未给付费数，质保索赔总额非平台收入。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32135", + "companyId": "YC32135", + "title": "Trope现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/trope", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为定制ERP设计、实现、测试并维护AI代理。 按现工程实现移软件开发，旧实施项目协作分期。官网零实施费不等全部免费或零工程成本，Trope承担部署维护；五百亿咨询市场不是自身收入，sandbox/shadow自述未执行。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32162", + "companyId": "YC32162", + "title": "Studio现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/studio", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "模拟消费者群体对价格、产品、营销及传播决策的反应。 移客户与营销研究，模拟社会不等通用基础模型业务。95%官网、旧发布95%以上和目录97%以上口径不同，未核误差定义、样本或独立复现；预测的客户销售和2亿模拟消费者非公司收入/用户数。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32223", + "companyId": "YC32223", + "title": "Marble现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/joinmarble", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合餐饮后厨库存、采购、发票、排班及需求预测。 移餐饮专业软件，旧Truffle名称保留。90%盘点提速、97%需求预测与99%盘点准确是不同自测指标，40%食物浪费下降非公司毛利；500推荐奖励、行业浪费和前雇主交易额非营收。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32226", + "companyId": "YC32226", + "title": "Glen现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/glen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为不同代理检索、注入组织历史并共享会话、技能及上下文。 移Agent设施而非一般办公助手。内部百PR重放的29%token和21%时间节省非独立普适能力，字符注入量和早期组织使用不等付费，迁移无损及权限隔离未执行。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32227", + "companyId": "YC32227", + "title": "Context.dev现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/contextdev", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "经API提供网页检索、抓取、结构化数据及持续监控。 移Agent数据连接，网页训练数据用途非其全部主业。YC旧发布400客户、现简介600以上组织及官网1000免费额度分期，未确认全部付费；Dench三百万pipeline为客户线索，融资非营收。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32256", + "companyId": "YC32256", + "title": "Zaplar现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/zaplar", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以统一PMS、预订、渠道、POS及客房运营系统服务酒店。 移酒店运营。发布明确建议由员工审核编辑批准，非所有操作无需人；旧活动预订到现全栈愿景分期，目录7人与发布8人保持原快照，不据此推收入或团队增长。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32418", + "companyId": "YC32418", + "title": "Traceforce现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/traceforce", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "监测企业终端的AI应用和工具调用并执行风险控制。 移Agent安全设施，TraceGraph支出查询是组成部分。40以上试点被称值三百万ARR是潜在试点价值，非已实现ARR；6000以上设备和10以上企业未证明付费；公开MCP扫描器不等完整商业端点系统已验证。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC32947", + "companyId": "YC32947", + "title": "Executor现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/executor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将连接、凭据及逐工具权限统一为代理可用的网关。 移Agent设施，官网明确自身不运行AI而扩展既有Agent；浏览器/电脑能力标即将推出。旧本地用户、npm下载和星标非付费；前AnswerOverflow一百五十万月用户不归Executor。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC33046", + "companyId": "YC33046", + "title": "CarSignal现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/carsignal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为汽修店整合车辆诊断、接待、报价、配件及工单流转。 移行业应用，不因定制OBD-II就称机器人制造。40店18州为厂商部署自述非已核付费；故障诊断建议和实际维修结果需技师及测试，配件/维修订单总额非软件收入。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC33047", + "companyId": "YC33047", + "title": "Decawork现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/decawork", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "按任务、企业政策及历史动作判断代理权限并即时执行。 移Agent权限设施，训练小模型是实现手段非独立基础模型售卖证明。人工审批条件仍需配置，模型误判/越权未实测，前创业十万月活非本公司使用数。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC33673", + "companyId": "YC33673", + "title": "Caution现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/caution", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供可验证的机密计算部署与托管。 移计算基础设施对照，非纯AI主营：通用敏感工作负载亦适用。AWS Nitro当前支持与其他后端开发中分开；先前Distrust服务系统六千亿资产非本公司收入，旧业务与新产品法律链仍待核。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC33674", + "companyId": "YC33674", + "title": "UFO.ai现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/ufoai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述学习企业上下文并组织工具和流程以推进工作。 短简介暂留企业通用，官网无可读正文，操作系统称谓不证明在卖底层运行时或自研模型。创始人既有Copilot/Perplexity产品经历非UFO收入或已核能力。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC33969", + "companyId": "YC33969", + "title": "OpenTag现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/opentag", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在Slack中协作执行工作并自动维护企业知识库。 保留企业通用工作，模型无关是兼容定位不等自售模型设施。旧Gini与现OpenTag分期；10团队为早期可用自述非付费，前雇主数百万使用非当前用户，权限/沙盒安全未测。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC34896", + "companyId": "YC34896", + "title": "Faraday现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/faraday", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将制造及分销的订单、计划、机器和业务记录连接并自动化。 移工业运营软件，连接既有机器不等自造硬件；公司专属RL环境是交付手段非只卖通用训练数据，未来机器人协调与已实现部署分开，客户制造收入不归本公司。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC35094", + "companyId": "YC35094", + "title": "Forward现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/useforward", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述匹配商业债务顾问的融资委托与私募信贷基金。 移金融专业应用，官网仍标11月6日2026发布及投资者候补，当前不推已开放交易。融资委托/贷款本金非平台收入，签约主体、牌照、收费和实单待核，不将页脚当注册证明。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC35096", + "companyId": "YC35096", + "title": "Stacktrace现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/stacktrace", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "观测代理动作、限制权限并在偏离目标时干预。 移Agent安全设施。当前Claude Code与Codex/Devin Preview分开，个人网关Preview非全部可用；页面零计数及示例告警不当真实客户/零营收证据，未实际接入或测试。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC35262", + "companyId": "YC35262", + "title": "Bryel现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/bryel", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前自述视觉智能研究，具体产品与对外交付仍缺资料。 目录现名Perceptual Labs，官网工具不可读；仅视觉智能口号不足认定C01模型、C02训练设施或C08创意，移待分类。10月7日旧Bryel训练服务与当前定位分开，前公司收入/用户及提速均不作本公司实收或独立效果。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC35784", + "companyId": "YC35784", + "title": "Vorelios现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/vorelios", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以物理基础模型预测新设计的流场，并拟扩展多物理过程。 按当前官网物理模型移基础模型，先空气动力学，热传导/结构为扩展方向。三套公开基准的供应商评分不等独立验证，不能把1至31毫秒推成全设计取代求解器或整个工程交付。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC36180", + "companyId": "YC36180", + "title": "Vexo现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/vexo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以持续收音腕带连接手机与个人代理，记录记忆并执行任务。 移实体设备，非单纯办公软件。官网199原文美元符号标价、12月2日起发货承诺且发货前可退款，不当已交付收入；演示39每月是客户幻灯片非Vexo订阅，健康感测非医疗验证。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CAT-YC36378", + "companyId": "YC36378", + "title": "Synara现主营及历史数字边界", + "url": "https://www.ycombinator.com/companies/synara", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "经安防集成商提供AI视频筛查、人工核验及事件响应。 移安防专业服务，官网明确人工核验/语音干预和现有摄像头接入，非纯无人软件或自有硬件制造。白标渠道收入与Synara确认收入分开，示例和AI生成视频不是真实事件或效果证明。", + "limitation": "来自可变的公司目录及自述，未独立核付费、财务或生产能力；试点价值、客户收入、节省、资产、旧业务和示例不得当自身ARR。" + }, + { + "id": "ENTTAG2-CARROT-HOME", + "companyId": "YC31295", + "title": "SuperPenguin当前成本管理产品", + "url": "https://superpenguin.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网将多供应商成本按客户、功能、团队和PR归因，页脚称Carrot Labs提供；默认只存成本元数据，内容采集需另选。", + "limitation": "不是模型推理代理/重路由服务；旧Carrot调优交付分期，未安装Mac应用、连接账单或独立测延迟和隐私。" + }, + { + "id": "ENTTAG2-CARROT-PRICE", + "companyId": "YC31295", + "title": "成本管理订阅与客户供应商账单分开", + "url": "https://superpenguin.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前Free管理支出至2000、Growth30/月至5000、Pro200/月至20000、Enterprise另议；managed spend是供应商给客户的账单，非SuperPenguin收费。", + "limitation": "原文$币种待核；档位含成员限制但非按成员/请求收费，超过额度可升级非硬停。未核实际成交/订阅数，不以管理账单乘客户数当ARR。" + }, + { + "id": "ENTTAG2-USERLENS-HOME", + "companyId": "YC31404", + "title": "Userlens当前Lumi产品采用指引", + "url": "https://userlens.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现官网围绕B2B SaaS/PLG按产品行为生成采用campaign及个性化消息，用户设目标和约束。", + "limitation": "与旧CSM续约/QBR定位分期，示例192人不是已核客户或付费数，未接入/发送消息或独立验证采用提升。" + }, + { + "id": "ENTTAG2-ALCHEMIZE-ACCESS", + "companyId": "YC31444", + "title": "Alchemize官网正文缺项", + "url": "https://tryalchemize.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具仅返回AI-enabled报关标题，无可读正文；现分类据YC短主营。", + "limitation": "不从标题推断持牌、全自动流程、真实合同或收入，具体软件/人工责任待核。" + }, + { + "id": "ENTTAG2-TROPE-HOME", + "companyId": "YC32135", + "title": "Trope当前ERP代理工程与零实施费", + "url": "https://trope.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称负责定制Agent工程、sandbox/shadow验证及上线后维护，标零实施费，面向ERP企业及渠道伙伴。", + "limitation": "零实施费不是零成本或全部免费；旧实施协作定位另记，未核产品收费、真实执行、合规徽章或效果。" + }, + { + "id": "ENTTAG2-STUDIO-HOME", + "companyId": "YC32162", + "title": "Studio模拟市场与数字范围", + "url": "https://www.trystudio.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以营销/消费者决策模拟为交付，称5企业客户、2亿建模消费者、95%预测准确，展示价格及销量情境。", + "limitation": "客户付费状态未知；模拟消费者不是用户或人口普查，客户销量/示例价格非自身营收；目录97%以上与旧95%以上未统一测量口径。" + }, + { + "id": "ENTTAG2-GLEN-HOME", + "companyId": "YC32226", + "title": "Glen组织上下文检索与跨代理会话", + "url": "https://www.tryglen.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示上下文注入、会话接续及团队技能，称21%提速和29%token减少，并链接自测方法。", + "limitation": "只读官网，未安装CLI或验证完整会话接续、权限和可靠性。演示代码/工作流非真实客户成果。" + }, + { + "id": "ENTTAG2-GLEN-BENCH", + "companyId": "YC32226", + "title": "Glen百PR重放的厂商自测范围", + "url": "https://www.tryglen.com/blog/replaying-100-prs", + "publishedAt": "2026-08-04", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-08-04自述在已使用两个月的单一工作区重放100个已合并PR，Codex5.5同提示/harness，每题每组五次；记忆回退至原任务前，保留测试判分，计端到端耗时。", + "limitation": "方法是厂商披露且未读任务代码/完整轨迹或复现；时间回退防泄漏只是其自述。不能从单仓平均节省推普适准确率、全部模型排名或客户收入。" + }, + { + "id": "ENTTAG2-CONTEXT-HOME", + "companyId": "YC32227", + "title": "Context网页数据API与融资/客户金额边界", + "url": "https://www.context.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供网页检索、抓取、批量及监控接口，当前1000免费credits，并披露900万seed融资。", + "limitation": "与旧发布500免费credits分期，融资不是收入；客户案例金额/请求量不等平台收费，未调用API或上传数据，不认定99.96%为独立测试。" + }, + { + "id": "ENTTAG2-TRACE-HOME", + "companyId": "YC32418", + "title": "Traceforce终端监控与营销数字边界", + "url": "https://www.traceforce.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网围绕终端AI发现、工具控制及MDM接入，并链接MCP扫描器；不同页面/发布的设备、安装时间和阻断量口径分别保留。", + "limitation": "首页1K设备及10K每秒等营销指标与旧6000设备不强行合并或判断增长；没有实测/独立财务，徽章/客户logo非认证报告或付费证明。" + }, + { + "id": "ENTTAG2-TRACE-REPO", + "companyId": "YC32418", + "title": "MCP X-Ray公开扫描器材料范围", + "url": "https://github.com/traceforce/mcp-xray", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "公开目录、README可读，列配置检查、实际工具调用pentest、源码扫描及可选Atlas上传；不同引擎缺失/超时与构建许可会影响扫描范围。", + "limitation": "只读公开材料，未安装、构建、扫描任何设备/配置、调用工具或上传；扫描器与完整商业终端控制产品不同，公开材料不证明漏洞覆盖或生产阻断效果。" + }, + { + "id": "ENTTAG2-TRACE-LICENSE", + "companyId": "YC32418", + "title": "MCP X-Ray根许可", + "url": "https://raw.githubusercontent.com/traceforce/mcp-xray/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "根文件标Apache License 2.0，与公开仓库许可标识对应。", + "limitation": "仅根许可读取，未逐依赖审计或固定commit；开源许可不是商业端点产品免费或收入为零的证明，2004许可年份非公司成立年。" + }, + { + "id": "ENTTAG2-EXEC-HOME", + "companyId": "YC32947", + "title": "Executor自身不运行AI与即将推出能力", + "url": "https://executor.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明网关提供连接、权限、存储、定时/工作流，由既有Agent思考；浏览器和电脑标coming soon。", + "limitation": "页面业务/用户计数和示例状态不是实测结果；没有安装、授权账户、执行示例或验证持久运行。" + }, + { + "id": "ENTTAG2-EXEC-PRICE", + "companyId": "YC32947", + "title": "Executor云成员收费及企业支持", + "url": "https://executor.sh/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前Cloud Free至3成员；Team每活跃成员15/月，14天试用，待接受邀请不收费；Enterprise自托管/专有云及支持另议。", + "limitation": "原文$币种待核，现标价不是已成交订阅收入；旧本地用户/下载/星数不等付费成员，免费上限不可乘标价反推ARR。" + }, + { + "id": "ENTTAG2-EXEC-REPO", + "companyId": "YC32947", + "title": "Executor公开README及目录", + "url": "https://github.com/UsefulSoftwareCo/executor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "可读集成/连接/逐工具策略模型、CLI/desktop/cloud/selfhost目录和接续入口；本地持久服务与临时前台模式分开说明。", + "limitation": "未固定commit、逐模块代码审计、编译或运行；安全默认和凭据隔离为作者描述，未验证OAuth、重启持久性或审批执行，当前README与云新增功能可能版本不同。" + }, + { + "id": "ENTTAG2-EXEC-LICENSE", + "companyId": "YC32947", + "title": "Executor根MIT许可", + "url": "https://raw.githubusercontent.com/UsefulSoftwareCo/executor/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前根LICENSE标MIT、2026 Rhys Sullivan，公开目录与许可文件可读。", + "limitation": "仅根许可读取，第三方依赖和服务条款另核，未将开源免费推成零收入或将版权年当法人成立证明。" + }, + { + "id": "ENTTAG2-DECA-HOME", + "companyId": "YC33047", + "title": "Decawork按任务权限与策略模型", + "url": "https://decawork.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以公司专属模型审批Agent行动，路由API/MCP流量，并允许指定人工介入条件。", + "limitation": "自述小模型是治理手段，示例12个Agent并非实际客户数；未运行安全测试、读取SOC2报告或认定所有行为均可正确判定。" + }, + { + "id": "ENTTAG2-CAUTION-HOME", + "companyId": "YC33673", + "title": "Caution通用计算与当前硬件支持", + "url": "https://caution.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向机密托管、可验证部署、AI推理及其他敏感工作负载；当前AWS Nitro，其他后端仍开发中。", + "limitation": "不是仅AI收入样本；可重现构建/远程证明仍是厂商交付说明，未执行部署、验证哈希或独立认定完全无漏洞。此前Distrust沿革不等新产品成立证明。" + }, + { + "id": "ENTTAG2-CAUTION-PRICE", + "companyId": "YC33673", + "title": "Caution部署、支持及许可商业方式", + "url": "https://caution.co/pricing.html", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "定价页列自有AWS账户由Caution管理、全托管、AGPLv3自运行或商业许可，支持包可选，未列金额。", + "limitation": "本轮未读取其源码或逐包许可，不提升公开artifact级别；托管/支持/许可及云基础费用不能当同一种纯订阅毛利。未取得实际合同或收入。" + }, + { + "id": "ENTTAG2-UFO-ACCESS", + "companyId": "YC33674", + "title": "UFO官网正文缺项", + "url": "https://ufo.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具没有可读正文，企业工作定位仅据YC现短/长简介。", + "limitation": "具体买家、付费、运行设施范围和自研技术均待核，简介中的既有产品创造者经历不能证明UFO能力/收入。" + }, + { + "id": "ENTTAG2-FARADAY-HOME", + "companyId": "YC34896", + "title": "Faraday工业软件与机器集成边界", + "url": "https://faradaycompute.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网按制造/分销展示订单、计划、工程、库存和机器接入，组合模型、harness及公司工作流RL环境。", + "limitation": "运行时和机器连接不代表出售自有机器人/通用训练模型，实际部署、人工实施、数据权利及收入未知，未提交流程或连接设备。" + }, + { + "id": "ENTTAG2-FORWARD-HOME", + "companyId": "YC35094", + "title": "Forward尚待发布及专业信贷定位", + "url": "https://www.useforward.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网标2026-11-06发布与投资者waitlist，页脚Forward US Inc；本次读取早于该发布日。", + "limitation": "YC称连接债务顾问及私募信贷基金，现站未充分说明实单/收费；登录入口不证明已交易，页脚不等注册核查，贷款本金和撮合额不是平台收入。" + }, + { + "id": "ENTTAG2-STACK-HOME", + "companyId": "YC35096", + "title": "Stacktrace现产品及Preview边界", + "url": "https://stacktrace.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Fleet观测/控制Agent，个人代理网关为Preview；Claude Code与Codex/Devin Preview分开标。", + "limitation": "静态读取的零session/finding/install不认定真实零使用或零收入，示例风险与状态不是实测；没有运行沙盒或授权工具。" + }, + { + "id": "ENTTAG2-PERCEPTUAL-ACCESS", + "companyId": "YC35262", + "title": "Perceptual Labs更名及当前资料缺项", + "url": "https://www.perceptuallabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "YC同一原Bryel条目现名Perceptual Labs且只述视觉智能；官网网页工具不可读。", + "limitation": "旧2026-10-07 Bryel企业训练服务不得自动当当前产品；无法从口号判断模型/数据/创意交付，暂C00。搜索可见新YC路径但页面工具不可读，保留原ID和发现来源不新建重复公司。" + }, + { + "id": "ENTTAG2-VORELIOS-HOME", + "companyId": "YC35784", + "title": "Vorelios物理模型的当前与扩展范围", + "url": "https://vorelios.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网自述以模拟训练物理模型，当前空气动力学预测表面压力/摩擦，再积分到升阻力矩；热传导与结构为拓展方向。", + "limitation": "对外定位为物理基础模型，不从未来全工程愿景确认完全自主设计；未取得模型、权重、API、许可或实际付费，官网模拟不是独立实验。" + }, + { + "id": "ENTTAG2-VORELIOS-BENCH", + "companyId": "YC35784", + "title": "Vorelios供应商三基准结果的测量范围", + "url": "https://vorelios.com/results/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结果页列NASA CRM44、BlendedNet++500、HiLiftAeroML360保留样本；误差相对求解器，H100同卡计时1至31ms，部分基线引用论文，BlendedNet++基线为其自行训练。", + "limitation": "公开基准不等独立于供应商的评测；未读取全部论文/模型或复现，批次16与单例计时范围分开。首页2500飞机整集与结果500保留集不当矛盾或全工业设计可替代证明。" + }, + { + "id": "ENTTAG2-VEXO-HOME", + "companyId": "YC36180", + "title": "Vexo预售、云数据及示例价格边界", + "url": "https://www.vexoai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网腕带199原文$且发货前可全退，称12月2日开始寄送；通过手机蓝牙联网并把资料传服务器，具健康感测但自称非医疗设备。", + "limitation": "月费39/49属幻灯片演示、349耳机属购物情境，非Vexo订阅/营收；未购买/验证发货、续航或隐私，非纯离线记忆，页脚2026非独立注册证明。" + }, + { + "id": "ENTTAG2-SYNARA-HOME", + "companyId": "YC36378", + "title": "Synara人工核验、白标渠道及示例边界", + "url": "https://synaraops.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网AI筛查后由训练人员确认、语音干预及核验报警，接既有NVR/摄像头并由集成商白标销售，目标经常性监控费。", + "limitation": "页面明确illustrative events/AI-generated footage，示例非真实事件。不能把客户每台摄像头月费或渠道RMR全算Synara收入，人工运营和响应责任需拆；未独立验证准确率或警方优先响应。" + }, + { + "id": "ENTTAG2-USERLENS-CLIENT", + "companyId": "YC31404", + "title": "Userlens客户ARR及旧业务用户", + "url": "https://www.ycombinator.com/launches/Psr-userlens-ai-csm-that-never-misses-churn", + "publishedAt": "2026-04-07", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-04-07发布称客户Quartr一千万ARR、Smartly两亿ARR；前业务Wudpecker两万五千用户/千余客户，YC可免费三个月。", + "limitation": "不是Userlens财务；客户NRR、避免流失单额和前公司人数不得反推自身ARR。" + }, + { + "id": "ENTTAG2-TRACE-PILOTS", + "companyId": "YC32418", + "title": "Traceforce试点潜在ARR与部署采用", + "url": "https://www.ycombinator.com/launches/RxE-traceforce-catch-risky-agent-actions-your-security-gateway-will-never-spot", + "publishedAt": "2026-07-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-07-28自述6000以上终端、10以上企业、40以上活跃试点被称价值三百万以上ARR。", + "limitation": "试点潜在价值未证已签/回款经常性收入；设备/企业不等付费数。公开扫描器与商业产品分开，未直接核客户。" + }, + { + "id": "ENTTAG2-CONTEXT-CLIENT", + "companyId": "YC32227", + "title": "Context客户pipeline与组织规模", + "url": "https://www.ycombinator.com/launches/SPy-context-dev-live-web-data-api-for-ai-agents", + "publishedAt": "2026-08-05", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-08-05发布称400以上客户及Dench三百万以上pipeline；现简介称600以上公司，目录团队6人与旧发布4人分期。", + "limitation": "pipeline是客户潜在交易，不是Context收入；不同日期使用/团队数字不互相替换，全部付费情况未知。" + }, + { + "id": "ENTTAG2-EXEC-LOCAL", + "companyId": "YC32947", + "title": "Executor本地采用与前业务用户", + "url": "https://www.ycombinator.com/launches/SBH-executor-one-place-to-connect-your-agents-to-everything", + "publishedAt": "2026-08-04", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-08-04发布称约3000本地用户、一周约14000npm下载及2800以上星；前AnswerOverflow一百五十万月用户。", + "limitation": "本地采用/下载/星标和前业务用户均非当前付费数，重复下载和统计截至日未核，不反推云成员费ARR。" + }, + { + "id": "ENTTAG2-CAUTION-ASSETS", + "companyId": "YC33673", + "title": "Caution前团队参与系统资产范围", + "url": "https://www.ycombinator.com/launches/SIq-caution-hosting-platform-for-software-you-can-t-afford-to-have-hacked", + "publishedAt": "2026-08-04", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-08-04发布称经此前Distrust等项目帮助保护的系统持6000亿美元以上数字资产。", + "limitation": "受保护资产非本公司营收或托管资产，旧咨询与新产品同主体链未核，攻击损失/市场金额同样不作收入。" } ], "reviews": [ @@ -60786,6 +61723,151 @@ "ENTTAG1-SPECIFIC-BENCH" ], "handling": "模型+harness结果不等裸模型普适能力，小样本/私有任务不能外推全部工作或独立公司能力排名；未申请数据或执行，估算运行成本和其他公司用户非Specific收入。" + }, + { + "id": "ENTTAG2-R-CLASS", + "type": "企业原标签池最后26项主营复核", + "company": "企业标签池最后26项", + "scope": "companies", + "companyIds": [ + "YC31272", + "YC31295", + "YC31404", + "YC31441", + "YC31444", + "YC31825", + "YC32135", + "YC32162", + "YC32223", + "YC32227", + "YC32256", + "YC33046", + "YC33047", + "YC33673", + "YC33674", + "YC33969", + "YC34896", + "YC35094", + "YC35096", + "YC35262", + "YC36180", + "YC36378" + ], + "summary": "本批26项已读，2保留C05、24移类；连同前26项，52标签池共10保留、42迁移，原89主营池成果保留。", + "evidenceIds": [ + "ENTTAG2-CAT-YC31272", + "ENTTAG2-CAT-YC31295", + "ENTTAG2-CAT-YC31404", + "ENTTAG2-CAT-YC31441", + "ENTTAG2-CAT-YC31444", + "ENTTAG2-CAT-YC31825", + "ENTTAG2-CAT-YC32135", + "ENTTAG2-CAT-YC32162", + "ENTTAG2-CAT-YC32223", + "ENTTAG2-CAT-YC32227", + "ENTTAG2-CAT-YC32256", + "ENTTAG2-CAT-YC33046", + "ENTTAG2-CAT-YC33047", + "ENTTAG2-CAT-YC33673", + "ENTTAG2-CAT-YC33674", + "ENTTAG2-CAT-YC33969", + "ENTTAG2-CAT-YC34896", + "ENTTAG2-CAT-YC35094", + "ENTTAG2-CAT-YC35096", + "ENTTAG2-CAT-YC35262", + "ENTTAG2-CAT-YC36180", + "ENTTAG2-CAT-YC36378", + "ENTTAG2-CARROT-HOME", + "ENTTAG2-CARROT-PRICE", + "ENTTAG2-USERLENS-HOME", + "ENTTAG2-ALCHEMIZE-ACCESS", + "ENTTAG2-TROPE-HOME", + "ENTTAG2-STUDIO-HOME", + "ENTTAG2-CONTEXT-HOME", + "ENTTAG2-DECA-HOME", + "ENTTAG2-CAUTION-HOME", + "ENTTAG2-CAUTION-PRICE", + "ENTTAG2-UFO-ACCESS", + "ENTTAG2-FARADAY-HOME", + "ENTTAG2-FORWARD-HOME", + "ENTTAG2-STACK-HOME", + "ENTTAG2-PERCEPTUAL-ACCESS", + "ENTTAG2-VEXO-HOME", + "ENTTAG2-SYNARA-HOME", + "ENTTAG2-USERLENS-CLIENT", + "ENTTAG2-CONTEXT-CLIENT", + "ENTTAG2-CAUTION-ASSETS" + ], + "handling": "客户运营、专业服务、计算/Agent设施、工程交付及消费硬件按现交付分开。Carrot成本管理、Userlens采用及旧CSM分期；Perceptual当前产品不明暂C00；Caution保留通用计算/旧业务链缺项。客户ARR、试点潜在价值、资产及示例排除收入。" + }, + { + "id": "ENTTAG2-R-TRACE", + "type": "终端Agent安全公开材料与试点收入边界", + "company": "Traceforce", + "scope": "companies", + "companyIds": [ + "YC32418" + ], + "summary": "MCP扫描器公开材料可读，但不等完整商业终端控制能力已验证；试点潜在ARR不计收入。", + "evidenceIds": [ + "ENTTAG2-CAT-YC32418", + "ENTTAG2-TRACE-HOME", + "ENTTAG2-TRACE-REPO", + "ENTTAG2-TRACE-LICENSE", + "ENTTAG2-TRACE-PILOTS" + ], + "handling": "未构建/执行/扫描/上传；Apache2根许可与完整商业许可分开。不同日期设备与营销阻断量不强合并，试点、用户、合同和确认收入保持区别。" + }, + { + "id": "ENTTAG2-R-EXEC", + "type": "Agent网关开源材料与云活跃成员收费", + "company": "Executor", + "scope": "companies", + "companyIds": [ + "YC32947" + ], + "summary": "公开集成/策略说明和MIT根许可可读，云Free/Team/Enterprise、local/selfhost分开。", + "evidenceIds": [ + "ENTTAG2-CAT-YC32947", + "ENTTAG2-EXEC-HOME", + "ENTTAG2-EXEC-PRICE", + "ENTTAG2-EXEC-REPO", + "ENTTAG2-EXEC-LICENSE", + "ENTTAG2-EXEC-LOCAL" + ], + "handling": "自身不运行AI；CLI持久服务及临时前台说明未实测。星标、npm/本地用户及前业务月活不归云付费；浏览器和电脑仍coming soon。" + }, + { + "id": "ENTTAG2-R-GLEN", + "type": "组织记忆厂商百PR重放的评测范围", + "company": "Glen", + "scope": "companies", + "companyIds": [ + "YC32226" + ], + "summary": "单工作区Codex5.5五次/组，时间回退记忆及保留测试为厂商披露方法，不独立于供应商。", + "evidenceIds": [ + "ENTTAG2-CAT-YC32226", + "ENTTAG2-GLEN-HOME", + "ENTTAG2-GLEN-BENCH" + ], + "handling": "未读取任务/轨迹或复现；29%token/21%时间节省不是通用性能排名/收入，组织使用不等付费。" + }, + { + "id": "ENTTAG2-R-VORELIOS", + "type": "行业物理模型供应商基准与工程交付边界", + "company": "Vorelios", + "scope": "companies", + "companyIds": [ + "YC35784" + ], + "summary": "当前航空流场模型定位明确，公开三基准的厂商结果及H100计时不等独立验证。", + "evidenceIds": [ + "ENTTAG2-CAT-YC35784", + "ENTTAG2-VORELIOS-HOME", + "ENTTAG2-VORELIOS-BENCH" + ], + "handling": "模型误差与完整工程正确性不同，首页全集2500与500保留集区分；自行训练基线/引用论文和同卡计时的边界保留，未读模型/执行或外推其他物理领域。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index df2a2ab..79221e3 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-enterprise-4", + "version": "2026-10-31-enterprise-5", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项504条主营人工复核。原C05主营规则池89项已读：27保留、62迁移；另C05目录标签池52项中前26项已读：8保留、18迁移（行业8、开发4、模型3、Agent设施2、个人1），还余26。现Kestral项目协调、Playgent金融RL与旧沙盒/药房、Sennu泛化主营及旧销售/QA、Epicenter旧MIT/现AGPL和Cloud明文范围分别记录；Specific供应商私有基准不当独立评测。Bubble Lab月费加支付分成与客户会费/覆盖人数分开，Soren工程人工、Photonium专家及Automax持牌审核均属成本。客户资产、节省、示例财报不归收入。当前分支不含PR #34行业252、#35模型26、#36开发51项；整合保留各方追加记录与版本计数。全部公开来源、其他基础项及主体财务技术仍待核。", + "nextCheck": "原新增目录39条深化并保留发现来源；本快照基础项526条主营人工复核。原C05主营规则池89项已读27保留62迁移；另52目录标签池已读10保留42移类，合计141项主营复核37保留104移类，短简介和混合交付仍待核。Carrot现成本归因、Userlens采用与旧CSM、Trope零实施费且承担工程、Perceptual现视觉口号不足暂C00分别记录。Executor根MIT/Traceforce扫描器Apache2公开材料可读不等商业系统独立验证；Glen百PR及Vorelios物理三基准仅厂商自测。客户ARR/账单/pipeline、试点潜在ARR、资产与演示不归收入。Synara人工监控、Vexo可退款未发货硬件与模拟月费分开；Caution通用计算及旧Distrust主体链留缺。当前分支不含PR #34行业252、#35模型26、#36开发51项，整合保留各方追加与版本计数。全部公开来源、其他基础项及主体财务技术仍待核。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 52832de..d8e49ab 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-enterprise-4", + "sourceVersion": "2026-10-31-enterprise-5", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 85a0c534aac9ce3a7501188906bb8edf78bb539f Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:06:48 +0800 Subject: [PATCH 19/29] Review mixed directory tags and separate historical Mixy income --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 14 +- content/research/ai-companies.seed.json | 990 ++++++++++++++++++--- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 867 insertions(+), 147 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index abe5800..fd9386a 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1858); - assert.equal(research.observations.length, 237); + assert.equal(research.evidence.length, 1898); + assert.equal(research.observations.length, 243); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index ff08234..291363a 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1858); - assert.equal(initial.observations.length, 237); + assert.equal(initial.evidence.length, 1898); + assert.equal(initial.observations.length, 243); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 119); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 43); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 44); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 987); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 986); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c461883..1d8ae8b 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-sales-models-1", + "version": "2026-10-31-other-tags-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -3710,31 +3710,34 @@ "id": "YC30423", "name": "neoncoral", "url": "https://www.ycombinator.com/companies/neoncoral", - "cat": "C08", + "cat": "C00", "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "目前未见可读业务说明，产品和交付待核。", + "buyer": "当前买家待核", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "YC现主营为空，官网仅stealth联系及天使来自哪些公司，移待分类。Figma等标识不是自身客户、AI能力或创意产品证据，不因资料缺项推停业/零收入。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30423" + "YC-E-30423", + "OTHERTAG1-CAT-YC30423", + "OTHERTAG1-NEON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：目前未见可读业务说明，产品和交付待核。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Consumer", "Social Media", "Social", "AI" - ] + ], + "businessModel": "业务待分类；软件、服务与实际收费均缺资料" }, { "id": "YC30425", @@ -3922,25 +3925,43 @@ "year": 2025, "team": 1, "location": "Germany", - "business": "公司简介：Tools for the next era of physical automation.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供机器人开发套件及面向重复固定工序的机器人平台。", + "buyer": "机器人开发者及重复工序自动化企业", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留实体机器人。2025发布低于一万双臂为报价目标/自述，非收入或全成本；当前公开DK1与旧通用工人愿景分期，遥操作/录制示例不等自主生产已达标。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "2025发布称双固定臂硬件低于原文$10000；现DK1单价、软件/集成和全成本待核，币种待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30433" + "YC-E-30433", + "OTHERTAG1-CAT-YC30433", + "OTHERTAG1-TRLC-HOME", + "OTHERTAG1-TRLC-REPO", + "OTHERTAG1-TRLC-LICENSE" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核其余原标签池：提供机器人开发套件及面向重复固定工序的机器人平台。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Machine Learning", "Robotics" - ] + ], + "businessModel": "实体机器人套件及控制软件；硬件、集成、训练、维护费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网及公开材料对应，签约/注册主体与实际收费范围未独立核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "已读DK1官方README、目录及根Apache2/第三方MIT署名；未读取全部CAD/子模块、运行或控制硬件，自主能力和商业成本未核。", + "evidenceIds": [ + "OTHERTAG1-CAT-YC30433", + "OTHERTAG1-TRLC-HOME", + "OTHERTAG1-TRLC-REPO", + "OTHERTAG1-TRLC-LICENSE" + ] + } }, { "id": "YC30434", @@ -4032,32 +4053,35 @@ "id": "YC30441", "name": "stratify", "url": "https://www.ycombinator.com/companies/stratify", - "cat": "C08", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that help you understand your customers' needs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "招募调研参与者、动态访谈并整理用户研究洞察。", + "buyer": "产品、UX及营销研究团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "从创意移客户研究。上传图片/视频是受测材料非主打生成媒体；数百万参与者网络不是付费客户，客户节省和传统焦点小组报价不归公司收入。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30441" + "YC-E-30441", + "OTHERTAG1-CAT-YC30441", + "OTHERTAG1-STRAT-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：招募调研参与者、动态访谈并整理用户研究洞察。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "B2B", "Design", "Consumer Products", "AI", "Conversational AI" - ] + ], + "businessModel": "客户研究软件；参与者招募/激励、访谈、分析及人工支持费待拆" }, { "id": "YC30443", @@ -4920,30 +4944,33 @@ "id": "YC30498", "name": "Alkali", "url": "https://www.ycombinator.com/companies/alkali", - "cat": "C08", + "cat": "C07", "year": 2025, "team": 2, "location": "Houston, TX", - "business": "公司简介：The smarter way to estimate steel.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为钢结构企业估算工程量、搜索图纸并生成材料与细化信息。", + "buyer": "钢结构制造、安装及建筑估算团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "从创意移行业应用。当前钢估算与旧化工ProcessMate设计/采购分期，2500以上项目和钢占比非平台收入；历史创始人八位数工程项目不是Alkali营收。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30498" + "YC-E-30498", + "OTHERTAG1-CAT-YC30498", + "OTHERTAG1-ALKALI-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：为钢结构企业估算工程量、搜索图纸并生成材料与细化信息。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "B2B", "Design Tools", "AI Assistant" - ] + ], + "businessModel": "建筑钢结构专业软件；项目、图纸处理、实施及支持费待拆" }, { "id": "YC30500", @@ -5340,27 +5367,30 @@ "year": 2025, "team": 14, "location": "San Francisco", - "business": "公司简介：Infrastructure to power every customer interaction.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合客户账户上下文并协调从接待到扩张续约的服务动作。", + "buyer": "客户服务、成功及收入运营团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留客户运营，infrastructure是客户旅程定位而非通用Agent网关证明。官网early access及选择合作企业不等公开成熟/全部付费，具体AI作用仍缺细节，旧雇主规模非现收入。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30524" + "YC-E-30524", + "OTHERTAG1-CAT-YC30524", + "OTHERTAG1-LAPEL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：整合客户账户上下文并协调从接待到扩张续约的服务动作。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Customer Success", "Sales", "Customer Support", "AI" - ] + ], + "businessModel": "客户旅程软件；数据接入、自动化、实施与支持费用待拆" }, { "id": "YC30526", @@ -9540,31 +9570,34 @@ "id": "YC30792", "name": "Bizzy AI", "url": "https://www.ycombinator.com/companies/geo-ai", - "cat": "C06", + "cat": "C07", "year": 2025, "team": null, "location": "New York City, NY", - "business": "公司简介：Bizzy works 24/7 so you never miss a lead.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为银行及金融科技平台客户协商服务账单并返回确认结果。", + "buyer": "银行、金融科技及账单服务平台", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "按现官网Otto账单协商移行业应用；目录旧销售接线/预约分期。官网无节省无费，原89到69/月是客户账单情境非Bizzy收入，分成比例及确认收入未知。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网按确认节省分成，无节省无费；比例、上限、计费期和实际合同待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30792" + "YC-E-30792", + "OTHERTAG1-CAT-YC30792", + "OTHERTAG1-BIZZY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：为银行及金融科技平台客户协商服务账单并返回确认结果。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Workflow Automation", "Sales", "Marketing", "AI" - ] + ], + "businessModel": "专业账单协商服务；按确认节省分成、语音通话及异常处理成本待拆" }, { "id": "YC30794", @@ -9764,59 +9797,70 @@ "year": 2025, "team": 2, "location": null, - "business": "公司简介：Make mashups without knowing how to DJ", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让个人导入歌曲并混合人声和节拍制作mashup。", + "buyer": "个人音乐爱好者与创作者", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留内容创意。2025-11-04发布自述20k MRR及200k捐赠分别记历史；2024年底原型起步与YC2025成立分开，法律成立年未独立核。用户/创作数和前公司融资非自身经常性收入，未来按秒支付艺人尚非已核结算。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "免费加Pro内购；商店多金额未注明一致周期，实际月/周年/旧捐赠与订阅分开，当前单价和合同待核", + "stage": "应用商店现可见，历史自述订阅及捐赠，当前付费规模与在线服务范围未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30812" + "YC-E-30812", + "OTHERTAG1-CAT-YC30812", + "OTHERTAG1-MIXY-HOME", + "OTHERTAG1-MIXY-APP", + "OTHERTAG1-MIXY-TERMS", + "OTHERTAG1-MIXY-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核其余原标签池：让个人导入歌曲并混合人声和节拍制作mashup。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Consumer", "Entertainment", "Social", "Music", "AI" - ] + ], + "businessModel": "消费音乐创作应用；订阅、捐赠、版权与推理/分发成本分开", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC2025成立自述保留；发布称2024年底原型、2025-06-19上线，条款Mixy LLC与商店Mixy, Inc.主体沿革及注册时间未核。" }, { "id": "YC30816", "name": "Digipals", "url": "https://www.ycombinator.com/companies/digipals", - "cat": "C08", + "cat": "C09", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The future of Social in the age of AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在个人群聊中协助朋友协调线下活动、记忆与账单。", + "buyer": "朋友群组及个人消费者", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "从创意移个人应用，聊天内写代码/widget是使用方式非主要开发工具。旧发布候补/未来开放widget与现愿景分期，deadshot两百万月活属创始人旧游戏，不归Digipals。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30816" + "YC-E-30816", + "OTHERTAG1-CAT-YC30816", + "OTHERTAG1-DIGI-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：在个人群聊中协助朋友协调线下活动、记忆与账单。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Consumer", "Social Media", "Social", "Social Network", "AI" - ] + ], + "businessModel": "消费社交助手；模型、定位/日历、预订与潜在订阅费待拆" }, { "id": "YC30818", @@ -10452,28 +10496,44 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Agentic AI Filmmaking Platform", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从剧本或音频生成可编辑的个性化影视场景。", + "buyer": "影视、音乐、播客及创作者团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留内容创意。自述付费试点但无金额，不推当前ARR；150万播放、22家YC合作与代理十万报价非自身营收。CHARCHA作者论文和当前整个平台能力/版权协议分别核，不因论文就认定独立验证。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30870" + "YC-E-30870", + "OTHERTAG1-CAT-YC30870", + "OTHERTAG1-KOYAL-ACCESS", + "OTHERTAG1-KOYAL-PAPER" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核其余原标签池：从剧本或音频生成可编辑的个性化影视场景。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Generative AI", "Entertainment", "Video", "Media", "Creator Economy" - ] + ], + "businessModel": "视频创作软件及制作/试点；模型用量、版权、人工指导和合同费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网及公开材料对应，签约/注册主体与实际收费范围未独立核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "仅核作者论文摘要页可读与日期/track、个体LoRA/身份授权描述，未阅读全文/代码、复现、查专利或确认当前整个平台能力；非独立评测。", + "evidenceIds": [ + "OTHERTAG1-CAT-YC30870", + "OTHERTAG1-KOYAL-ACCESS", + "OTHERTAG1-KOYAL-PAPER" + ] + } }, { "id": "YC30871", @@ -11092,28 +11152,31 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Proactive AI that knows what's important", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过桌面上下文主动建议写信、文档、会议及待办动作。", + "buyer": "个人知识工作者，企业方案为次要买家", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留个人助手。YC称不传Logical服务器，不等任何配置不出本机/第三方模型；官网无可读正文，隐私、性能、真实付费和兼容范围未核，旧trylogical域名保留发布来源。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30907" + "YC-E-30907", + "OTHERTAG1-CAT-YC30907", + "OTHERTAG1-LOGICAL-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：通过桌面上下文主动建议写信、文档、会议及待办动作。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Consumer", "B2B", "Productivity", "AI", "AI Assistant" - ] + ], + "businessModel": "桌面个人助手；本地/第三方模型、连接、额度和支持费待拆" }, { "id": "YC30910", @@ -12005,25 +12068,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI support done right", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "汇总客户会话并调查问题，输出支持回复及工程交接。", + "buyer": "客户支持及技术支持团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留客户运营。当前Clad支持调查与2025旧Chad IDE分期；官网所有回复需批准，旧每小时省15分钟明确为调查/观察非研究，不能外推当前客服效果或纯无人服务毛利。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30957" + "YC-E-30957", + "OTHERTAG1-CAT-YC30957", + "OTHERTAG1-CLAD-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：汇总客户会话并调查问题，输出支持回复及工程交接。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Customer Success", "Customer Support" - ] + ], + "businessModel": "客服调查软件；会话、后端接入、模型及人工审核成本待拆" }, { "id": "YC30958", @@ -16783,31 +16849,34 @@ "id": "YC31301", "name": "OpenVector", "url": "https://www.ycombinator.com/companies/openvector", - "cat": "C10", + "cat": "C07", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI that turns any camera to an autonomous worker with real-time vision", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过现有摄像头理解现场事件并更新企业业务系统。", + "buyer": "制造、仓储、零售及其他现场运营团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "从实体机器人移行业软件。官网接前沿VLM与可审阅工作流，不证明卖自有机器人或基础权重；50ms/最快等自述未独立测，机器人摄像片段不是自主机械执行证明，170k奖学金属创始人经历。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31301" + "YC-E-31301", + "OTHERTAG1-CAT-YC31301", + "OTHERTAG1-OPENVECTOR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：通过现有摄像头理解现场事件并更新企业业务系统。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Robotics", "Computer Vision", "Infrastructure", "Industrial" - ] + ], + "businessModel": "视觉专业运营软件；视频推理、系统连接、配置及维护费待拆" }, { "id": "YC31302", @@ -18236,29 +18305,32 @@ "id": "YC31419", "name": "StableBrowse", "url": "https://www.ycombinator.com/companies/stablebrowse", - "cat": "C10", + "cat": "C02", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Building the Data Infrastructure layer for Physical AI.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为物理AI采集并后处理多模态任务训练数据。", + "buyer": "机器人及具身模型训练团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "按现官网从机器人移模型数据。旧浏览器图/70至80%token节省、3至4倍和98%成功不套用新数据业务。当前人工标注复核是成本，创始人MDD前研究不当公司数据销量或独立能力。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31419" + "YC-E-31419", + "OTHERTAG1-CAT-YC31419", + "OTHERTAG1-STABLE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：为物理AI采集并后处理多模态任务训练数据。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Robotics", "AI" - ] + ], + "businessModel": "训练数据基础设施/服务；传感采集、标注审核、校准和交付费用待拆" }, { "id": "YC31420", @@ -18719,27 +18791,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The fully autonomous intelligence layer in the sky.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以自然语言协调无人机队任务与现场状态。", + "buyer": "搜救、应急响应及基础设施检查团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留实体系统，未确认自造机体或全自主成熟。官网early access、示例机队/救援状态不是真实事件或测试，许可/客户/收入未核，不执行或详化任务。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31452" + "YC-E-31452", + "OTHERTAG1-CAT-YC31452", + "OTHERTAG1-DEGLA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以自然语言协调无人机队任务与现场状态。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Hard Tech", "Drones", "Aerospace", "AI" - ] + ], + "businessModel": "实体无人机协调系统；软件、设备接入、部署与操作支持费待拆" }, { "id": "YC31454", @@ -19695,28 +19770,31 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI mobile wallet that replaces Apple Pay", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自述以AI钱包为个人选择支付方式和信用卡奖励。", + "buyer": "个人持卡消费者，合作买家待核", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留消费者应用，官网标题称奖励选卡但无可读正文。替代Apple Pay是定位非已证明支付覆盖或牌照，用户消费/支付额与公司收入分开，AI实用方式、收费及主体待核。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31526" + "YC-E-31526", + "OTHERTAG1-CAT-YC31526", + "OTHERTAG1-UNO-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：自述以AI钱包为个人选择支付方式和信用卡奖励。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Fintech", "Payments", "Consumer", "Infrastructure", "AI" - ] + ], + "businessModel": "个人金融钱包暂分类；订阅、佣金、支付接入及支持费待拆" }, { "id": "YC31527", @@ -19726,26 +19804,29 @@ "year": 2026, "team": 3, "location": "Manchester, United Kingdom", - "business": "公司简介：Your AI growth hire.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "跨外联、广告与搜索内容渠道执行客户增长工作。", + "buyer": "创业者、营销与增长团队", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留客户运营。现官网有前置增长工程师，并非一律无人纯SaaS；官网4280 MRR是替客户赢回示例、三百万是融资、年薪二十万是替代成本，均非Revnu自身ARR。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31527" + "YC-E-31527", + "OTHERTAG1-CAT-YC31527", + "OTHERTAG1-REVNU-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：跨外联、广告与搜索内容渠道执行客户增长工作。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "B2B", "Advertising", "AI" - ] + ], + "businessModel": "增长软件加部署工程；订阅/效果费、广告预算、数据及人工支持待拆" }, { "id": "YC31528", @@ -20664,26 +20745,29 @@ "year": 2026, "team": 3, "location": null, - "business": "公司简介：Roma is the to-do list that does itself", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以待办清单组织任务并让助手在后台开始处理。", + "buyer": "个人任务管理及知识工作者", + "delivery": "已读YC现主营及相关发布；选定官网和公开材料另列，实际合同、收入及能力未独立核。", + "notes": "保留消费者个人应用。底层harness非独立Agent运行设施主营，团队协作/多代理是使用场景；官网示例客户会费/退款不归Roma，前Loom/Senic收购不是当前收入，真实完成率及权限未测。 原始发现、成立及团队快照保留，主营复核不等完整商业或财务审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32088" + "YC-E-32088", + "OTHERTAG1-CAT-YC32088", + "OTHERTAG1-ROMA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以待办清单组织任务并让助手在后台开始处理。 按当前交付和买家区分内容、消费者、客户运营、行业、训练数据及实体系统；资料不足待分类。", "directoryTags": [ "Consumer", "Productivity", "AI Assistant" - ] + ], + "businessModel": "个人任务助手；订阅、连接、模型用量与执行成本待拆" }, { "id": "YC32089", @@ -34513,6 +34597,97 @@ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比", "bound": ">", "comparisonGroup": null + }, + { + "id": "OTHERTAG1-O-MIXY-MRR", + "company": "YC30812", + "name": "Mixy", + "kind": "2025旧发布自述MRR", + "value": 20000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2025-11-04发布称订阅上月推出；具体财务截止日未给", + "scope": "Mixy音乐应用业务，法律实体及收入净额范围未核", + "selection": "historical", + "reason": "公司旧MRR自述非支付平台数据；币种/退款/平台抽成待核，不进入2026同期平台分组或乘12当已核ARR", + "evidence": "OTHERTAG1-MIXY-LAUNCH", + "comparisonGroup": null, + "metric": "mrr" + }, + { + "id": "OTHERTAG1-O-MIXY-DONATIONS", + "company": "YC30812", + "name": "Mixy", + "kind": "旧发布累计捐赠", + "value": 200000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2025-11-04发布，累计起止期及确认方式未给", + "scope": "Mixy业务自述捐赠，非经常性订阅", + "selection": "historical", + "reason": "捐赠与订阅MRR分开，不能按月年化或加进MRR，也不当融资", + "evidence": "OTHERTAG1-MIXY-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG1-O-MIXY-USERS", + "company": "YC30812", + "name": "Mixy", + "kind": "历史三个月用户量", + "value": 1500000, + "bound": "=", + "unit": "位用户", + "timing": "2025-11-04发布，三个月的起止日期未给", + "scope": "应用累计采用自述，非付费订阅数", + "selection": "adoption", + "reason": "用户/预订/混音数不是付费数，不乘价格反推MRR", + "evidence": "OTHERTAG1-MIXY-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG1-O-ALKALI-PROJECTS", + "company": "YC30498", + "name": "Alkali", + "kind": "官网称估算钢工程数", + "value": 2500, + "bound": ">=", + "unit": "个工程项目", + "timing": "2026-10-31官网读取，累计统计截至日未给", + "scope": "钢项目采用自述，非付费账户数", + "selection": "adoption", + "reason": "工程金额、吨位或项目数不等软件营收，重复/付费范围待核", + "evidence": "OTHERTAG1-ALKALI-HOME", + "comparisonGroup": null + }, + { + "id": "OTHERTAG1-O-REVNU-DEMO-MRR", + "company": "YC31527", + "name": "Revnu", + "kind": "赢回客户MRR演示", + "value": 4280, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31官网读取，示例期间与主体未给", + "scope": "增长助手为客户赢回的示例金额，非Revnu收入", + "selection": "excluded", + "reason": "示例客户MRR非平台财务，未确证真实案例，不按收入指标分组", + "evidence": "OTHERTAG1-REVNU-HOME", + "comparisonGroup": null + }, + { + "id": "OTHERTAG1-O-OPENVECTOR-SCHOLARSHIP", + "company": "YC31301", + "name": "OpenVector", + "kind": "创始人放弃的奖学金价值", + "value": 170000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-31发布，奖学金年度未给", + "scope": "创始人个人经历，非OpenVector融资或营收", + "selection": "excluded", + "reason": "个人学术奖学金金额与公司收入无关，不进入财务比较", + "evidence": "OTHERTAG1-CAT-YC31301", + "comparisonGroup": null } ], "evidence": [ @@ -54953,6 +55128,446 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称从批次开始带来原文$2.7M以上GMV。", "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。" + }, + { + "id": "OTHERTAG1-CAT-YC30423", + "companyId": "YC30423", + "title": "neoncoral当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/neoncoral", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "目前未见可读业务说明，产品和交付待核。 YC现主营为空，官网仅stealth联系及天使来自哪些公司，移待分类。Figma等标识不是自身客户、AI能力或创意产品证据，不因资料缺项推停业/零收入。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30433", + "companyId": "YC30433", + "title": "The Robot Learning Company当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/the-robot-learning-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供机器人开发套件及面向重复固定工序的机器人平台。 保留实体机器人。2025发布低于一万双臂为报价目标/自述，非收入或全成本；当前公开DK1与旧通用工人愿景分期，遥操作/录制示例不等自主生产已达标。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30441", + "companyId": "YC30441", + "title": "stratify当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/stratify", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "招募调研参与者、动态访谈并整理用户研究洞察。 从创意移客户研究。上传图片/视频是受测材料非主打生成媒体；数百万参与者网络不是付费客户，客户节省和传统焦点小组报价不归公司收入。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30498", + "companyId": "YC30498", + "title": "Alkali当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/alkali", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为钢结构企业估算工程量、搜索图纸并生成材料与细化信息。 从创意移行业应用。当前钢估算与旧化工ProcessMate设计/采购分期，2500以上项目和钢占比非平台收入；历史创始人八位数工程项目不是Alkali营收。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30524", + "companyId": "YC30524", + "title": "Lapel当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/lapel", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合客户账户上下文并协调从接待到扩张续约的服务动作。 保留客户运营，infrastructure是客户旅程定位而非通用Agent网关证明。官网early access及选择合作企业不等公开成熟/全部付费，具体AI作用仍缺细节，旧雇主规模非现收入。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30792", + "companyId": "YC30792", + "title": "Bizzy AI当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/geo-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为银行及金融科技平台客户协商服务账单并返回确认结果。 按现官网Otto账单协商移行业应用；目录旧销售接线/预约分期。官网无节省无费，原89到69/月是客户账单情境非Bizzy收入，分成比例及确认收入未知。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30812", + "companyId": "YC30812", + "title": "Mixy当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/mixy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "让个人导入歌曲并混合人声和节拍制作mashup。 保留内容创意。2025-11-04发布自述20k MRR及200k捐赠分别记历史；2024年底原型起步与YC2025成立分开，法律成立年未独立核。用户/创作数和前公司融资非自身经常性收入，未来按秒支付艺人尚非已核结算。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30816", + "companyId": "YC30816", + "title": "Digipals当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/digipals", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在个人群聊中协助朋友协调线下活动、记忆与账单。 从创意移个人应用，聊天内写代码/widget是使用方式非主要开发工具。旧发布候补/未来开放widget与现愿景分期，deadshot两百万月活属创始人旧游戏，不归Digipals。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30870", + "companyId": "YC30870", + "title": "Koyal当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/koyal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从剧本或音频生成可编辑的个性化影视场景。 保留内容创意。自述付费试点但无金额，不推当前ARR；150万播放、22家YC合作与代理十万报价非自身营收。CHARCHA作者论文和当前整个平台能力/版权协议分别核，不因论文就认定独立验证。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30907", + "companyId": "YC30907", + "title": "Logical当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/logical", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过桌面上下文主动建议写信、文档、会议及待办动作。 保留个人助手。YC称不传Logical服务器，不等任何配置不出本机/第三方模型；官网无可读正文，隐私、性能、真实付费和兼容范围未核，旧trylogical域名保留发布来源。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC30957", + "companyId": "YC30957", + "title": "Clad Labs当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/clad-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "汇总客户会话并调查问题，输出支持回复及工程交接。 保留客户运营。当前Clad支持调查与2025旧Chad IDE分期；官网所有回复需批准，旧每小时省15分钟明确为调查/观察非研究，不能外推当前客服效果或纯无人服务毛利。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC31301", + "companyId": "YC31301", + "title": "OpenVector当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/openvector", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过现有摄像头理解现场事件并更新企业业务系统。 从实体机器人移行业软件。官网接前沿VLM与可审阅工作流，不证明卖自有机器人或基础权重；50ms/最快等自述未独立测，机器人摄像片段不是自主机械执行证明，170k奖学金属创始人经历。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC31419", + "companyId": "YC31419", + "title": "StableBrowse当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/stablebrowse", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为物理AI采集并后处理多模态任务训练数据。 按现官网从机器人移模型数据。旧浏览器图/70至80%token节省、3至4倍和98%成功不套用新数据业务。当前人工标注复核是成本，创始人MDD前研究不当公司数据销量或独立能力。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC31452", + "companyId": "YC31452", + "title": "Degla Inc当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/degla-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以自然语言协调无人机队任务与现场状态。 保留实体系统，未确认自造机体或全自主成熟。官网early access、示例机队/救援状态不是真实事件或测试，许可/客户/收入未核，不执行或详化任务。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC31526", + "companyId": "YC31526", + "title": "Uno Wallet当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/uno-wallet", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述以AI钱包为个人选择支付方式和信用卡奖励。 保留消费者应用，官网标题称奖励选卡但无可读正文。替代Apple Pay是定位非已证明支付覆盖或牌照，用户消费/支付额与公司收入分开，AI实用方式、收费及主体待核。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC31527", + "companyId": "YC31527", + "title": "Revnu当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/revnu", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "跨外联、广告与搜索内容渠道执行客户增长工作。 保留客户运营。现官网有前置增长工程师，并非一律无人纯SaaS；官网4280 MRR是替客户赢回示例、三百万是融资、年薪二十万是替代成本，均非Revnu自身ARR。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-CAT-YC32088", + "companyId": "YC32088", + "title": "Roma当前主营与历史数字归属", + "url": "https://www.ycombinator.com/companies/roma", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以待办清单组织任务并让助手在后台开始处理。 保留消费者个人应用。底层harness非独立Agent运行设施主营，团队协作/多代理是使用场景；官网示例客户会费/退款不归Roma，前Loom/Senic收购不是当前收入，真实完成率及权限未测。", + "limitation": "目录与公司自述可变；客户金额、旧业务、节省、融资、标价、采用及示例不得当自身ARR，标签不确证技术能力。" + }, + { + "id": "OTHERTAG1-NEON-HOME", + "companyId": "YC30423", + "title": "neoncoral业务资料不足", + "url": "https://neoncoral.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仅stealth联系及天使背景公司标识，没有产品或交付说明；YC主营为空。", + "limitation": "不把投资人前雇主logo当客户或创意技术，不因隐身推无业务/收入，暂C00。" + }, + { + "id": "OTHERTAG1-TRLC-HOME", + "companyId": "YC30433", + "title": "TRLC官网链接开发套件", + "url": "https://www.robot-learning.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前官网仅公司名及官方trlc-dk1仓库链接。", + "limitation": "官网短页不证明旧通用机器工人已量产，开发套件与成套工厂部署商业范围待拆。" + }, + { + "id": "OTHERTAG1-STRAT-HOME", + "companyId": "YC30441", + "title": "stratify现客户研究工作流", + "url": "https://www.trystratify.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网覆盖研究设计、招募、访谈、分析及报告，图片/网站等是被测试素材。", + "limitation": "不是主要售卖媒体生成，未试用访谈或测真实性/代表性，参与者激励与招募成本、实际付费待核。" + }, + { + "id": "OTHERTAG1-ALKALI-HOME", + "companyId": "YC30498", + "title": "Alkali现钢估算交付及项目规模", + "url": "https://www.alkali.engineering/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从图纸提取数量/形状/长度，生成材料、3D模型及估算协作；称2500以上钢工程、48州及美国钢量10%以上。", + "limitation": "这些为项目/行业覆盖自述，未核分母、重复或全部付费；零吨静态值/示例重量不是实单，旧化工业务另记，未上传图纸或验证精度。" + }, + { + "id": "OTHERTAG1-LAPEL-HOME", + "companyId": "YC30524", + "title": "Lapel客户旅程与早期访问", + "url": "https://lapel.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网聚合账户数据并驱动接待至扩张续约的协调，称与选定创业/大企业合作，邀请early access。", + "limitation": "未列价格/收入，AI实现细节和对外开放范围未核，不将公司团队履历或融资自述当收入。" + }, + { + "id": "OTHERTAG1-BIZZY-HOME", + "companyId": "YC30792", + "title": "Bizzy现账单协商与按节省分成", + "url": "https://www.usebizzy.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Otto为银行/fintech客户拨打供应商电话协商账单，以确认节省分成，无节省无费；89至69/月是账单情境。", + "limitation": "与目录旧接线/销售线索业务分期。客户账单、退款/债务金额非平台费，分成比例/合同/回款未知，未执行电话或金融操作。" + }, + { + "id": "OTHERTAG1-MIXY-HOME", + "companyId": "YC30812", + "title": "Mixy官网和分发入口", + "url": "https://usemixy.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现仅mashup定位及App Store/条款链接。", + "limitation": "没有当前收入披露，不能用访问日更新旧MRR时点，未下载或使用应用。" + }, + { + "id": "OTHERTAG1-DIGI-ACCESS", + "companyId": "YC30816", + "title": "Digipals官网正文缺项", + "url": "https://www.digipals.app/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未得可读正文，消费者社交定位据YC当前介绍及2025发布。", + "limitation": "发布候补与未来widget愿景分开，未核当前可用、订阅和隐私，旧游戏用户不归本产品。" + }, + { + "id": "OTHERTAG1-KOYAL-ACCESS", + "companyId": "YC30870", + "title": "Koyal官网正文缺项", + "url": "https://koyal.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具没有可读正文，现影视平台与付费试点自述据YC资料。", + "limitation": "付费试点未给金额/期间，主张SOTA或专利不因简介确证，未上传人像/音频或验证当前模型。" + }, + { + "id": "OTHERTAG1-LOGICAL-ACCESS", + "companyId": "YC30907", + "title": "Logical官网正文缺项", + "url": "https://logical.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具无可读正文，桌面主动助手及隐私宣称仅据YC当前介绍和旧发布。", + "limitation": "不传Logical服务器不等全部不出机，实际第三方推理、权限、定价及财务主体未核。" + }, + { + "id": "OTHERTAG1-CLAD-HOME", + "companyId": "YC30957", + "title": "Clad现客服调查与人工批准", + "url": "https://www.useclad.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网汇聚客户线程、查后端/历史、生成有证据的回复与工程工单；所有对客回复需批准。", + "limitation": "现客服与旧Chad IDE分期，非独立证明所有问题自动解决；客户引述非审计，人工审核成本不可忽略，未接入工具/发消息。" + }, + { + "id": "OTHERTAG1-OPENVECTOR-HOME", + "companyId": "YC31301", + "title": "OpenVector视频理解与业务后续动作", + "url": "https://openvector.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以摄像流连接VLM，按描述构建可审阅编辑的业务工作流，现场事件触发软件更新。", + "limitation": "不是已证明售卖自有机器人/模型权重。50ms自述未核端到端网络/准确性，预录片段非现场执行，未调用或监控真实摄像头。" + }, + { + "id": "OTHERTAG1-STABLE-HOME", + "companyId": "YC31419", + "title": "StableBrowse现物理AI数据与人工复核", + "url": "https://stablebrowse.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现从真实任务采集多模态数据，后处理深度/手姿/轨迹/标签并由训练标注者复核，提供定制数据计划。", + "limitation": "非自有机器人销量，旧浏览器指标不套新业务；MDD为创始人此前研究，未读取其完整研究、当前数据样本或独立验证，校准/数据权利/合同待核。" + }, + { + "id": "OTHERTAG1-DEGLA-HOME", + "companyId": "YC31452", + "title": "Degla早期无人机协调定位", + "url": "https://degla.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向搜救、应急及基础设施现场协调并邀early access。", + "limitation": "示例任务及live字样不当真实救援/部署证明，未执行、编程或提供具体操作方案；机体来源、实际付费、资质与成熟度未核。" + }, + { + "id": "OTHERTAG1-UNO-ACCESS", + "companyId": "YC31526", + "title": "Uno钱包官网正文缺项", + "url": "https://myunowallet.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具仅有智能奖励选卡钱包标题，无可读正文。", + "limitation": "YC称AI mobile wallet，AI实现及支付权限、收费、可用性未核，不以标题确证替代Apple Pay。" + }, + { + "id": "OTHERTAG1-REVNU-HOME", + "companyId": "YC31527", + "title": "Revnu增长工程与示例MRR", + "url": "https://revnu.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网组合外联、广告、搜索内容与前置增长工程师，展示客户赢回4280 MRR情境，融资三百万另列。", + "limitation": "示例客户金额、广告预算、旧创业收入及融资均不是当前Revnu ARR。定价页网页工具不可读，不推免费/固定收费，未授权广告或发送外联。" + }, + { + "id": "OTHERTAG1-ROMA-HOME", + "companyId": "YC32088", + "title": "Roma任务清单与代理协作边界", + "url": "https://roma.app/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向Mac/iOS任务捕捉、后台开始工作及用户回来审阅，兼容其他代理的清单/连接入口。", + "limitation": "示例studio会员、退款及待合PR是产品演示非Roma营收或实测完成证明，未下载、建立账户或执行任务，前公司收购分开。" + }, + { + "id": "OTHERTAG1-TRLC-REPO", + "companyId": "YC30433", + "title": "TRLC DK1公开README和目录", + "url": "https://github.com/robot-learning-co/trlc-dk1", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官方仓库README、hardware、控制、URDF目录可读，区分leader/follower遥操作与双臂录制，并列不同CAD版本入口。", + "limitation": "只读材料，未下载CAD/构建/连接或控制机器人，未核全部代码、成本/量产、强度或自主性能，不将示例操作当测试完成。" + }, + { + "id": "OTHERTAG1-TRLC-LICENSE", + "companyId": "YC30433", + "title": "TRLC根许可及第三方署名", + "url": "https://raw.githubusercontent.com/robot-learning-co/trlc-dk1/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "根文件为Apache2并保留DM_Control_Python/GELLO MIT及LeRobot Apache2署名。", + "limitation": "仅根许可索引和README读取，未逐硬件、子模块或依赖审计，不推全部CAD统一许可，2023/2024第三方版权不等公司成立时间。" + }, + { + "id": "OTHERTAG1-KOYAL-PAPER", + "companyId": "YC30870", + "title": "CHARCHA论文摘要与当前产品边界", + "url": "https://arxiv.org/abs/2502.02610", + "publishedAt": "2025-02-03", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "arXiv摘要页列2025-02-03提交、NeurIPS2024 Creative AI Track，结合多模态生成、个体LoRA及身份授权流程，作者含Koyal创始人。", + "limitation": "本轮仅摘要页，未读全文/代码/权重、复现或验证专利；原文patent pending不等已获专利，不将2024研究当公司2024成立或独立商业能力评测。" + }, + { + "id": "OTHERTAG1-MIXY-APP", + "companyId": "YC30812", + "title": "Mixy当前商店收费与主体名", + "url": "https://apps.apple.com/us/app/mixy-make-mashups/id6739403586", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "Apple列表为免费加内购、卖家Mixy, Inc.，多项Pro内购金额并存，版本历史含2025记录。", + "limitation": "内购条目金额不必是同一周期，不能把评论的旧周费当当前标准月费；隐私为开发者填写未Apple验证，未将用户评论当已确证服务状态或自己的能力测试。" + }, + { + "id": "OTHERTAG1-MIXY-TERMS", + "companyId": "YC30812", + "title": "Mixy条款主体与版本日期", + "url": "https://usemixy.com/tos", + "publishedAt": "2025-06-17", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "现条款标2025-06-17生效、签约方Mixy LLC；商店卖家Mixy, Inc.名称不同。", + "limitation": "两主体沿革/统一经营范围及注册时间未查明，条款生效不是成立证明；2024原型与2025公司自述分开，未凭条款认定全部音乐授权或当前财务。" + }, + { + "id": "OTHERTAG1-MIXY-LAUNCH", + "companyId": "YC30812", + "title": "Mixy历史MRR、捐赠及起源时间", + "url": "https://www.ycombinator.com/launches/Oko-mixy-make-mashups", + "publishedAt": "2025-11-04", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2025-11-04公司发布自述订阅上月推出，20k MRR、累计200k捐赠、三个月150万用户，2024年底开始原型，2025-06-19上线。", + "limitation": "金额原文$、币种未核；财务月内截止/净额、退款、平台抽成和主体范围未给。捐赠非MRR，旧融资/累计采用不归当前收入，不乘12当已核ARR。" } ], "reviews": [ @@ -58066,6 +58681,111 @@ "SALES-LAUNCH-NATIVE" ], "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。" + }, + { + "id": "OTHERTAG1-R-CLASS", + "type": "其余目录标签首批17项主营复核", + "company": "其余标签首批17项", + "scope": "companies", + "companyIds": [ + "YC30423", + "YC30441", + "YC30498", + "YC30524", + "YC30792", + "YC30816", + "YC30907", + "YC30957", + "YC31301", + "YC31419", + "YC31452", + "YC31526", + "YC31527", + "YC32088" + ], + "summary": "34项原C10/C08/C09/C06标签池中本批17项已读，10保留、7移类，仍余17。", + "evidenceIds": [ + "OTHERTAG1-CAT-YC30423", + "OTHERTAG1-CAT-YC30441", + "OTHERTAG1-CAT-YC30498", + "OTHERTAG1-CAT-YC30524", + "OTHERTAG1-CAT-YC30792", + "OTHERTAG1-CAT-YC30816", + "OTHERTAG1-CAT-YC30907", + "OTHERTAG1-CAT-YC30957", + "OTHERTAG1-CAT-YC31301", + "OTHERTAG1-CAT-YC31419", + "OTHERTAG1-CAT-YC31452", + "OTHERTAG1-CAT-YC31526", + "OTHERTAG1-CAT-YC31527", + "OTHERTAG1-CAT-YC32088", + "OTHERTAG1-NEON-HOME", + "OTHERTAG1-STRAT-HOME", + "OTHERTAG1-ALKALI-HOME", + "OTHERTAG1-LAPEL-HOME", + "OTHERTAG1-BIZZY-HOME", + "OTHERTAG1-DIGI-ACCESS", + "OTHERTAG1-LOGICAL-ACCESS", + "OTHERTAG1-CLAD-HOME", + "OTHERTAG1-OPENVECTOR-HOME", + "OTHERTAG1-STABLE-HOME", + "OTHERTAG1-DEGLA-HOME", + "OTHERTAG1-UNO-ACCESS", + "OTHERTAG1-REVNU-HOME", + "OTHERTAG1-ROMA-HOME" + ], + "handling": "Alkali现钢估算、stratify客户研究、Digipals个人社交、OpenVector现场软件、StableBrowse现物理数据、Bizzy账单协商与旧业务分期。neoncoral无主营暂C00；Lapel/Uno/Logical等AI具体交付和收费留缺。客户金额、示例/融资/旧经历不当营收。" + }, + { + "id": "OTHERTAG1-R-MIXY", + "type": "历史MRR与捐赠、产品起源及合同主体边界", + "company": "Mixy", + "scope": "companies", + "companyIds": [ + "YC30812" + ], + "summary": "20k MRR及200k捐赠来自2025-11-04发布，分开保留，不进入当前支付平台MRR分布。", + "evidenceIds": [ + "OTHERTAG1-CAT-YC30812", + "OTHERTAG1-MIXY-HOME", + "OTHERTAG1-MIXY-APP", + "OTHERTAG1-MIXY-TERMS", + "OTHERTAG1-MIXY-LAUNCH" + ], + "handling": "原型2024年底、上线2025-06-19、YC成立2025及条款/商店LLC与Inc分别记；未查独立注册或财务。商店不同内购周期未明，不以用户/价格推ARR；未验证本地模型、版权及当前服务状态。" + }, + { + "id": "OTHERTAG1-R-TRLC", + "type": "实体开发套件公开材料与自主生产边界", + "company": "The Robot Learning Company", + "scope": "companies", + "companyIds": [ + "YC30433" + ], + "summary": "官方DK1 README/目录、根Apache2及MIT第三方署名可读，遥操作/录制与自主工作分开。", + "evidenceIds": [ + "OTHERTAG1-CAT-YC30433", + "OTHERTAG1-TRLC-HOME", + "OTHERTAG1-TRLC-REPO", + "OTHERTAG1-TRLC-LICENSE" + ], + "handling": "未下载CAD/执行/控制硬件或逐子模块核许可。旧低于一万硬件自述不是交付全成本或营收，前2024科研演示不当公司成立证明。" + }, + { + "id": "OTHERTAG1-R-KOYAL", + "type": "作者研究摘要、付费试点及整个平台能力边界", + "company": "Koyal", + "scope": "companies", + "companyIds": [ + "YC30870" + ], + "summary": "仅核CHARCHA摘要页提交日/track及方法描述，非独立技术测试。", + "evidenceIds": [ + "OTHERTAG1-CAT-YC30870", + "OTHERTAG1-KOYAL-ACCESS", + "OTHERTAG1-KOYAL-PAPER" + ], + "handling": "2024研究track和2025 arXiv提交不等公司成立年；patent pending不是已核获专利，付费试点金额/周期未给。播放和合作数量非收入，版权/授权/制作服务成本待核。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7937053..a8235ee 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-1", + "version": "2026-10-31-other-tags-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。", + "nextCheck": "本快照原目录34条深化个案、基础项407条主营人工复核。原C10/C08/C09/C06标签池34项中首17项已读，10保留、7移类，仍余17；neoncoral无主营暂C00，Alkali钢估算、stratify客户研究、Digipals个人社交、OpenVector现场软件、StableBrowse现物理数据及Bizzy现按节省分成的账单协商分别记录。Mixy旧20k MRR与200k捐赠、2024原型/2025成立自述、条款LLC/商店Inc分开，当前收入与主体待核；历史MRR不进入平台同期图。TRLC只读套件目录/README与根许可，Koyal只读作者论文摘要非独立评测。其他标签池成果在独立PR #33企业141、#34行业252、#35模型26、#36开发51项，本分支未包含，整合保留各方追加和版本计数。全部公开来源、其他基础项、主体财务与技术缺项继续核，不把主营复核当完整商业审计。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fa5ce66..b2cf32c 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-sales-models-1", + "sourceVersion": "2026-10-31-other-tags-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 5c2d9fd06cd67fc85dd3ef5abfc793b916c432ac Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:13:45 +0800 Subject: [PATCH 20/29] Complete remaining tag review and distinguish intent from revenue --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 14 +- content/research/ai-companies.seed.json | 1135 +++++++++++++++++--- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1003 insertions(+), 156 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index fd9386a..aad401c 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1898); - assert.equal(research.observations.length, 243); + assert.equal(research.evidence.length, 1943); + assert.equal(research.observations.length, 253); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 291363a..bce960a 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1898); - assert.equal(initial.observations.length, 243); + assert.equal(initial.evidence.length, 1943); + assert.equal(initial.observations.length, 253); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 119); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 123); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 44); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 45); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 986); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 985); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,8 +101,8 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 11); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 1d8ae8b..5155335 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-other-tags-1", + "version": "2026-10-31-other-tags-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -20806,27 +20806,43 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：agents for the rest of us", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以手机持续语音上下文提供个人AI伙伴和日常辅助。", + "buyer": "个人消费者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "保留个人应用，现Samantha订阅与YC旧early access/iPhone描述分期，官网另称Android可用未实测。项链一美元可退预约、未来499及2027交付是另一产品，不当订阅收入；音频转录临时副本删除不等账号录音/文本不存云。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网标3日试用、原文$25/月首12次后50/月，另有today付款/7日退款文案，结账待核；项链$1可退预约、未来499及2027交付不等订阅收入，币种待核", + "stage": "现有试用/订阅宣传、政策仍述小组早期测试；实际平台与收费范围待核，项链预计2027另列", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32121" + "YC-E-32121", + "OTHERTAG2-CAT-YC32121", + "OTHERTAG2-MOON-HOME", + "OTHERTAG2-MOON-PRIVACY" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核其余原标签池：以手机持续语音上下文提供个人AI伙伴和日常辅助。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Consumer", "Productivity", "AI", "AI Assistant" - ] + ], + "businessModel": "个人伙伴订阅加可选实体配件；转录、模型、存储及硬件费用待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网及公开材料对应，法律注册/签约/财务主体未独立核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "仅核当前订阅/设备文案及2026-10-28厂商数据政策，临时转录与云录音/文本备份、第三方模型和不同删除范围分开；未验证代码/数据路径/删除或实际体验。", + "evidenceIds": [ + "OTHERTAG2-CAT-YC32121", + "OTHERTAG2-MOON-HOME", + "OTHERTAG2-MOON-PRIVACY" + ] + } }, { "id": "YC32122", @@ -21525,27 +21541,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Air Defense as a Service for Civilian Infrastructure.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为民用关键基础设施提供反无人机实体防护服务。", + "buyer": "数据中心、机场及能源等基础设施运营者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "保留实体系统，Air Defense as a Service不是纯软件毛利证明。目录180M以上USD signed LOI为意向书，非已实现收入/ARR，其他公司损失与旧产品报价不是本公司收入；交付成熟度及合同约束未核。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32188" + "YC-E-32188", + "OTHERTAG2-CAT-YC32188", + "OTHERTAG2-IMPACT-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：为民用关键基础设施提供反无人机实体防护服务。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hardware", "Drones", "Swarm Robotics", "AI" - ] + ], + "businessModel": "实体防护服务；硬件、监控、补充、更换与部署费用待拆" }, { "id": "YC32189", @@ -21744,32 +21763,35 @@ "id": "YC32197", "name": "Evident Machines", "url": "https://www.ycombinator.com/companies/evident-machines", - "cat": "C10", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Real-world benchmarks for electrical engineering", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "把真实电气工程研究项目变成AI模型评估基准。", + "buyer": "前沿模型实验室及工程AI研发团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从机器人移模型设施。真实物理实验是评估手段，不等卖自有机器人；官网工具不可读，基准具体任务/独立性、公开可复现材料及收费待核，不凭benchmarks词认定已独立验证。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32197" + "YC-E-32197", + "OTHERTAG2-CAT-YC32197", + "OTHERTAG2-EVIDENT-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：把真实电气工程研究项目变成AI模型评估基准。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hardware", "Machine Learning", "Robotics", "Electronics", "AI" - ] + ], + "businessModel": "模型评估/训练数据设施；计算、仿真、实体实验及定制服务费待拆" }, { "id": "YC32198", @@ -21867,25 +21889,28 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：voice AI agents that learn how your company actually works", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以语音代理处理企业订单、客户服务和催收并连接业务系统。", + "buyer": "呼叫中心、客户服务及收入运营团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "保留客户运营。当前跨行业运营系统不是单独语音模型售卖；官网客户回款/订单示例非Dialogus营收，ISO27001仍underway，SOC2未读报告；生产电话数和厂商自测非独立能力验证。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32202" + "YC-E-32202", + "OTHERTAG2-CAT-YC32202", + "OTHERTAG2-DIALOG-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以语音代理处理企业订单、客户服务和催收并连接业务系统。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "B2B", "Customer Support" - ] + ], + "businessModel": "语音客户运营软件/服务；通话、模型、工具接入及人工升级费待拆" }, { "id": "YC32204", @@ -21919,29 +21944,33 @@ "id": "YC32205", "name": "Mochi", "url": "https://www.ycombinator.com/companies/mochi", - "cat": "C09", + "cat": "C08", "year": 2025, "team": 5, "location": "Los Angeles, CA", - "business": "公司简介：Watch and create anime", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "供用户观看和创作AI短篇动漫，并以代币或订阅解锁。", + "buyer": "动漫观众与创作者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从个人通用应用移内容创意。300M社交播放、100K用户与20K创作者为不同采用指标，非订阅数/营收；200K/月属于创始人旧游戏，不归Mochi。代币一次性消费与经常性订阅/未来创作者分成待拆。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32205" + "YC-E-32205", + "OTHERTAG2-CAT-YC32205", + "OTHERTAG2-MOCHI-HOME", + "OTHERTAG2-MOCHI-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：供用户观看和创作AI短篇动漫，并以代币或订阅解锁。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Consumer", "AI" - ] + ], + "businessModel": "消费动漫媒体/创作平台；代币、订阅、内容制作及模型成本分开" }, { "id": "YC32206", @@ -22189,32 +22218,35 @@ "id": "YC32229", "name": "Confetti", "url": "https://www.ycombinator.com/companies/confetti", - "cat": "C08", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Build hardware projects using plain-English prompts", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从自然语言设计硬件、选元件、写固件并对接外部制造。", + "buyer": "个人创客及硬件设计者，专业团队范围待核", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从创意初分移工程专业软件，买家含个人，仍有跨类边界。外部print farm制造/配送不等自有产线或机器人销售；官网仅打开工作区，未执行设计/下单，交付准确性、责任与收费未知。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32229" + "YC-E-32229", + "OTHERTAG2-CAT-YC32229", + "OTHERTAG2-CONFETTI-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：从自然语言设计硬件、选元件、写固件并对接外部制造。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hardware", "Design", "3D Printing", "Personalization", "AI" - ] + ], + "businessModel": "硬件工程设计平台暂分类；CAD、固件、元件采购和外部打印履约费待拆" }, { "id": "YC32230", @@ -22749,30 +22781,33 @@ "id": "YC32550", "name": "Audora", "url": "https://www.ycombinator.com/companies/audora", - "cat": "C09", + "cat": "C08", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Audiobooks where every character has their own voice.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将书或故事转换为每个角色不同声音的有声内容。", + "buyer": "读者、同人及故事创作者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从个人通用应用移内容创作。角色语音分配/一致性为公司描述，非自研音频基础模型证明；官网403，当前价格、授权范围、付费及能力未核，无法访问不等已停止或零营收。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32550" + "YC-E-32550", + "OTHERTAG2-CAT-YC32550", + "OTHERTAG2-AUDORA-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：将书或故事转换为每个角色不同声音的有声内容。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Generative AI", "Consumer", "Entertainment" - ] + ], + "businessModel": "有声内容生成；语音/模型、版权、流式生成及订阅/用量费待拆" }, { "id": "YC32551", @@ -23296,27 +23331,30 @@ "year": 2026, "team": 5, "location": "Boston", - "business": "公司简介：Metal manufacturing, faster, cheaper, and more versatile.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以新制造工艺和物理AI控制生产复杂金属部件。", + "buyer": "航空航天、能源及计算等工业买家", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "保留实体产业。15倍和75%低成本为厂商与特定替代工艺对比，无独立完整基准；不是已核软件订阅毛利，前公司DOE资助/团队科研非自身收入，产能和质量认证仍待核。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32750" + "YC-E-32750", + "OTHERTAG2-CAT-YC32750", + "OTHERTAG2-ULTRA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以新制造工艺和物理AI控制生产复杂金属部件。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hard Tech", "Hardware", "Robotics", "Manufacturing" - ] + ], + "businessModel": "实体制造；设备、原料、良率、产能、质检与加工合同费待拆" }, { "id": "YC32751", @@ -23350,32 +23388,35 @@ "id": "YC32752", "name": "Moving Atoms", "url": "https://www.ycombinator.com/companies/moving-atoms", - "cat": "C10", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Scan to 3D Model", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将既有建筑或工厂扫描转成可编辑BIM与仿真场景。", + "buyer": "建筑、工程、工厂和设施管理团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "按现官网从机器人移行业应用，YC旧Atom1动作条件模型与当前Scan to BIM分期。48小时/98.7%在25mm内为特定样例自述，不等所有扫描精度或通用机器人训练水平；软件文件/模拟世界不是实体销量。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网按扫描项目范围商议报价；48小时交付与不同格式/质检范围、软件/服务成本待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32752" + "YC-E-32752", + "OTHERTAG2-CAT-YC32752", + "OTHERTAG2-MOVING-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：将既有建筑或工厂扫描转成可编辑BIM与仿真场景。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hard Tech", "Robotics", "Virtual Reality", "Data Labeling", "AI" - ] + ], + "businessModel": "扫描转BIM专业软件/服务；项目范围报价、数据处理及人工质检费待拆" }, { "id": "YC32781", @@ -23385,26 +23426,32 @@ "year": 2026, "team": 30, "location": "San Francisco", - "business": "公司简介：Mass-produced AI strike systems and Counter-UAS", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供实体防务系统及分布式生产相关产品。", + "buyer": "防务采购及制造合作方", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "保留实体产业，仅研究业务与财务。2026-09-10自述10M收入未给期间/经常性；350M pipeline、创始人前Terminal Autonomy60M收入分别排除。本轮未核政府合同/审计，官网产能目标非当前销量，也不把厂商成熟度自述当独立技术评测。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32781" + "YC-E-32781", + "OTHERTAG2-CAT-YC32781", + "OTHERTAG2-ISENGARD-HOME", + "OTHERTAG2-ISENGARD-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核其余原标签池：提供实体防务系统及分布式生产相关产品。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Swarm Robotics", "Unmanned Vehicle", "AI" - ] + ], + "businessModel": "实体制造/产品及生产服务；硬件、许可、产线和支持费用待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网/发布对应，前Terminal Autonomy收入分开；精确注册/合同财务主体、合并范围和确认期间未独立核。" }, { "id": "YC32782", @@ -24477,32 +24524,56 @@ "id": "YC33279", "name": "Hebbian Robotics", "url": "https://www.ycombinator.com/companies/hebbian-robotics", - "cat": "C10", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Foundational infrastructure for Physical AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供物理AI数据的检索、质量分析及处理基础设施。", + "buyer": "物理AI数据提供者和模型训练团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从机器人移模型数据设施，旧机器人微调实验非在卖成套清洁机器人。HFlow开源SDK与商业API/托管分开；小CPU开发分数不等保留集、真实标签准确率或生产可靠性，未运行/连接机器人。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33279" + "YC-E-33279", + "OTHERTAG2-CAT-YC33279", + "OTHERTAG2-HEBB-HOME", + "OTHERTAG2-HEBB-AUTORESEARCH", + "OTHERTAG2-HEBB-PI05", + "OTHERTAG2-HEBB-REPO", + "OTHERTAG2-HEBB-LICENSE", + "OTHERTAG2-HEBB-EXAMPLE" ], "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核其余原标签池：提供物理AI数据的检索、质量分析及处理基础设施。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Robotics", "Data Science", "Data Engineering", "AI", "Databases" - ] + ], + "businessModel": "机器人数据工具/API；存储、处理、分析、托管及支持费待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "目录与官网及公开材料对应，法律注册/签约/财务主体未独立核。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "HFlow目录、根Apache2及固定commit示例README可读，厂商CPU开发/短试验/集成检查与保留集、教师标签/独立真实标签分开；未运行、读全部源码/模型/数据或验证机器人。", + "evidenceIds": [ + "OTHERTAG2-CAT-YC33279", + "OTHERTAG2-HEBB-HOME", + "OTHERTAG2-HEBB-AUTORESEARCH", + "OTHERTAG2-HEBB-PI05", + "OTHERTAG2-HEBB-REPO", + "OTHERTAG2-HEBB-LICENSE", + "OTHERTAG2-HEBB-EXAMPLE" + ] + } }, { "id": "YC33282", @@ -25506,30 +25577,34 @@ "id": "YC34761", "name": "Veeza AI", "url": "https://www.ycombinator.com/companies/veeza-ai", - "cat": "C09", + "cat": "C07", "year": 2026, "team": 2, "location": null, - "business": "公司简介：AI tourist visa agent for people with weak passports.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI准备旅游签证资料、预约并由人工专家审核。", + "buyer": "旅游签证申请人及旅行社/B2B2C渠道", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从个人通用应用移专业签证服务，申请人仍是个人。7000用户未证付费；官网表明资料准备后收费、人工审核且仅文书套餐可能自行预约，不能当全自动保证获签。页面EGP/原文$及总额/明细展示不一致留待核价，不因此推造假。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "按目的地/每人一次性套餐，文书/全服务范围及专家审核不同，政府/中心费用分开；同页总价和明细/币种部分不一致，须核合同", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34761" + "YC-E-34761", + "OTHERTAG2-CAT-YC34761", + "OTHERTAG2-VEEZA-HOME", + "OTHERTAG2-VEEZA-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以AI准备旅游签证资料、预约并由人工专家审核。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "AIOps", "Consumer", "AI" - ] + ], + "businessModel": "签证专业服务；按人/目的地一次性套餐，专家、预约与政府费分开" }, { "id": "YC34794", @@ -26644,30 +26719,34 @@ "id": "YC35587", "name": "Ploid", "url": "https://www.ycombinator.com/companies/ploid", - "cat": "C06", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The people data company for the agent era", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以API、CLI及MCP检索、补全并关联人员资料。", + "buyer": "围绕人群数据构建产品/Agent的开发及数据团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从客户运营移Agent数据设施，销售/招聘是下游用途。二十亿索引对象不是用户/客户，未核去重、覆盖/权利或新鲜度；公司logo不等付费，月费与超量/定制拆分，不请求任何个人资料。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "工作区原文$200/月含1000credits、超量0.20；600/月含4000、超量0.15；共享额度/Custom另议，币种待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35587" + "YC-E-35587", + "OTHERTAG2-CAT-YC35587", + "OTHERTAG2-PLOID-HOME", + "OTHERTAG2-PLOID-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以API、CLI及MCP检索、补全并关联人员资料。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Sales", "API", "AI" - ] + ], + "businessModel": "Agent数据连接设施；工作区月费加共享额度与超量费，定制另议" }, { "id": "YC35652", @@ -27183,30 +27262,33 @@ "id": "YC36213", "name": "Yam", "url": "https://www.ycombinator.com/companies/yam", - "cat": "C08", + "cat": "C09", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-powered dating sims for women", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让个人游玩或创建AI角色恋爱与互动故事。", + "buyer": "个人互动叙事及恋爱模拟玩家", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从创意工具移个人游戏；创建游戏是消费者功能，非企业创意软件证据。3小时每DAU是自述，无样本/期间，玩法/播放数非付费；20千Yam活动奖为虚拟额度非美元或收入，角色授权未核。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36213" + "YC-E-36213", + "OTHERTAG2-CAT-YC36213", + "OTHERTAG2-YAM-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：让个人游玩或创建AI角色恋爱与互动故事。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Generative AI", "Gaming", "Creator Economy" - ] + ], + "businessModel": "消费互动游戏；模型、虚拟额度、订阅及创作者分成待拆" }, { "id": "YC36279", @@ -27291,26 +27373,30 @@ "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Actuators for Physical AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "制造可直接感受负载力矩的机器人执行器。", + "buyer": "机器人及训练硬件团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "保留实体部件。发布60000以上unit是需求请求/预订而非已付费销量，官网2027年1月生产、发布2月样品待实证。增加10至15%成本和触觉能力为厂商自述，未来人形整机愿景与当前部件分开。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "当前只见预订请求表单，需后续确认细节；单价、押金/合同与真实发货未知，不能用6万需求推收入", + "stage": "预订需求与未来生产阶段；官网2027年1月生产、发布2月样品，实际付款/交付待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36346" + "YC-E-36346", + "OTHERTAG2-CAT-YC36346", + "OTHERTAG2-SILICA-HOME", + "OTHERTAG2-SILICA-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：制造可直接感受负载力矩的机器人执行器。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hardware", "Robotics", "Manufacturing" - ] + ], + "businessModel": "实体机器人部件；制造、传感、交付、质保和集成费待拆" }, { "id": "YC36347", @@ -27344,30 +27430,33 @@ "id": "YC36348", "name": "antimattr", "url": "https://www.ycombinator.com/companies/antimattr", - "cat": "C09", + "cat": "C10", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：voice-first hardware interface for human-agent interaction", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以指环和耳机采集语音、隔离噪声并控制个人代理。", + "buyer": "个人消费者及知识工作者", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从纯个人软件移实体设备。当前Project Mnemosyne标Q4-2026揭幕和early access预约，未核量产发货；首12个月不限使用不是永远免费或实际收入，四倍输入/完全隔音未独立测。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网early access预约、首12月不限使用；价款/押金、发货及未来订阅未核", + "stage": "官网Q4-2026揭幕及early access预约，量产/发货和付费留存待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36348" + "YC-E-36348", + "OTHERTAG2-CAT-YC36348", + "OTHERTAG2-ANTI-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：以指环和耳机采集语音、隔离噪声并控制个人代理。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Hardware", "Consumer", "AI" - ] + ], + "businessModel": "消费实体语音接口；硬件、语音服务及后续用量/订阅待拆" }, { "id": "YC36378", @@ -27402,32 +27491,35 @@ "id": "YC36510", "name": "Preload", "url": "https://www.ycombinator.com/companies/preload", - "cat": "C10", + "cat": "C02", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Sensorimotor context for physical AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "构建传感采集硬件栈以收集物理AI多模态训练数据。", + "buyer": "物理AI及机器人训练团队", + "delivery": "已读YC现主营及相关发布；选定官网/公开材料另列，实际合同、收费、财务及能力待独立核。", + "notes": "从机器人移模型数据设施，当前自述仍在设计迭代ego/触觉/EMG采集栈；是否对外卖设备或数据未核，不把外科探索当医疗产品/获批。官网不可读，收入/交付留缺，创始人前雇主不归本公司规模。 原始发现、成立及团队快照保留，主营复核不等完整财务/技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36510" + "YC-E-36510", + "OTHERTAG2-CAT-YC36510", + "OTHERTAG2-PRELOAD-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核其余原标签池：构建传感采集硬件栈以收集物理AI多模态训练数据。 按现买家与交付区分实体、模型数据、Agent设施、行业、内容及个人应用；混合和资料缺项保留。", "directoryTags": [ "Neurotechnology", "Robotics", "Robotic Surgery", "B2B", "AI" - ] + ], + "businessModel": "训练数据/采集设施暂分类；设备、采集、数据交付及定制研究费用待拆" }, { "id": "YC36576", @@ -34688,6 +34780,156 @@ "reason": "个人学术奖学金金额与公司收入无关，不进入财务比较", "evidence": "OTHERTAG1-CAT-YC31301", "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-ISEN-REVENUE", + "company": "YC32781", + "name": "Isengard Industries Inc", + "kind": "公司发布自述收入", + "value": 10000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-09-10发布，财务起止期及截止日未给", + "scope": "Isengard业务自述，确认主体和净额范围未核", + "selection": "historical", + "reason": "未注明期间和经常性，不能当ARR或当访问日收入；未独立审计，排除平台同期图", + "evidence": "OTHERTAG2-ISENGARD-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-ISEN-PIPELINE", + "company": "YC32781", + "name": "Isengard Industries Inc", + "kind": "销售管线金额", + "value": 350000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-09-10发布，预计成交与履约期未给", + "scope": "Isengard潜在机会pipeline，非确认收入", + "selection": "excluded", + "reason": "销售管线不证明签约、交付或回款，不进入ARR分布", + "evidence": "OTHERTAG2-ISENGARD-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-ISEN-FORMER", + "company": "YC32781", + "name": "Isengard Industries Inc", + "kind": "前公司Terminal Autonomy收入", + "value": 60000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-09-10发布回顾，前公司财务期未给", + "scope": "创始人前业务，非Isengard", + "selection": "excluded", + "reason": "前公司收入不能转入当前公司，未核关系与确认范围", + "evidence": "OTHERTAG2-ISENGARD-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-IMPACT-LOI", + "company": "YC32188", + "name": "IMPACT Drones", + "kind": "已签意向书金额", + "value": 180000000, + "bound": ">=", + "unit": "USD", + "timing": "2026-10-31读取YC现简介，LOI签署/履约期未给", + "scope": "IMPACT意向金额，非已确认收入", + "selection": "excluded", + "reason": "意向书是否有约束、价格条件和转单未知，不能当合同ARR或实际营收", + "evidence": "OTHERTAG2-CAT-YC32188", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-MOCHI-FORMER", + "company": "YC32205", + "name": "Mochi", + "kind": "创始人旧游戏月收入", + "value": 200000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-14发布回顾，旧业务统计月未给", + "scope": "创始人旧游戏业务，非Mochi", + "selection": "excluded", + "reason": "旧游戏每月收入不归当前动漫平台，不乘12当本公司ARR", + "evidence": "OTHERTAG2-MOCHI-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-SILICA-REQUEST", + "company": "YC36346", + "name": "Silica", + "kind": "客户请求执行器单位", + "value": 60000, + "bound": ">", + "unit": "个单位", + "timing": "2026-10-28发布称预订开启首月，准确期间未给", + "scope": "请求/意向需求，非已付/已交付销量", + "selection": "adoption", + "reason": "请求数与约束订单/发货不同，不按标价估已实现收入", + "evidence": "OTHERTAG2-SILICA-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-VEEZA-USERS", + "company": "YC34761", + "name": "Veeza AI", + "kind": "公司称用户量", + "value": 7000, + "bound": ">=", + "unit": "位用户", + "timing": "2026-10-19发布，采用统计截止日未给", + "scope": "旅游签证用户自述，非核实付费人次", + "selection": "adoption", + "reason": "用户、成功获签及实际收费不同，不乘套餐估营收", + "evidence": "OTHERTAG2-VEEZA-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-PLOID-INDEX", + "company": "YC35587", + "name": "Ploid", + "kind": "人员索引对象", + "value": 2000000000, + "bound": ">=", + "unit": "个索引对象", + "timing": "2026-10-31读取官网/目录，索引统计截止日未给", + "scope": "被索引对象，非产品用户或客户", + "selection": "capacity", + "reason": "数据记录/索引人数非采用或营收，去重/权利/可用字段未核", + "evidence": "OTHERTAG2-PLOID-HOME", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-MOCHI-VIEWS", + "company": "YC32205", + "name": "Mochi", + "kind": "社交平台播放", + "value": 300000000, + "bound": ">=", + "unit": "次播放", + "timing": "2026-08-14发布，累计起止期未给", + "scope": "社交传播播放自述，非独立用户或付费数", + "selection": "adoption", + "reason": "播放、用户、创作者及订阅不可相互替代，版权/广告变现未核", + "evidence": "OTHERTAG2-MOCHI-LAUNCH", + "comparisonGroup": null + }, + { + "id": "OTHERTAG2-O-DIALOG-RECOVERY", + "company": "YC32202", + "name": "Dialogus", + "kind": "官网客户运营回款示例", + "value": 87222, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31官网读取，示例主体/财务期未给", + "scope": "客户催收运营界面，非Dialogus营收", + "selection": "excluded", + "reason": "示例/客户回款不是平台收入，不纳入MRR/ARR比较", + "evidence": "OTHERTAG2-DIALOG-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -55568,6 +55810,501 @@ "kind": "公司公开资料复核", "summary": "2025-11-04公司发布自述订阅上月推出，20k MRR、累计200k捐赠、三个月150万用户，2024年底开始原型，2025-06-19上线。", "limitation": "金额原文$、币种未核；财务月内截止/净额、退款、平台抽成和主体范围未给。捐赠非MRR，旧融资/累计采用不归当前收入，不乘12当已核ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32121", + "companyId": "YC32121", + "title": "Moonshot现主营与数字归属", + "url": "https://www.ycombinator.com/companies/moonshot-computer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以手机持续语音上下文提供个人AI伙伴和日常辅助。 保留个人应用，现Samantha订阅与YC旧early access/iPhone描述分期，官网另称Android可用未实测。项链一美元可退预约、未来499及2027交付是另一产品，不当订阅收入；音频转录临时副本删除不等账号录音/文本不存云。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32188", + "companyId": "YC32188", + "title": "IMPACT Drones现主营与数字归属", + "url": "https://www.ycombinator.com/companies/impact-drones", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为民用关键基础设施提供反无人机实体防护服务。 保留实体系统，Air Defense as a Service不是纯软件毛利证明。目录180M以上USD signed LOI为意向书，非已实现收入/ARR，其他公司损失与旧产品报价不是本公司收入；交付成熟度及合同约束未核。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32197", + "companyId": "YC32197", + "title": "Evident Machines现主营与数字归属", + "url": "https://www.ycombinator.com/companies/evident-machines", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "把真实电气工程研究项目变成AI模型评估基准。 从机器人移模型设施。真实物理实验是评估手段，不等卖自有机器人；官网工具不可读，基准具体任务/独立性、公开可复现材料及收费待核，不凭benchmarks词认定已独立验证。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32202", + "companyId": "YC32202", + "title": "Dialogus现主营与数字归属", + "url": "https://www.ycombinator.com/companies/dialogus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以语音代理处理企业订单、客户服务和催收并连接业务系统。 保留客户运营。当前跨行业运营系统不是单独语音模型售卖；官网客户回款/订单示例非Dialogus营收，ISO27001仍underway，SOC2未读报告；生产电话数和厂商自测非独立能力验证。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32205", + "companyId": "YC32205", + "title": "Mochi现主营与数字归属", + "url": "https://www.ycombinator.com/companies/mochi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "供用户观看和创作AI短篇动漫，并以代币或订阅解锁。 从个人通用应用移内容创意。300M社交播放、100K用户与20K创作者为不同采用指标，非订阅数/营收；200K/月属于创始人旧游戏，不归Mochi。代币一次性消费与经常性订阅/未来创作者分成待拆。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32229", + "companyId": "YC32229", + "title": "Confetti现主营与数字归属", + "url": "https://www.ycombinator.com/companies/confetti", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从自然语言设计硬件、选元件、写固件并对接外部制造。 从创意初分移工程专业软件，买家含个人，仍有跨类边界。外部print farm制造/配送不等自有产线或机器人销售；官网仅打开工作区，未执行设计/下单，交付准确性、责任与收费未知。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32550", + "companyId": "YC32550", + "title": "Audora现主营与数字归属", + "url": "https://www.ycombinator.com/companies/audora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将书或故事转换为每个角色不同声音的有声内容。 从个人通用应用移内容创作。角色语音分配/一致性为公司描述，非自研音频基础模型证明；官网403，当前价格、授权范围、付费及能力未核，无法访问不等已停止或零营收。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32750", + "companyId": "YC32750", + "title": "Ultrasonium现主营与数字归属", + "url": "https://www.ycombinator.com/companies/ultrasonium", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以新制造工艺和物理AI控制生产复杂金属部件。 保留实体产业。15倍和75%低成本为厂商与特定替代工艺对比，无独立完整基准；不是已核软件订阅毛利，前公司DOE资助/团队科研非自身收入，产能和质量认证仍待核。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32752", + "companyId": "YC32752", + "title": "Moving Atoms现主营与数字归属", + "url": "https://www.ycombinator.com/companies/moving-atoms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将既有建筑或工厂扫描转成可编辑BIM与仿真场景。 按现官网从机器人移行业应用，YC旧Atom1动作条件模型与当前Scan to BIM分期。48小时/98.7%在25mm内为特定样例自述，不等所有扫描精度或通用机器人训练水平；软件文件/模拟世界不是实体销量。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC32781", + "companyId": "YC32781", + "title": "Isengard Industries Inc现主营与数字归属", + "url": "https://www.ycombinator.com/companies/isengard-industries-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供实体防务系统及分布式生产相关产品。 保留实体产业，仅研究业务与财务。2026-09-10自述10M收入未给期间/经常性；350M pipeline、创始人前Terminal Autonomy60M收入分别排除。本轮未核政府合同/审计，官网产能目标非当前销量，也不把厂商成熟度自述当独立技术评测。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC33279", + "companyId": "YC33279", + "title": "Hebbian Robotics现主营与数字归属", + "url": "https://www.ycombinator.com/companies/hebbian-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供物理AI数据的检索、质量分析及处理基础设施。 从机器人移模型数据设施，旧机器人微调实验非在卖成套清洁机器人。HFlow开源SDK与商业API/托管分开；小CPU开发分数不等保留集、真实标签准确率或生产可靠性，未运行/连接机器人。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC34761", + "companyId": "YC34761", + "title": "Veeza AI现主营与数字归属", + "url": "https://www.ycombinator.com/companies/veeza-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI准备旅游签证资料、预约并由人工专家审核。 从个人通用应用移专业签证服务，申请人仍是个人。7000用户未证付费；官网表明资料准备后收费、人工审核且仅文书套餐可能自行预约，不能当全自动保证获签。页面EGP/原文$及总额/明细展示不一致留待核价，不因此推造假。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC35587", + "companyId": "YC35587", + "title": "Ploid现主营与数字归属", + "url": "https://www.ycombinator.com/companies/ploid", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以API、CLI及MCP检索、补全并关联人员资料。 从客户运营移Agent数据设施，销售/招聘是下游用途。二十亿索引对象不是用户/客户，未核去重、覆盖/权利或新鲜度；公司logo不等付费，月费与超量/定制拆分，不请求任何个人资料。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC36213", + "companyId": "YC36213", + "title": "Yam现主营与数字归属", + "url": "https://www.ycombinator.com/companies/yam", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "让个人游玩或创建AI角色恋爱与互动故事。 从创意工具移个人游戏；创建游戏是消费者功能，非企业创意软件证据。3小时每DAU是自述，无样本/期间，玩法/播放数非付费；20千Yam活动奖为虚拟额度非美元或收入，角色授权未核。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC36346", + "companyId": "YC36346", + "title": "Silica现主营与数字归属", + "url": "https://www.ycombinator.com/companies/silica", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "制造可直接感受负载力矩的机器人执行器。 保留实体部件。发布60000以上unit是需求请求/预订而非已付费销量，官网2027年1月生产、发布2月样品待实证。增加10至15%成本和触觉能力为厂商自述，未来人形整机愿景与当前部件分开。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC36348", + "companyId": "YC36348", + "title": "antimattr现主营与数字归属", + "url": "https://www.ycombinator.com/companies/antimattr", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以指环和耳机采集语音、隔离噪声并控制个人代理。 从纯个人软件移实体设备。当前Project Mnemosyne标Q4-2026揭幕和early access预约，未核量产发货；首12个月不限使用不是永远免费或实际收入，四倍输入/完全隔音未独立测。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-CAT-YC36510", + "companyId": "YC36510", + "title": "Preload现主营与数字归属", + "url": "https://www.ycombinator.com/companies/preload", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "构建传感采集硬件栈以收集物理AI多模态训练数据。 从机器人移模型数据设施，当前自述仍在设计迭代ego/触觉/EMG采集栈；是否对外卖设备或数据未核，不把外科探索当医疗产品/获批。官网不可读，收入/交付留缺，创始人前雇主不归本公司规模。", + "limitation": "公司目录/发布可更新，厂商描述未独立验证；意向书、pipeline、预订需求、旧业务收入、客户金额与示例不可当当前自身ARR。" + }, + { + "id": "OTHERTAG2-MOON-HOME", + "companyId": "YC32121", + "title": "Moonshot当前订阅、可选硬件及版本边界", + "url": "https://moonshot.computer/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现Samantha个人伙伴，标3日试用、原文$25/月创始价首12次后50/月；另列可退款$1项链预约及未来499、预计2027春发货。", + "limitation": "未核付款/实际可用，页面也出现today付款及退款措辞，最终结账待核；旧iPhone/early access与现Android宣传分期，引用人类协作研究非本产品独立效果，页脚67 Labs非注册核查。" + }, + { + "id": "OTHERTAG2-IMPACT-ACCESS", + "companyId": "YC32188", + "title": "IMPACT官网访问缺项", + "url": "https://www.impact-drones.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具无法读取官网，业务与180M以上USD意向书据YC当前资料。", + "limitation": "意向书不证实际合同约束/付费或经常性收入，本轮不核技术、执行或提供系统操作细节，不能凭不可读推无经营。" + }, + { + "id": "OTHERTAG2-EVIDENT-ACCESS", + "companyId": "YC32197", + "title": "Evident官网访问缺项", + "url": "https://evidentmachines.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具不可读，当前AI电气工程基准供给据YC长简介。", + "limitation": "任务、指标、数据/许可、买家及收费细节均待核，不能因物理实验字样归实体制造或假定独立评测。" + }, + { + "id": "OTHERTAG2-DIALOG-HOME", + "companyId": "YC32202", + "title": "Dialogus客户金额、示例与合规边界", + "url": "https://www.dialoguslabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网语音运营覆盖订单、支持及催收，展示87222及5.9倍回报和客户订单428等界面；ISO27001仍在进行。", + "limitation": "金额是运营/客户/示例而非已披露Dialogus营收，电话数量不等付费数；SOC2未读报告，自动优化和固定政策效果未独立测试，未拨打或接入任何系统。" + }, + { + "id": "OTHERTAG2-MOCHI-HOME", + "companyId": "YC32205", + "title": "Mochi短动漫观看及创作入口", + "url": "https://www.mochi.tv/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网当前展示短动漫目录和Lab创作入口，页脚GENERAL ANIME Corp.。", + "limitation": "标题/播放量非收入，未观看/生成全部内容、核授权或商店付费；页脚不等注册证明，代币与订阅确认口径仍缺。" + }, + { + "id": "OTHERTAG2-CONFETTI-ACCESS", + "companyId": "YC32229", + "title": "Confetti官网工作区入口缺项", + "url": "https://confetti.build/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具仅返回Opening your workspace，工程设计、外部打印及元件交付据2026-10-28公司发布。", + "limitation": "未进入账户或执行/下单，仍有创客/专业买家、软件/采购/履约混合边界，不能推自有制造或已核设计正确。" + }, + { + "id": "OTHERTAG2-AUDORA-ACCESS", + "companyId": "YC32550", + "title": "Audora官网403缺项", + "url": "https://audora.art/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具返回403，角色有声内容生成定位据YC长简介。", + "limitation": "不能以403推停止/零收入或定价，未提交书/文件、检验角色声线或核版权，具体模型及计费未知。" + }, + { + "id": "OTHERTAG2-ULTRA-HOME", + "companyId": "YC32750", + "title": "Ultrasonium实体金属制造交付", + "url": "https://ultrasonium.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以复杂金属件生产及团队背景为主；两篇YC发布的15倍/75%为公司对替代工艺的比较。", + "limitation": "无独立同材料/质量/产量基准或真实单价，科研履历与旧DOE资助非公司收入；未操作设备或读取工艺参数。" + }, + { + "id": "OTHERTAG2-MOVING-HOME", + "companyId": "YC32752", + "title": "Moving Atoms现Scan to BIM及项目报价", + "url": "https://movingatoms.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现48小时扫描转Revit/IFC/DWG、兼顾仿真场景，按项目范围商议报价；示例有98.7%在25mm内及不同物件计数。", + "limitation": "与旧Atom1预训练模拟介绍分期；样例精度/物件数非所有任务性能或客户数/收入，未上传扫描或下载大模型/工程文件，实际人工质检和交付范围待核。" + }, + { + "id": "OTHERTAG2-ISENGARD-HOME", + "companyId": "YC32781", + "title": "Isengard业务及计划产能边界", + "url": "https://isengardindustries.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网自述实体产品和合作生产，明确各系统成熟度不同、三千每月为计划目标非当前产量。", + "limitation": "只核商业边界，未核实客户合同、量产、成熟度或政府采购；没有把厂商宣传当独立技术证据，也未获取/执行设计和操作资料。" + }, + { + "id": "OTHERTAG2-HEBB-HOME", + "companyId": "YC33279", + "title": "Hebbian现开放物理AI数据设施", + "url": "https://hebbianrobotics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网聚焦开源Physical AI基础设施，链接数据研究与此前机器人微调文章。", + "limitation": "开源/基础设施不等直接卖机器人或免费无收入，商业API/托管价格未给，未联系或开通服务。" + }, + { + "id": "OTHERTAG2-VEEZA-HOME", + "companyId": "YC34761", + "title": "Veeza人工审核与一次性服务边界", + "url": "https://www.veeza.ai/en", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网按目的地/人数一次收费，材料准备后付费，含专家审核；full service与paperwork-only预约范围不同，政府签证费另付。", + "limitation": "网页EGP/原文$与总价/明细部分不一致，留待实际合同核价，非汇率或造假结论；客户雇主logo不是企业采购，预约/获签由政府决定，未提供护照或实际申请。" + }, + { + "id": "OTHERTAG2-PLOID-HOME", + "companyId": "YC35587", + "title": "Ploid人员索引与付费规模区别", + "url": "https://ploid.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网自述二十亿以上人员索引、API/CLI/MCP等Agent入口，并称数千公司采用。", + "limitation": "索引对象/公司采用非付费客户，未查询或收集具体个人记录，数据覆盖、权限/授权、去重与新鲜度未独立核，未据logo推已成交。" + }, + { + "id": "OTHERTAG2-YAM-HOME", + "companyId": "YC36213", + "title": "Yam个人互动游戏及虚拟奖品", + "url": "https://www.hiyam.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网供用户探索/创建角色故事和恋爱模拟，活动最高奖20000 Yam及播放量。", + "limitation": "虚拟奖品非美元/营收，播放/日活时长非付费与留存证明，未玩游戏/创建内容或核角色版权，收费周期和实际付费未知。" + }, + { + "id": "OTHERTAG2-SILICA-HOME", + "companyId": "YC36346", + "title": "Silica预订与未来生产计划", + "url": "https://www.silicamachines.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Q系列开放预订，称2027年1月开始生产，表单提交后再邮件确认细节；关节测力属厂商演示。", + "limitation": "请求/预订不是约束采购、已付或已发货销量，静态0g非实测；未提交表单/付款或测试部件，2027生产与发布2月样品分别保留。" + }, + { + "id": "OTHERTAG2-ANTI-HOME", + "companyId": "YC36348", + "title": "antimattr现指环耳机预约与使用条件", + "url": "https://www.antimattr.one/project-mnemosyne", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现Project Mnemosyne语音生产力接口，标Q4-2026揭幕、early access预约及早期首12月不限使用。", + "limitation": "未核价款/可退条件、量产/发货，四倍语音输入与隔音为厂商描述，未试听/控制代理；硬件、云/模型和未来订阅应拆分。" + }, + { + "id": "OTHERTAG2-PRELOAD-ACCESS", + "companyId": "YC36510", + "title": "Preload官网访问缺项", + "url": "https://preload.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具不可读，当前传感硬件栈设计与训练数据用途据YC长简介。", + "limitation": "是否对外售数据/设备及付费未知，模型数据设施为暂分类；外科探索非临床产品获批证据，未读取个体信号或操作设备。" + }, + { + "id": "OTHERTAG2-MOON-PRIVACY", + "companyId": "YC32121", + "title": "Moonshot音频临时处理与云持久记录分开", + "url": "https://moonshot.computer/privacy", + "publishedAt": "2026-10-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-10-28政策称短音频转录临时副本删除，但源录音/文本备份到账号，部分内容送第三方模型；活跃删除、历史备份和独立beta申请保留范围不同。", + "limitation": "只读厂商政策，未实际验证数据路径/删除、供应商特别合同或所有端版本；不将临时文件删除解释为全离线/无云存储，主页/旧YC文案变化分期。" + }, + { + "id": "OTHERTAG2-PLOID-PRICE", + "companyId": "YC35587", + "title": "Ploid工作区月费与用量额度", + "url": "https://ploid.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前Growth原文$200/月含1000credits、额外0.20/credit；Scale600/月含4000、额外0.15，额度跨app/API/MCP/CLI共享，月含量不结转，Custom另议。", + "limitation": "原文$币种待核，每种操作耗额度不同非一credit一人；Scale/Custom Org Charts仍coming soon，其他功能说明部分不一致待确认；未支付/调用，标价不反推收入。" + }, + { + "id": "OTHERTAG2-HEBB-AUTORESEARCH", + "companyId": "YC33279", + "title": "Hebbian厂商数据实验的评测边界", + "url": "https://hebbianrobotics.com/blog/autoresearch-on-robotics-training-data/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "文章称用HFlow去重、保留来源并拆分训练/验证/确认；公开示例为0/1/2手计数，Gemini教师标签非人工真值，CPU开发宏F1改善但一手类仍零，短试验未提高基线。", + "limitation": "供应商研究而非独立评测；精确帧分离不证独立录制/参与者，无保留集泛化结论。主页10月8与文章10月9显示不同，未实测/复现或下载数据。" + }, + { + "id": "OTHERTAG2-HEBB-PI05", + "companyId": "YC33279", + "title": "Hebbian早期机器人原型及成本/性能范围", + "url": "https://hebbianrobotics.com/blog/finetuning-p1/", + "publishedAt": "2026-02-26", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-02-26文章自述用第三方机械臂/模型搭建固定双臂原型，硬件少于一万，约十小时训练数据；云推理延迟和开源栈整合仍有问题。", + "limitation": "是团队自述原型，不等自有基础模型/成套量产机器人或硬件全运营成本；未验证原型、代码或第三方性能，后续数据设施与旧实验分开。" + }, + { + "id": "OTHERTAG2-HEBB-REPO", + "companyId": "YC33279", + "title": "HFlow公开目录与SDK范围", + "url": "https://github.com/Hebbian-Robotics/hflow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官方仓库目录/README入口可读，定位机器人多模态数据管线SDK，含数据/评估示例与服务包目录。", + "limitation": "只读材料，未逐模块审计、构建或执行，开源SDK不证明商业API可靠性或所有数据权利，根仓库当前分支与固定示例版本不混同。" + }, + { + "id": "OTHERTAG2-HEBB-LICENSE", + "companyId": "YC33279", + "title": "HFlow根Apache2许可", + "url": "https://raw.githubusercontent.com/Hebbian-Robotics/hflow/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前根LICENSE为Apache2，与仓库标识对应。", + "limitation": "仅根许可读取，未逐依赖/样本/模型许可审计，Apache2不涵盖全部数据或第三方权重，许可年份2004不证明公司成立年。" + }, + { + "id": "OTHERTAG2-HEBB-EXAMPLE", + "companyId": "YC33279", + "title": "HFlow固定版本示例README与结果范围", + "url": "https://github.com/Hebbian-Robotics/hflow/blob/0c4583bbe48be3f7ed2e36246cf4ba7a579f4210/examples/build_ai_autoresearch/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "固定commit示例README可读，区分历史开发pilot、短代码流程试验及集成检查；0.1667到0.4889为开发宏F1，短试验保持基线，保留教师标签及精确帧去重限制。", + "limitation": "未读其全部源码、数据或原始轨迹/权重，未执行；不是独立确认集质量或生产可用证明。当前main示例路径访问失败与固定README可读分开，不把程序报告当本轮已完成试验。" + }, + { + "id": "OTHERTAG2-ISENGARD-LAUNCH", + "companyId": "YC32781", + "title": "Isengard自述收入、管线与前公司分开", + "url": "https://www.ycombinator.com/launches/TpW-isengard-industries-inc", + "publishedAt": "2026-09-10", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-09-10发布自述10M收入、350M pipeline；另提创始人此前Terminal Autonomy60M收入。", + "limitation": "自述未给财务起止期、净额、确认标准或审计，不能当ARR；pipeline及前公司收入排除当前公司收入，未将引用新闻当自身营收审计。" + }, + { + "id": "OTHERTAG2-SILICA-LAUNCH", + "companyId": "YC36346", + "title": "Silica单位需求与发货状态", + "url": "https://www.ycombinator.com/launches/Wag-silica-actuators-for-physical-ai", + "publishedAt": "2026-10-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-10-28发布称预订开启一个月客户请求60000以上单位，样品2月发货；增价10至15%为相对普通执行器自述。", + "limitation": "unit请求不是已付或交付销量，未来样品时间未验证，增价/感知性能不是毛利/收入证据，不以请求乘价格估ARR。" + }, + { + "id": "OTHERTAG2-MOCHI-LAUNCH", + "companyId": "YC32205", + "title": "Mochi币/订阅与旧游戏收入", + "url": "https://www.ycombinator.com/launches/Sii-mochi-tv-1-minute-anime", + "publishedAt": "2026-08-14", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-08-14发布以coin/订阅解锁短动漫，300M以上社交播放、100K用户，创始人曾把旧游戏做到200K每月。", + "limitation": "旧游戏收入非Mochi，播放/用户/创作者分母和时点不同；未来创作者货币化未证已启用，不将合作作者履历视为版权授权。" + }, + { + "id": "OTHERTAG2-VEEZA-LAUNCH", + "companyId": "YC34761", + "title": "Veeza采用及人工复核", + "url": "https://www.ycombinator.com/launches/VrY-veeza-ai-ai-tourist-visa-agent-for-people-with-weak-passports", + "publishedAt": "2026-10-19", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-10-19发布称从1000到7000以上用户，33目的地、人工审核；市场申请量和黄牛报价为行业背景。", + "limitation": "用户非付费数、四次获签案例非保证通过率，目的地覆盖和当前套餐不同分期；黄牛1000报价不归Veeza。" } ], "reviews": [ @@ -58786,6 +59523,116 @@ "OTHERTAG1-KOYAL-PAPER" ], "handling": "2024研究track和2025 arXiv提交不等公司成立年；patent pending不是已核获专利，付费试点金额/周期未给。播放和合作数量非收入，版权/授权/制作服务成本待核。" + }, + { + "id": "OTHERTAG2-R-CLASS", + "type": "其余原目录标签最后17项主营复核", + "company": "其余标签最后17项", + "scope": "companies", + "companyIds": [ + "YC32188", + "YC32197", + "YC32202", + "YC32205", + "YC32229", + "YC32550", + "YC32750", + "YC32752", + "YC34761", + "YC35587", + "YC36213", + "YC36346", + "YC36348", + "YC36510" + ], + "summary": "本批17项6保留11移类；与前批合计34项16保留18移类，原C10/C08/C09/C06标签池已逐条读。", + "evidenceIds": [ + "OTHERTAG2-CAT-YC32188", + "OTHERTAG2-CAT-YC32197", + "OTHERTAG2-CAT-YC32202", + "OTHERTAG2-CAT-YC32205", + "OTHERTAG2-CAT-YC32229", + "OTHERTAG2-CAT-YC32550", + "OTHERTAG2-CAT-YC32750", + "OTHERTAG2-CAT-YC32752", + "OTHERTAG2-CAT-YC34761", + "OTHERTAG2-CAT-YC35587", + "OTHERTAG2-CAT-YC36213", + "OTHERTAG2-CAT-YC36346", + "OTHERTAG2-CAT-YC36348", + "OTHERTAG2-CAT-YC36510", + "OTHERTAG2-IMPACT-ACCESS", + "OTHERTAG2-EVIDENT-ACCESS", + "OTHERTAG2-DIALOG-HOME", + "OTHERTAG2-MOCHI-HOME", + "OTHERTAG2-CONFETTI-ACCESS", + "OTHERTAG2-AUDORA-ACCESS", + "OTHERTAG2-ULTRA-HOME", + "OTHERTAG2-MOVING-HOME", + "OTHERTAG2-VEEZA-HOME", + "OTHERTAG2-PLOID-HOME", + "OTHERTAG2-YAM-HOME", + "OTHERTAG2-SILICA-HOME", + "OTHERTAG2-ANTI-HOME", + "OTHERTAG2-PRELOAD-ACCESS", + "OTHERTAG2-PLOID-PRICE", + "OTHERTAG2-SILICA-LAUNCH", + "OTHERTAG2-MOCHI-LAUNCH", + "OTHERTAG2-VEEZA-LAUNCH" + ], + "handling": "Evident/Hebbian/Preload为模型评估/数据设施，Moving Atoms现BIM、Veeza专家签证及Confetti工程设计，Ploid人员API设施；Mochi/Audora内容与Yam个人游戏分开。实体部件/制造、预订需求、人工服务和订阅分别记录，短简介/官网缺项不等完整财务技术验证。" + }, + { + "id": "OTHERTAG2-R-ISENGARD", + "type": "实体业务收入、管线与前公司边界", + "company": "Isengard Industries Inc", + "scope": "companies", + "companyIds": [ + "YC32781" + ], + "summary": "发布10M自述收入保留，但无期间/确认标准；350M管线、前公司60M排除当前收入。", + "evidenceIds": [ + "OTHERTAG2-CAT-YC32781", + "OTHERTAG2-ISENGARD-HOME", + "OTHERTAG2-ISENGARD-LAUNCH" + ], + "handling": "仅核分类和财务归属，不评估/执行技术。意向/管线、合同/交付、回款与收入分开，未核注册或政府合同，不将官网成熟度/计划产能当实测销量或ARR。" + }, + { + "id": "OTHERTAG2-R-MOON", + "type": "个人订阅、实体预约与云数据边界", + "company": "Moonshot", + "scope": "companies", + "companyIds": [ + "YC32121" + ], + "summary": "Samantha手机订阅与可选项链押金/未来发货分开，政策中的临时转录文件和账号备份不是同一存储范围。", + "evidenceIds": [ + "OTHERTAG2-CAT-YC32121", + "OTHERTAG2-MOON-HOME", + "OTHERTAG2-MOON-PRIVACY" + ], + "handling": "现主页试用/收费与政策early build、平台版本描述有差异未实际核；引用人类协作论文不证AI伙伴效果。录音、文本、第三方处理、active删除/备份/独立beta申请各有范围，不声明全离线或全部立即删除。" + }, + { + "id": "OTHERTAG2-R-HEBB", + "type": "数据工具公开示例与厂商试验/确认边界", + "company": "Hebbian Robotics", + "scope": "companies", + "companyIds": [ + "YC33279" + ], + "summary": "开源HFlow公开材料可读，教师标签及精确帧去重不等独立人类真值或录制独立；开发pilot与质量确认分开。", + "evidenceIds": [ + "OTHERTAG2-CAT-YC33279", + "OTHERTAG2-HEBB-HOME", + "OTHERTAG2-HEBB-AUTORESEARCH", + "OTHERTAG2-HEBB-PI05", + "OTHERTAG2-HEBB-REPO", + "OTHERTAG2-HEBB-LICENSE", + "OTHERTAG2-HEBB-EXAMPLE" + ], + "handling": "固定commit README和当前根仓库分期，主路径访问失败保留；未运行/下载数据、读全部源码/轨迹或控制硬件。旧清洁原型成本/效果不等当前数据设施收费或自有机器人生产。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index a8235ee..6c9e9f9 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-other-tags-1", + "version": "2026-10-31-other-tags-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "本快照原目录34条深化个案、基础项407条主营人工复核。原C10/C08/C09/C06标签池34项中首17项已读，10保留、7移类，仍余17；neoncoral无主营暂C00，Alkali钢估算、stratify客户研究、Digipals个人社交、OpenVector现场软件、StableBrowse现物理数据及Bizzy现按节省分成的账单协商分别记录。Mixy旧20k MRR与200k捐赠、2024原型/2025成立自述、条款LLC/商店Inc分开，当前收入与主体待核；历史MRR不进入平台同期图。TRLC只读套件目录/README与根许可，Koyal只读作者论文摘要非独立评测。其他标签池成果在独立PR #33企业141、#34行业252、#35模型26、#36开发51项，本分支未包含，整合保留各方追加和版本计数。全部公开来源、其他基础项、主体财务与技术缺项继续核，不把主营复核当完整商业审计。", + "nextCheck": "本快照原目录37条深化个案、基础项421条主营人工复核。原C10/C08/C09/C06标签池34项已逐条读取：16保留18移类，但短简介/混合交付仍待核。前批Mixy历史MRR/捐赠及LLC/Inc主体、TRLC公开套件/Koyal作者摘要保留；后批Evident/Hebbian/Preload模型数据、Moving Atoms当前BIM、Ploid人员API、Veeza专家一次性服务与Yam消费游戏分别归类。Isengard10M自述收入无期间，350M管线及前公司60M排除；IMPACT180M USD LOI和Silica6万需求不当ARR/已交付。Moonshot订阅与项链预约、云暂存与账号备份分开。HFlow公开示例的教师标签/开发pilot/短试验不当独立真实质量。独立PR #33企业141、#34行业252、#35模型26、#36开发51项未入本分支，整合保留各方追加与版本计数；完整来源清单、其他基础项、主体财务技术缺项继续核。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index b2cf32c..3a38613 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-other-tags-1", + "sourceVersion": "2026-10-31-other-tags-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 5cd8f831be3800a9f3fd6234bddd7383733066ee Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:31:34 +0800 Subject: [PATCH 21/29] Review uncertain AI candidates and preserve unresolved business scope --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/src/lib/ai-research.ts | 6 +- apps/docs/tests/research.test.ts | 69 +- content/research/ai-companies.seed.json | 1947 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- scripts/audit-ai-research.py | 6 +- 7 files changed, 2011 insertions(+), 29 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index f3a7e09..a2b77cf 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1051); + assert.equal(research.companies.length, 1065); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2697); - assert.equal(research.observations.length, 366); + assert.equal(research.evidence.length, 2764); + assert.equal(research.observations.length, 372); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/src/lib/ai-research.ts b/apps/docs/src/lib/ai-research.ts index 22f5744..d37cef0 100644 --- a/apps/docs/src/lib/ai-research.ts +++ b/apps/docs/src/lib/ai-research.ts @@ -48,7 +48,7 @@ export type ResearchCandidateBatch = { records: { id: string; name: string; url: string | null; categoryId: string; kind: "product" | "company" | "promotion"; profileStatus: "readable" | "unavailable" | "archive-only"; - status: "pending-year" | "linked" | "existing-outside-cohort" | "outside-cohort" | "promotion"; + status: "pending-year" | "pending-ai" | "linked" | "existing-outside-cohort" | "outside-cohort" | "promotion"; companyId?: string; evidenceIds?: string[]; note: string; }[]; }; @@ -125,13 +125,13 @@ export function validateResearch(snapshot: ResearchSnapshot) { if (!row.name.trim() || !row.note.trim() || !categories.has(row.categoryId) || !["product", "company", "promotion"].includes(row.kind) || !["readable", "unavailable", "archive-only"].includes(row.profileStatus) || - !["pending-year", "linked", "existing-outside-cohort", "outside-cohort", "promotion"].includes(row.status) || + !["pending-year", "pending-ai", "linked", "existing-outside-cohort", "outside-cohort", "promotion"].includes(row.status) || (row.kind !== "promotion" && (!row.url || !evidenceUrl(row.url))) || (row.url !== null && !evidenceUrl(row.url)) || linked !== !!row.companyId || (row.companyId && !companies.has(row.companyId)) || (row.kind === "promotion") !== (row.status === "promotion") || (row.evidenceIds ?? []).some((id) => !evidence.has(id)) || - (row.status === "outside-cohort" && !row.evidenceIds?.length)) + (["outside-cohort", "pending-ai"].includes(row.status) && !row.evidenceIds?.length)) throw new Error(`Invalid research candidate: ${row.id}`); } } diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 7c2d5e6..c77b47b 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2697); - assert.equal(initial.observations.length, 366); + assert.equal(initial.companies.length, 1065); + assert.equal(initial.evidence.length, 2764); + assert.equal(initial.observations.length, 372); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 170); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 173); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 13); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 52); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1065); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 53); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 978); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 991); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,8 +124,8 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 83); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 18); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 85); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 19); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); @@ -443,6 +443,55 @@ test("follow-up evidence can admit an uncertain directory candidate without rewr assert.throws(() => validateResearch(snapshot), /directory recheck/); }); +test("AI relevance follow-ups retain unresolved businesses and reuse existing company identities", () => { + const snapshot = structuredClone(seed) as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-1")!; + assert.equal(batch.complete, false); + assert.equal(batch.records.length, 24); + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(0, 24); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + const linked = batch.records.filter((r) => r.status === "linked"); + assert.equal(linked.length, 17); + assert.equal(linked.filter((r) => r.companyId!.startsWith("YC")).length, 14); + for (const [name, id] of [["Bud", "AI070"], ["Prism", "AI030"], ["Parametric", "AI014"]]) { + assert.equal(linked.find((r) => r.name === name)?.companyId, id); + } + assert.equal(snapshot.companies.filter((c) => c.profileOnly || c.directoryOrigin === "yc-2025-2026").length, 928); + for (const row of linked) { + const ycId = Number(row.id.replace("YC-AI1-", "")); + assert.equal(snapshot.directoryRechecks!.find((r) => r.ycId === ycId)?.companyId, row.companyId); + } + const pending = batch.records.filter((r) => r.status === "pending-ai"); + assert.equal(pending.length, 7); + assert.ok(pending.every((r) => !r.companyId && r.evidenceIds!.length && /2025/.test(r.note))); + assert.match(pending.find((r) => r.name === "Better Auth")!.note, /AI.*模块/); + validateResearch(snapshot); + pending[0].companyId = "AI014"; + assert.throws(() => validateResearch(snapshot), /research candidate/); + delete pending[0].companyId; + pending[0].evidenceIds = []; + assert.throws(() => validateResearch(snapshot), /research candidate/); +}); + +test("historical monthly revenue and customer examples do not enter recurring platform comparisons", () => { + const snapshot = seed as ResearchSnapshot; + const monthly = snapshot.observations.find((o) => o.id === "UNCLEAR1-O-SCALAR-MONTHLY")!; + assert.equal(monthly.value, 74000); + assert.equal(monthly.selection, "historical"); + assert.equal(monthly.metric, undefined, "monthly revenue alone does not establish MRR or ARR"); + assert.equal(monthly.comparisonGroup, null); + assert.equal(snapshot.companies.find((c) => c.id === "YC30514")!.revenueStatus, "self"); + for (const id of ["AMBY-CLIENT", "NIXO-EXAMPLE", "AUTOSTEP-WASTE"]) { + assert.equal(snapshot.observations.find((o) => o.id === `UNCLEAR1-O-${id}`)!.selection, "excluded"); + } + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR1-"))); + const cua = snapshot.companies.find((c) => c.id === "YC30420")!; + assert.equal(cua.cat, "C03"); + assert.equal(cua.revenueStatus, "unknown"); + assert.match(cua.businessModel!, /自备计算机/); + assert.equal(cua.technicalReview!.level, "public-artifact"); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index d06e775..df7f33b 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-consolidated-1", + "version": "2026-10-31-ai-unclear-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -404,7 +404,7 @@ "business": "以客户反馈训练执行实体工作的机器人", "buyer": "实体运营企业", "delivery": "机器人与训练路线介绍", - "notes": "未核验商用部署规模", + "notes": "未核验商用部署规模 当前YC及2025年机器人RL发布补核；前雇主收入、融资与创始人履历不作Parametric收入，部署与反馈学习效果待核。", "cohort": "2025年成立", "teamBasis": "YC Team Size，公司自述；访问快照，业务截至日未注明", "datePrecision": "年", @@ -412,7 +412,9 @@ "stage": "公开资料，商用成熟度待核验", "sourceType": "公司在YC的自述资料", "evidenceIds": [ - "E014" + "E014", + "UNCLEAR1-30604-YC", + "UNCLEAR1-30604-LAUNCH1" ], "revenueStatus": "unknown" }, @@ -807,7 +809,7 @@ "business": "为编码Agent提供推理和模型部署", "buyer": "模型及Agent开发团队", "delivery": "推理产品与定价模式介绍", - "notes": "与招聘公司Prism不是同一实体", + "notes": "与招聘公司Prism不是同一实体 当前为编码Agent推理，历史发布含视频和会话回放分析；不因多次转型重复增公司，也不与招聘Prism合并。厂商速度与客户六位数月模型支出不作公司收入。", "cohort": "2025年成立", "teamBasis": "YC Team Size，公司自述；访问快照，业务截至日未注明", "datePrecision": "年", @@ -815,7 +817,11 @@ "stage": "公开资料，商用成熟度待核验", "sourceType": "公司在YC的自述资料", "evidenceIds": [ - "E030" + "E030", + "UNCLEAR1-30492-YC", + "UNCLEAR1-30492-LAUNCH1", + "UNCLEAR1-30492-LAUNCH2", + "UNCLEAR1-30492-LAUNCH3" ], "revenueStatus": "unknown" }, @@ -30989,7 +30995,7 @@ "business": "使用计算机、浏览器及跨任务工具执行知识工作；历史应用构建业务单列说明。", "buyer": "知识工作者、开发者与小团队；实际客户构成未核验", "delivery": "YC状态已收购；独立经营和产品当前可用性未核验", - "notes": "官方博客搜索索引显示团队加入Figma与Bud/Orchids停服公告，但正文503，本轮不确认交易条件或停服执行；不将缓存收入短句入数值表。不与个人助理Orchid合并。", + "notes": "官方博客搜索索引显示团队加入Figma与Bud/Orchids停服公告，但正文503，本轮不确认交易条件或停服执行；不将缓存收入短句入数值表。不与个人助理Orchid合并。 本次当前YC仍标记Acquired；保留停服公告正文不可读及交易条件待核。", "cohort": "2025年成立；YC当前标记已收购", "teamBasis": "YC Team Size为6；2026-10-30访问，业务截至日未知", "price": "本轮未核验可用套餐与结算", @@ -30997,7 +31003,8 @@ "sourceType": "公司官网与投资机构资料", "evidenceIds": [ "BUD-YC", - "BUD-CACHE" + "BUD-CACHE", + "UNCLEAR1-30193-YC" ], "revenueStatus": "unknown", "classificationBasis": "按当前或最后公开主营归类，历史产品和业务边界另记。" @@ -32327,6 +32334,426 @@ "FOLLOWUP-APARTI-TERMS" ] } + }, + { + "id": "YC30238", + "name": "Amby Health", + "url": "https://www.ycombinator.com/companies/amby-health", + "channel": "S01", + "cat": "C09", + "year": 2025, + "team": 2, + "location": null, + "business": "短信健康教练连接穿戴数据并主动跟进；历史业务为EMS病历审核与收费辅助。", + "buyer": "个人健康管理用户；历史买家为EMS机构", + "delivery": "当前官网可读但定价、医疗效果与付费未知；2025年EMS AI发布明确，不能把旧客户收入迁为当前公司收入。", + "notes": "当前官网可读但定价、医疗效果与付费未知；2025年EMS AI发布明确，不能把旧客户收入迁为当前公司收入。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30238-YC", + "UNCLEAR1-30238-LAUNCH1", + "UNCLEAR1-30238-HOME" + ], + "revenueStatus": "unknown", + "businessModel": "消费者健康服务；历史机构软件收费未取得", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://tryamby.com" + }, + { + "id": "YC30333", + "name": "TensorPool", + "url": "https://www.ycombinator.com/companies/tensorpool", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 3, + "location": null, + "business": "以CLI调度多云GPU训练任务及Spot任务恢复。", + "buyer": "模型训练团队及GPU使用者", + "delivery": "YC当前标记Acquired；官网仅取得标题，不确认独立经营。半价/约50%节省及每周5美元赠额是历史自述，非收入。", + "notes": "YC当前标记Acquired；官网仅取得标题，不确认独立经营。半价/约50%节省及每周5美元赠额是历史自述，非收入。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Acquired；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30333-YC", + "UNCLEAR1-30333-LAUNCH1" + ], + "revenueStatus": "unknown", + "businessModel": "GPU任务托管/算力服务；云成本、加价与毛利待核", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://tensorpool.dev", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读CLI、多云调度及Spot恢复技术自述；未运行、核对算力账单或独立验证节省。", + "evidenceIds": [ + "UNCLEAR1-30333-LAUNCH1" + ] + } + }, + { + "id": "YC30343", + "name": "Cedar", + "url": "https://www.ycombinator.com/companies/cedar", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 2, + "location": null, + "business": "当前为销售工作空间，连接CRM、客户上下文及销售流程；历史为应用内AI助手及产品分析。", + "buyer": "销售代表及销售团队", + "delivery": "当前官网只取得销售AI标题；分类主要依据YC当前公司自述。与已有AI102招聘Cedar按不同YC链接分开，不因重名合并。", + "notes": "当前官网只取得销售AI标题；分类主要依据YC当前公司自述。与已有AI102招聘Cedar按不同YC链接分开，不因重名合并。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30343-YC", + "UNCLEAR1-30343-LAUNCH1" + ], + "revenueStatus": "unknown", + "businessModel": "销售软件；订阅或实施收费待核", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://mail.cedarcopilot.com/" + }, + { + "id": "YC30408", + "name": "Autostep", + "url": "https://www.ycombinator.com/companies/autostep", + "channel": "S01", + "cat": "C05", + "year": 2025, + "team": 1, + "location": null, + "business": "观测知识工作流程、衡量成本和ROI，并识别和实施可自动化任务。", + "buyer": "企业运营、财务及AI转型团队", + "delivery": "官网和2026年发布可读；2025为YC成立字段，不把2026产品发布当成立。客户浪费/节省和ROI示例不是Autostep收入，未独立验证监测效果。", + "notes": "官网和2026年发布可读；2025为YC成立字段，不把2026产品发布当成立。客户浪费/节省和ROI示例不是Autostep收入，未独立验证监测效果。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30408-YC", + "UNCLEAR1-30408-LAUNCH1", + "UNCLEAR1-30408-LAUNCH2", + "UNCLEAR1-30408-HOME" + ], + "revenueStatus": "unknown", + "businessModel": "企业工作分析软件及Agent实施；人工工程与软件收费待拆", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://autostep.ai/" + }, + { + "id": "YC30412", + "name": "Bloom", + "url": "https://www.ycombinator.com/companies/bloom-4", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": 2, + "location": null, + "business": "通过对话构建原生移动应用及后端。", + "buyer": "移动应用创作者及小团队", + "delivery": "官网可读，Android标记早期访问；上线入口和厂商示例不证明实际商用规模。不与Bloomy合并；创始人旧应用及收购邀约不作本公司收入。", + "notes": "官网可读，Android标记早期访问；上线入口和厂商示例不证明实际商用规模。不与Bloomy合并；创始人旧应用及收购邀约不作本公司收入。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30412-YC", + "UNCLEAR1-30412-LAUNCH1", + "UNCLEAR1-30412-HOME" + ], + "revenueStatus": "unknown", + "businessModel": "应用构建工具；使用额度、发布与托管收费待核", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://bloom.diy/" + }, + { + "id": "YC30420", + "name": "Cua", + "url": "https://www.ycombinator.com/companies/cua", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 3, + "location": null, + "business": "共享自备计算机/虚拟桌面及Agent访问、远程中继和跨设备会话。", + "buyer": "Computer-use Agent开发者及协作团队", + "delivery": "当前官网明确不出租或托管计算机，云账单由客户自付；旧VM框架路线与现行共享服务分开。官网、公开仓库可读，未安装、运行或复现实验。", + "notes": "当前官网明确不出租或托管计算机，云账单由客户自付；旧VM框架路线与现行共享服务分开。官网、公开仓库可读，未安装、运行或复现实验。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "官网原文$：Free；Pro月付18或年付180；Teams每席月付30或年付300；云VM另付，实际结算未核", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30420-YC", + "UNCLEAR1-30420-LAUNCH1", + "UNCLEAR1-30420-HOME", + "UNCLEAR1-30420-CODE" + ], + "revenueStatus": "unknown", + "businessModel": "自备计算机上的软件/中继订阅与团队席位", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://cua.ai", + "pricingEvidence": "UNCLEAR1-30420-HOME", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "已读仓库README及组件索引，公开材料可访问；Spaces源可见与MIT组件许可分开，未运行或复现实验。", + "evidenceIds": [ + "UNCLEAR1-30420-CODE", + "UNCLEAR1-30420-HOME" + ] + } + }, + { + "id": "YC30428", + "name": "Capacitive", + "url": "https://www.ycombinator.com/companies/capacitive", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 2, + "location": null, + "business": "为Agent提供数据网关、上下文和权限；历史产品为无代码Agent构建。", + "buyer": "企业Agent开发团队及知识工作者", + "delivery": "当前官网仅联系入口，主营依据YC自述；2025免费测试说明不证明当前开放、付费或数据权限控制有效。", + "notes": "当前官网仅联系入口，主营依据YC自述；2025免费测试说明不证明当前开放、付费或数据权限控制有效。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30428-YC", + "UNCLEAR1-30428-LAUNCH1" + ], + "revenueStatus": "unknown", + "businessModel": "企业Agent数据连接与权限设施；实际套餐未知", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://capacitive.ai/" + }, + { + "id": "YC30454", + "name": "Refresh", + "url": "https://www.ycombinator.com/companies/refresh", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 8, + "location": null, + "business": "提供软件工程、计算机操作等可评分的强化学习训练环境。", + "buyer": "模型实验室及强化学习团队", + "delivery": "官网可读，描述由专家建立及检查任务；未取得独立训练增益、完整任务集或客户合同，不将行业基准总分归公司。", + "notes": "官网可读，描述由专家建立及检查任务；未取得独立训练增益、完整任务集或客户合同，不将行业基准总分归公司。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30454-YC", + "UNCLEAR1-30454-LAUNCH1", + "UNCLEAR1-30454-HOME" + ], + "revenueStatus": "unknown", + "businessModel": "RL环境/训练数据交付；定制服务与订阅待拆", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://www.refresh.dev" + }, + { + "id": "YC30494", + "name": "Nixo", + "url": "https://www.ycombinator.com/companies/nixo", + "channel": "S01", + "cat": "C05", + "year": 2025, + "team": 6, + "location": null, + "business": "整合客户、代码与工作上下文，协调FDE交付，并以AI辅助需求接入。", + "buyer": "Forward-deployed工程师及客户交付团队", + "delivery": "官网可读；2025年100名FDE访谈不等付费用户，页面Salesforce年合同185000美元为示例客户对象，不是Nixo已确认收入。", + "notes": "官网可读；2025年100名FDE访谈不等付费用户，页面Salesforce年合同185000美元为示例客户对象，不是Nixo已确认收入。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30494-YC", + "UNCLEAR1-30494-LAUNCH1", + "UNCLEAR1-30494-HOME" + ], + "revenueStatus": "unknown", + "businessModel": "企业交付协调软件；实际收费与服务占比未核", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://withnixo.com/" + }, + { + "id": "YC30514", + "name": "Scalar Field", + "url": "https://www.ycombinator.com/companies/scalar-field", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 3, + "location": null, + "business": "以Agent连接金融研究、回测及事件驱动交易执行。", + "buyer": "交易者、量化研究与投资团队", + "delivery": "2025年5月发布自述约800付费交易者、逾34000注册和74000美元符号月收入，期间/币种/经常性未给；不能升级MRR或当前ARR。2026约300ms执行为厂商自测，非独立收益证明。", + "notes": "2025年5月发布自述约800付费交易者、逾34000注册和74000美元符号月收入，期间/币种/经常性未给；不能升级MRR或当前ARR。2026约300ms执行为厂商自测，非独立收益证明。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30514-YC", + "UNCLEAR1-30514-LAUNCH1", + "UNCLEAR1-30514-LAUNCH2", + "UNCLEAR1-30514-HOME" + ], + "revenueStatus": "self", + "businessModel": "交易研究/Agent软件；订阅、数据及执行收入分摊未知", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://www.scalarfield.io/" + }, + { + "id": "YC30520", + "name": "Synthetic Society", + "url": "https://www.ycombinator.com/companies/synthetic-society", + "channel": "S01", + "cat": "C08", + "year": 2025, + "team": 2, + "location": null, + "business": "YC当前描述合成营销视频，2025年发布则为模拟用户进行应用QA。", + "buyer": "内容营销团队；历史为软件测试团队", + "delivery": "当前官网只取得名称及申请加入，当前创意业务按YC自述暂分C08；历史AI测试业务明确，转型时间、独立法律主体和现行交付仍待核。", + "notes": "当前官网只取得名称及申请加入，当前创意业务按YC自述暂分C08；历史AI测试业务明确，转型时间、独立法律主体和现行交付仍待核。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30520-YC", + "UNCLEAR1-30520-LAUNCH1" + ], + "revenueStatus": "unknown", + "businessModel": "内容生成软件/交付；现行收费与制作人工占比待核", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://syntheticsociety.ai/" + }, + { + "id": "YC30536", + "name": "Propolis", + "url": "https://www.ycombinator.com/companies/propolis", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": 2, + "location": null, + "business": "用AI浏览器代理模拟用户、检查应用流程。", + "buyer": "软件开发与QA团队", + "delivery": "YC标记Acquired；当前官网读取502，不确认停服或收购条件。历史全覆盖和替代QA为厂商主张，首批赠礼不是付费客户证明。", + "notes": "YC标记Acquired；当前官网读取502，不确认停服或收购条件。历史全覆盖和替代QA为厂商主张，首批赠礼不是付费客户证明。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Acquired；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30536-YC", + "UNCLEAR1-30536-LAUNCH1" + ], + "revenueStatus": "unknown", + "businessModel": "自动化QA软件；实际定价及人工服务占比待核", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://propolis.tech/" + }, + { + "id": "YC30538", + "name": "Den", + "url": "https://www.ycombinator.com/companies/den", + "channel": "S01", + "cat": "C09", + "year": 2025, + "team": 2, + "location": null, + "business": "当前站点为AI互动故事与聊天，历史为知识工作Agent协作空间。", + "buyer": "互动故事及角色叙事用户；历史为知识工作团队", + "delivery": "YC链接getden.io重定向Den of Us，首页明确AI叙事；产品转型、实际经营主体及收入未核，不将历史Slack/Notion类空间当当前主营。创始人旧团队规模不迁入Den。", + "notes": "YC链接getden.io重定向Den of Us，首页明确AI叙事；产品转型、实际经营主体及收入未核，不将历史Slack/Notion类空间当当前主营。创始人旧团队规模不迁入Den。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30538-YC", + "UNCLEAR1-30538-LAUNCH1", + "UNCLEAR1-30538-HOME" + ], + "revenueStatus": "unknown", + "businessModel": "消费者互动内容；当前免费入口，后续付费未知", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。", + "extraUrl": "https://getden.io" + }, + { + "id": "YC30592", + "name": "Prox", + "url": "https://www.ycombinator.com/companies/prox", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 3, + "location": null, + "business": "为物流流程构建Agent，历史首用例为承运人索赔自动化。", + "buyer": "第三方物流及履约服务商", + "delivery": "当前YC描述空缺、官网超时，2025年公司发布提供AI业务依据；ShipBob包裹量及预期退款是客户规模/目标，非Prox收入，当前运营待核。", + "notes": "当前YC描述空缺、官网超时，2025年公司发布提供AI业务依据；ShipBob包裹量及预期退款是客户规模/目标，非Prox收入，当前运营待核。 AI与业务关系经人工复核；具体法律主体、当期收入、合同和技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；法律注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未注明", + "price": "本轮未取得可核验实际合同及现行收费", + "stage": "YC自述状态：Active；实际独立经营及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可访问官方资料", + "evidenceIds": [ + "UNCLEAR1-30592-YC", + "UNCLEAR1-30592-LAUNCH1" + ], + "revenueStatus": "unknown", + "businessModel": "垂直行业Agent软件及部署；软件/结果分成/服务未拆", + "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", + "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。" } ], "observations": [ @@ -38103,6 +38530,96 @@ "reason": "客户成本或示例配置不等平台ARPA/ARR；免费、折扣、上游模型及存储未核", "evidence": "DEVTAG2-AGENT37-COST", "comparisonGroup": null + }, + { + "id": "UNCLEAR1-O-SCALAR-MONTHLY", + "company": "YC30514", + "name": "Scalar Field", + "kind": "历史月收入自述，未声明MRR", + "value": 74000, + "unit": "原文$，币种待核", + "timing": "2025-05-08发布，收入月份未注明", + "scope": "历史公司业务口径，未核法律主体/经常性", + "selection": "historical", + "reason": "旧月收入非当前MRR，币种、财务期间与经常性未核，不乘12作ARR", + "evidence": "UNCLEAR1-30514-LAUNCH2", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR1-O-SCALAR-PAID", + "company": "YC30514", + "name": "Scalar Field", + "kind": "历史付费交易者自述", + "value": 800, + "unit": "人", + "timing": "2025-05-08发布", + "scope": "历史产品采用，约数", + "selection": "adoption", + "reason": "付费人数不提供合同金额、经常性和当前留存", + "evidence": "UNCLEAR1-30514-LAUNCH2", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR1-O-SCALAR-SIGNUPS", + "company": "YC30514", + "name": "Scalar Field", + "kind": "历史注册数自述", + "value": 34000, + "unit": "注册", + "timing": "2025-05-08发布", + "scope": "历史注册量", + "selection": "adoption", + "reason": "注册不等付费客户及收入", + "evidence": "UNCLEAR1-30514-LAUNCH2", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR1-O-AMBY-CLIENT", + "company": "YC30238", + "name": "Amby Health", + "kind": "历史EMS客户收入举例", + "value": 500000, + "unit": "原文$，币种待核", + "timing": "2025-02-24发布，客户收入期间未注明", + "scope": "消防部门EMS收入，非Amby收入", + "selection": "excluded", + "reason": "原文350K至500K同时称33%，保留自述且未取得底账或期间，不作为公司收入或验证增幅", + "evidence": "UNCLEAR1-30238-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR1-O-NIXO-EXAMPLE", + "company": "YC30494", + "name": "Nixo", + "kind": "页面示例客户年合同", + "value": 185000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，示例非已核实际合同", + "scope": "Salesforce示例对象，非Nixo收入", + "selection": "excluded", + "reason": "产品示例金额不能作为公司已签合同或ARR", + "evidence": "UNCLEAR1-30494-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR1-O-AUTOSTEP-WASTE", + "company": "YC30408", + "name": "Autostep", + "kind": "客户浪费成本宣传", + "value": 100000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，成本期间/账单未核", + "scope": "10人团队浪费成本例子，非Autostep收入", + "selection": "excluded", + "reason": "客户成本、ROI与节省不能变为供应商实收", + "evidence": "UNCLEAR1-30408-HOME", + "bound": ">", + "comparisonGroup": null } ], "evidence": [ @@ -67772,6 +68289,743 @@ "kind": "公司公开资料复核", "summary": "9月29日发布称Boon每Agent月成本从85降至4.94，ETEC+迁入30以上旧客户，赠2500沙盒credits。", "limitation": "客户成本、旧客户数及赠额非Agent37实收/ARPA；实际套餐、时长、模型与存储口径未核，95%节省为自述。" + }, + { + "id": "UNCLEAR1-30193-YC", + "companyId": "AI070", + "title": "Bud：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/bud", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队6人，状态Acquired。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30238-YC", + "companyId": "YC30238", + "title": "Amby Health：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/amby-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。短信健康教练连接穿戴数据并主动跟进；历史业务为EMS病历审核与收费辅助。 当前官网可读但定价、医疗效果与付费未知；2025年EMS AI发布明确，不能把旧客户收入迁为当前公司收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30238-LAUNCH1", + "companyId": "YC30238", + "title": "Amby Health - AI Copilot for Ambulance Agencies (EMS)", + "url": "https://www.ycombinator.com/launches/Msw-amby-health-ai-copilot-for-ambulance-agencies-ems", + "publishedAt": "2025-02-24", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "短信健康教练连接穿戴数据并主动跟进；历史业务为EMS病历审核与收费辅助。 当前官网可读但定价、医疗效果与付费未知；2025年EMS AI发布明确，不能把旧客户收入迁为当前公司收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30285-YC", + "companyId": null, + "title": "Karsa：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/karsa", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。稳定币美元账户及跨境转移；公开业务描述未补足AI核心任务证据，市场目标不是用户量。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30285-LAUNCH1", + "companyId": null, + "title": "Karsa 💸 - The Global Dollar Account", + "url": "https://www.ycombinator.com/launches/MgV-karsa-the-global-dollar-account", + "publishedAt": "2025-01-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "稳定币美元账户及跨境转移；公开业务描述未补足AI核心任务证据，市场目标不是用户量。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30333-YC", + "companyId": "YC30333", + "title": "TensorPool：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/tensorpool", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3人，状态Acquired。以CLI调度多云GPU训练任务及Spot任务恢复。 YC当前标记Acquired；官网仅取得标题，不确认独立经营。半价/约50%节省及每周5美元赠额是历史自述，非收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30333-LAUNCH1", + "companyId": "YC30333", + "title": "TensorPool: the easiest way to use GPUs 🌊", + "url": "https://www.ycombinator.com/launches/Mq0-tensorpool-the-easiest-way-to-use-gpus", + "publishedAt": "2025-02-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以CLI调度多云GPU训练任务及Spot任务恢复。 YC当前标记Acquired；官网仅取得标题，不确认独立经营。半价/约50%节省及每周5美元赠额是历史自述，非收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30343-YC", + "companyId": "YC30343", + "title": "Cedar：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/cedar", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。当前为销售工作空间，连接CRM、客户上下文及销售流程；历史为应用内AI助手及产品分析。 当前官网只取得销售AI标题；分类主要依据YC当前公司自述。与已有AI102招聘Cedar按不同YC链接分开，不因重名合并。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30343-LAUNCH1", + "companyId": "YC30343", + "title": "Cedar 🌲 In-product AI copilot & PMF analytics for any app", + "url": "https://www.ycombinator.com/launches/Msp-cedar-in-product-ai-copilot-pmf-analytics-for-any-app", + "publishedAt": "2025-02-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前为销售工作空间，连接CRM、客户上下文及销售流程；历史为应用内AI助手及产品分析。 当前官网只取得销售AI标题；分类主要依据YC当前公司自述。与已有AI102招聘Cedar按不同YC链接分开，不因重名合并。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30367-YC", + "companyId": null, + "title": "QFEX：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/qfex", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队14人，状态Active。全天候股票等交易平台；量化创始人履历与交易手续费不能证明AI为主营或给出AI收入分摊。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30367-LAUNCH1", + "companyId": null, + "title": "QFEX - The Global 24/7 Stock Exchange", + "url": "https://www.ycombinator.com/launches/NUj-qfex-the-global-24-7-stock-exchange", + "publishedAt": "2025-05-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "全天候股票等交易平台；量化创始人履历与交易手续费不能证明AI为主营或给出AI收入分摊。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30408-YC", + "companyId": "YC30408", + "title": "Autostep：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/autostep", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队1人，状态Active。观测知识工作流程、衡量成本和ROI，并识别和实施可自动化任务。 官网和2026年发布可读；2025为YC成立字段，不把2026产品发布当成立。客户浪费/节省和ROI示例不是Autostep收入，未独立验证监测效果。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30408-LAUNCH1", + "companyId": "YC30408", + "title": "Autostep: Measure the ROI of Knowledge Work", + "url": "https://www.ycombinator.com/launches/QyB-autostep-measure-the-roi-of-knowledge-work", + "publishedAt": "2026-06-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "观测知识工作流程、衡量成本和ROI，并识别和实施可自动化任务。 官网和2026年发布可读；2025为YC成立字段，不把2026产品发布当成立。客户浪费/节省和ROI示例不是Autostep收入，未独立验证监测效果。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30408-LAUNCH2", + "companyId": "YC30408", + "title": "Autostep - Uncover Repetitive Tasks Ready For AI", + "url": "https://www.ycombinator.com/launches/PYq-autostep-uncover-repetitive-tasks-ready-for-ai", + "publishedAt": "2026-02-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "观测知识工作流程、衡量成本和ROI，并识别和实施可自动化任务。 官网和2026年发布可读；2025为YC成立字段，不把2026产品发布当成立。客户浪费/节省和ROI示例不是Autostep收入，未独立验证监测效果。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30412-YC", + "companyId": "YC30412", + "title": "Bloom：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/bloom-4", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。通过对话构建原生移动应用及后端。 官网可读，Android标记早期访问；上线入口和厂商示例不证明实际商用规模。不与Bloomy合并；创始人旧应用及收购邀约不作本公司收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30412-LAUNCH1", + "companyId": "YC30412", + "title": "🌸 Bloom - the mobile app that builds mobile apps", + "url": "https://www.ycombinator.com/launches/Nbo-bloom-the-mobile-app-that-builds-mobile-apps", + "publishedAt": "2025-05-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "通过对话构建原生移动应用及后端。 官网可读，Android标记早期访问；上线入口和厂商示例不证明实际商用规模。不与Bloomy合并；创始人旧应用及收购邀约不作本公司收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30420-YC", + "companyId": "YC30420", + "title": "Cua：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/cua", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3人，状态Active。共享自备计算机/虚拟桌面及Agent访问、远程中继和跨设备会话。 当前官网明确不出租或托管计算机，云账单由客户自付；旧VM框架路线与现行共享服务分开。官网、公开仓库可读，未安装、运行或复现实验。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30420-LAUNCH1", + "companyId": "YC30420", + "title": "c/ua - Docker Container for Computer-Use Agents", + "url": "https://www.ycombinator.com/launches/NJc-c-ua-docker-container-for-computer-use-agents", + "publishedAt": "2025-04-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "共享自备计算机/虚拟桌面及Agent访问、远程中继和跨设备会话。 当前官网明确不出租或托管计算机，云账单由客户自付；旧VM框架路线与现行共享服务分开。官网、公开仓库可读，未安装、运行或复现实验。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30428-YC", + "companyId": "YC30428", + "title": "Capacitive：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/capacitive", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。为Agent提供数据网关、上下文和权限；历史产品为无代码Agent构建。 当前官网仅联系入口，主营依据YC自述；2025免费测试说明不证明当前开放、付费或数据权限控制有效。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30428-LAUNCH1", + "companyId": "YC30428", + "title": "Capacitive: AI Agent Building for Knowledge Workers", + "url": "https://www.ycombinator.com/launches/NdC-capacitive-ai-agent-building-for-knowledge-workers", + "publishedAt": "2025-05-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为Agent提供数据网关、上下文和权限；历史产品为无代码Agent构建。 当前官网仅联系入口，主营依据YC自述；2025免费测试说明不证明当前开放、付费或数据权限控制有效。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30448-YC", + "companyId": null, + "title": "PgDog：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/pgdog", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3人，状态Active。PostgreSQL分片/连接池；SQL解析、AI客户及创始人旧PostgresML经历不足以证明当前公司AI主营，融资不是收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30448-LAUNCH1", + "companyId": null, + "title": "PgDog: Scaling PostgreSQL", + "url": "https://www.ycombinator.com/launches/NZE-pgdog-scaling-postgresql", + "publishedAt": "2025-05-21", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "PostgreSQL分片/连接池；SQL解析、AI客户及创始人旧PostgresML经历不足以证明当前公司AI主营，融资不是收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30452-YC", + "companyId": null, + "title": "Better Auth：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/better-auth", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4人，状态Active。TypeScript身份认证；官网确有Agent/MCP认证模块，但通用认证与AI设施的主营/收入占比未核，不因客户Logo或新模块直接入表。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30452-LAUNCH1", + "companyId": null, + "title": "Better Auth - The Authentication Framework for TypeScript", + "url": "https://www.ycombinator.com/launches/NUm-better-auth-the-authentication-framework-for-typescript", + "publishedAt": "2025-05-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "TypeScript身份认证；官网确有Agent/MCP认证模块，但通用认证与AI设施的主营/收入占比未核，不因客户Logo或新模块直接入表。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30454-YC", + "companyId": "YC30454", + "title": "Refresh：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/refresh", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队8人，状态Active。提供软件工程、计算机操作等可评分的强化学习训练环境。 官网可读，描述由专家建立及检查任务；未取得独立训练增益、完整任务集或客户合同，不将行业基准总分归公司。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30454-LAUNCH1", + "companyId": "YC30454", + "title": "Refresh - RL Training Gyms", + "url": "https://www.ycombinator.com/launches/Ncy-refresh-rl-training-gyms", + "publishedAt": "2025-05-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供软件工程、计算机操作等可评分的强化学习训练环境。 官网可读，描述由专家建立及检查任务；未取得独立训练增益、完整任务集或客户合同，不将行业基准总分归公司。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30492-YC", + "companyId": "AI030", + "title": "Prism：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/prism", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30492-LAUNCH1", + "companyId": "AI030", + "title": "Prism: Lightning fast inference for coding agents", + "url": "https://www.ycombinator.com/launches/UOa-prism-lightning-fast-inference-for-coding-agents", + "publishedAt": "2026-09-24", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30492-LAUNCH2", + "companyId": "AI030", + "title": "Prism - AI for the Next Generation of Media", + "url": "https://www.ycombinator.com/launches/PHU-prism-ai-for-the-next-generation-of-media", + "publishedAt": "2026-01-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30492-LAUNCH3", + "companyId": "AI030", + "title": "Prism - AI that watches session replays and tells developers what to fix 🔍", + "url": "https://www.ycombinator.com/launches/NVC-prism-ai-that-watches-session-replays-and-tells-developers-what-to-fix", + "publishedAt": "2025-05-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30494-YC", + "companyId": "YC30494", + "title": "Nixo：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/nixo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队6人，状态Active。整合客户、代码与工作上下文，协调FDE交付，并以AI辅助需求接入。 官网可读；2025年100名FDE访谈不等付费用户，页面Salesforce年合同185000美元为示例客户对象，不是Nixo已确认收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30494-LAUNCH1", + "companyId": "YC30494", + "title": "Nixo - The first ops platform for forward deployed engineers", + "url": "https://www.ycombinator.com/launches/OCq-nixo-the-first-ops-platform-for-forward-deployed-engineers", + "publishedAt": "2025-08-15", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "整合客户、代码与工作上下文，协调FDE交付，并以AI辅助需求接入。 官网可读；2025年100名FDE访谈不等付费用户，页面Salesforce年合同185000美元为示例客户对象，不是Nixo已确认收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30502-YC", + "companyId": null, + "title": "NODI Energy：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/nodi-energy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。电池/分布式能源及历史AI硬件供电；属于AI产业邻接业务，当前模型/Agent核心交付未确认，容量管线和可退款预约金非收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30502-LAUNCH1", + "companyId": null, + "title": "NODI Energy - Distributed Energy Infrastructure to Rewire the Grid", + "url": "https://www.ycombinator.com/launches/Sm1-nodi-energy-distributed-energy-infrastructure-to-rewire-the-grid", + "publishedAt": "2026-08-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "电池/分布式能源及历史AI硬件供电；属于AI产业邻接业务，当前模型/Agent核心交付未确认，容量管线和可退款预约金非收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30502-LAUNCH2", + "companyId": null, + "title": "PowerMatrix: Efficient and Compact Power Supply for AI Hardware", + "url": "https://www.ycombinator.com/launches/Ndx-powermatrix-efficient-and-compact-power-supply-for-ai-hardware", + "publishedAt": "2025-05-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "电池/分布式能源及历史AI硬件供电；属于AI产业邻接业务，当前模型/Agent核心交付未确认，容量管线和可退款预约金非收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30514-YC", + "companyId": "YC30514", + "title": "Scalar Field：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/scalar-field", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3人，状态Active。以Agent连接金融研究、回测及事件驱动交易执行。 2025年5月发布自述约800付费交易者、逾34000注册和74000美元符号月收入，期间/币种/经常性未给；不能升级MRR或当前ARR。2026约300ms执行为厂商自测，非独立收益证明。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30514-LAUNCH1", + "companyId": "YC30514", + "title": "Scalar Field | The agentic trading desk", + "url": "https://www.ycombinator.com/launches/RZm-scalar-field-the-agentic-trading-desk", + "publishedAt": "2026-07-16", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以Agent连接金融研究、回测及事件驱动交易执行。 2025年5月发布自述约800付费交易者、逾34000注册和74000美元符号月收入，期间/币种/经常性未给；不能升级MRR或当前ARR。2026约300ms执行为厂商自测，非独立收益证明。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30514-LAUNCH2", + "companyId": "YC30514", + "title": "Scalar Field: Reinventing the Trading Terminal, One Intelligent Agent at a Time", + "url": "https://www.ycombinator.com/launches/NSw-scalar-field-reinventing-the-trading-terminal-one-intelligent-agent-at-a-time", + "publishedAt": "2025-05-08", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以Agent连接金融研究、回测及事件驱动交易执行。 2025年5月发布自述约800付费交易者、逾34000注册和74000美元符号月收入，期间/币种/经常性未给；不能升级MRR或当前ARR。2026约300ms执行为厂商自测，非独立收益证明。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30520-YC", + "companyId": "YC30520", + "title": "Synthetic Society：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/synthetic-society", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。YC当前描述合成营销视频，2025年发布则为模拟用户进行应用QA。 当前官网只取得名称及申请加入，当前创意业务按YC自述暂分C08；历史AI测试业务明确，转型时间、独立法律主体和现行交付仍待核。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30520-LAUNCH1", + "companyId": "YC30520", + "title": "Synthetic Society | Synthetic Users to Simulate Real Users", + "url": "https://www.ycombinator.com/launches/O7g-synthetic-society-synthetic-users-to-simulate-real-users", + "publishedAt": "2025-08-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC当前描述合成营销视频，2025年发布则为模拟用户进行应用QA。 当前官网只取得名称及申请加入，当前创意业务按YC自述暂分C08；历史AI测试业务明确，转型时间、独立法律主体和现行交付仍待核。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30536-YC", + "companyId": "YC30536", + "title": "Propolis：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/propolis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Acquired。用AI浏览器代理模拟用户、检查应用流程。 YC标记Acquired；当前官网读取502，不确认停服或收购条件。历史全覆盖和替代QA为厂商主张，首批赠礼不是付费客户证明。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30536-LAUNCH1", + "companyId": "YC30536", + "title": "Propolis: Building Synthetic Users", + "url": "https://www.ycombinator.com/launches/NYt-propolis-building-synthetic-users", + "publishedAt": "2025-05-20", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI浏览器代理模拟用户、检查应用流程。 YC标记Acquired；当前官网读取502，不确认停服或收购条件。历史全覆盖和替代QA为厂商主张，首批赠礼不是付费客户证明。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30538-YC", + "companyId": "YC30538", + "title": "Den：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/den", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人，状态Active。当前站点为AI互动故事与聊天，历史为知识工作Agent协作空间。 YC链接getden.io重定向Den of Us，首页明确AI叙事；产品转型、实际经营主体及收入未核，不将历史Slack/Notion类空间当当前主营。创始人旧团队规模不迁入Den。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30538-LAUNCH1", + "companyId": "YC30538", + "title": "Den: Cursor for knowledge workers", + "url": "https://www.ycombinator.com/launches/NZ9-den-cursor-for-knowledge-workers", + "publishedAt": "2025-05-21", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前站点为AI互动故事与聊天，历史为知识工作Agent协作空间。 YC链接getden.io重定向Den of Us，首页明确AI叙事；产品转型、实际经营主体及收入未核，不将历史Slack/Notion类空间当当前主营。创始人旧团队规模不迁入Den。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30556-YC", + "companyId": null, + "title": "Cascade Space：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/cascade-space", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队7人，状态Active。深空通信网络及工程设计软件；未找到明确AI核心业务依据，未来容量和地面站计划非收入。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30556-LAUNCH1", + "companyId": null, + "title": "Cascade Designer - Spacecraft communication system design software", + "url": "https://www.ycombinator.com/launches/P2C-cascade-designer-spacecraft-communication-system-design-software", + "publishedAt": "2025-12-16", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "深空通信网络及工程设计软件；未找到明确AI核心业务依据，未来容量和地面站计划非收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30556-LAUNCH2", + "companyId": null, + "title": "Cascade Space - Deep space communications as a service", + "url": "https://www.ycombinator.com/launches/NWR-cascade-space-deep-space-communications-as-a-service", + "publishedAt": "2025-05-15", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "深空通信网络及工程设计软件；未找到明确AI核心业务依据，未来容量和地面站计划非收入。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30560-YC", + "companyId": null, + "title": "Foundation Industries：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/foundation-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队5人，状态Active。CNC机械制造；服务科技或硬件客户不能证明本公司AI主营，短交期宣传非AI能力验证。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30592-YC", + "companyId": "YC30592", + "title": "Prox：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/prox", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3人，状态Active。为物流流程构建Agent，历史首用例为承运人索赔自动化。 当前YC描述空缺、官网超时，2025年公司发布提供AI业务依据；ShipBob包裹量及预期退款是客户规模/目标，非Prox收入，当前运营待核。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30592-LAUNCH1", + "companyId": "YC30592", + "title": "Prox: digital co-workers for logistics operations", + "url": "https://www.ycombinator.com/launches/Oow-prox-digital-co-workers-for-logistics-operations", + "publishedAt": "2025-11-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为物流流程构建Agent，历史首用例为承运人索赔自动化。 当前YC描述空缺、官网超时，2025年公司发布提供AI业务依据；ShipBob包裹量及预期退款是客户规模/目标，非Prox收入，当前运营待核。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30604-YC", + "companyId": "AI014", + "title": "Parametric：YC当前资料复核", + "url": "https://www.ycombinator.com/companies/parametric", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队7人，状态Active。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "成立、人数与业务均为公司在YC自述，字段业务截至日及法律注册未经独立核验；原发现ai-unclear不回写。" + }, + { + "id": "UNCLEAR1-30604-LAUNCH1", + "companyId": "AI014", + "title": "Parametric: RL for Robotics", + "url": "https://www.ycombinator.com/launches/Op7-parametric-rl-for-robotics", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。", + "limitation": "公司发布属历史自述；功能、客户、性能、节省和经营数字均需按原时点及归属理解，不当独立审计或当前ARR。" + }, + { + "id": "UNCLEAR1-30238-HOME", + "companyId": "YC30238", + "title": "Amby Health：当前官网", + "url": "https://www.tryamby.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "短信健康教练与穿戴数据、主动跟进及邀请入口。", + "limitation": "当前价格、医疗效果和支付情况未核。" + }, + { + "id": "UNCLEAR1-30408-HOME", + "companyId": "YC30408", + "title": "Autostep：当前官网", + "url": "https://www.autostep.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "知识工作成本分析与自动化机会；页面含客户浪费成本示例。", + "limitation": "十万美元以上浪费示例不是公司收入，效果及监测边界未实测。" + }, + { + "id": "UNCLEAR1-30412-HOME", + "companyId": "YC30412", + "title": "Bloom：当前官网", + "url": "https://bloom.diy/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "对话构建原生移动应用及后端，Android早期访问。", + "limitation": "演示、应用数量及创始人旧项目不等付费经营规模。" + }, + { + "id": "UNCLEAR1-30420-HOME", + "companyId": "YC30420", + "title": "Cua：当前官网", + "url": "https://cua.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自备计算机的共享桌面与中继：Free 2会话/20远程小时；Pro月付18、年付180，Teams每席月付30、年付300（原文美元符号）。", + "limitation": "云VM费用由客户另付，非云算力转售。Spaces为FSL-1.1-MIT，Driver/Lume标为MIT；SSO/审计导出及部分审计功能待上线，未运行或验证安全。价格不是实收。" + }, + { + "id": "UNCLEAR1-30454-HOME", + "companyId": "YC30454", + "title": "Refresh：当前官网", + "url": "https://www.refresh.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供软件世界、计算机操作等可评分RL任务；专家制作及验证任务。", + "limitation": "公开技术自述不是独立训练效果、任务覆盖或真实商业使用证明。" + }, + { + "id": "UNCLEAR1-30494-HOME", + "companyId": "YC30494", + "title": "Nixo：当前官网", + "url": "https://www.withnixo.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "客户/代码/交付协调及AI需求接入，页面含Salesforce合同示例。", + "limitation": "示例185000美元年合同不是Nixo公司已确认收入；客户规模和实际付费仍待核。" + }, + { + "id": "UNCLEAR1-30514-HOME", + "companyId": "YC30514", + "title": "Scalar Field：当前官网", + "url": "https://scalarfield.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前首页为AI交易工作台入口。", + "limitation": "无最新收入数字，不把旧月收入更新为当前MRR。" + }, + { + "id": "UNCLEAR1-30538-HOME", + "companyId": "YC30538", + "title": "Den：当前官网", + "url": "https://denofus.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC所链getden.io转向Den of Us，首页为免费AI互动故事/聊天入口。", + "limitation": "域名重定向支持产品关联，不能独立证明法律主体；免费不等无未来收入。" + }, + { + "id": "UNCLEAR1-30448-HOME", + "companyId": null, + "title": "PgDog：当前官网", + "url": "https://pgdog.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前PostgreSQL分片、连接池及融资介绍。", + "limitation": "普通数据库能力和AI客户不是AI主营证据；融资不作收入。" + }, + { + "id": "UNCLEAR1-30452-HOME", + "companyId": null, + "title": "Better Auth：当前官网", + "url": "https://better-auth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "通用TypeScript身份认证，包含面向AI Agent/MCP的认证、委托及令牌能力。", + "limitation": "AI模块存在，但主营/收入占比及产品历史与YC2025成立仍需核；客户Logo不作付费证据。" + }, + { + "id": "UNCLEAR1-30502-HOME", + "companyId": null, + "title": "NODI Energy：当前官网", + "url": "https://www.nodienergy.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "电池、能源控制及家庭/商业电网；69英镑可退款预约入口。", + "limitation": "省电估算、管线及容量不等收入；未据电力/硬件AI邻接关系确认AI核心交付。" + }, + { + "id": "UNCLEAR1-30556-HOME", + "companyId": null, + "title": "Cascade Space：当前官网", + "url": "https://www.cascadespace.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "深空通信网络及通信系统设计软件，网络容量含未来计划。", + "limitation": "未发现明确AI核心交付；上线/容量时点与当前运营待核。" + }, + { + "id": "UNCLEAR1-30560-HOME", + "companyId": null, + "title": "Foundation Industries：当前官网", + "url": "https://www.foundation-industries.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "低量多样CNC机械制造及合条件短交期。", + "limitation": "未发现明确AI主营；硬件客户和交期宣传不能证明AI能力。" + }, + { + "id": "UNCLEAR1-30420-CODE", + "companyId": "YC30420", + "title": "Cua公开仓库README与组件索引", + "url": "https://github.com/trycua/cua", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "可读共享桌面、Driver、Lume及SDK组件说明；Spaces源可见许可与MIT组件分开。", + "limitation": "只阅读公开材料，未安装运行、检查全部源码或复现旧97%性能主张，不作独立安全或成功率证明。" + }, + { + "id": "UNCLEAR1-INDEX", + "companyId": null, + "title": "YC原AI不明候选首批24项复核边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "按原覆盖审计ai-unclear顺序取首24项，17关联公司（14新增、3复用），7保留AI主营待核。", + "limitation": "仅24/192项复核，未穷尽该池；原发现计数/快照不改，当前年份和公司经营仍属公开自述。" } ], "reviews": [ @@ -72888,6 +74142,107 @@ "DEVTAG2-RYSTIC-CATALOG" ], "handling": "不是所有API等价、代理总成功率或支付安全证明，没有运行模拟器/真实服务。探针、模型自测和完整独立测试分开，不以性能推当前付费。" + }, + { + "id": "UNCLEAR1-R-BUSINESS", + "type": "AI不明候选后续入表与历史业务归属", + "company": "Amby Health、TensorPool、Cedar、Autostep、Bloom、Cua、Capacitive、Refresh、Nixo、Scalar Field、Synthetic Society、Propolis、Den、Prox、Bud（Orchids历史团队）、Prism、Parametric", + "scope": "companies", + "companyIds": [ + "YC30238", + "YC30333", + "YC30343", + "YC30408", + "YC30412", + "YC30420", + "YC30428", + "YC30454", + "YC30494", + "YC30514", + "YC30520", + "YC30536", + "YC30538", + "YC30592", + "AI070", + "AI030", + "AI014" + ], + "summary": "14新增与3已有公司关联，保持产品转型、收购状态、当前网站不可读及法律主体缺项。", + "evidenceIds": [ + "UNCLEAR1-30238-YC", + "UNCLEAR1-30333-YC", + "UNCLEAR1-30343-YC", + "UNCLEAR1-30408-YC", + "UNCLEAR1-30412-YC", + "UNCLEAR1-30420-YC", + "UNCLEAR1-30428-YC", + "UNCLEAR1-30454-YC", + "UNCLEAR1-30494-YC", + "UNCLEAR1-30514-YC", + "UNCLEAR1-30520-YC", + "UNCLEAR1-30536-YC", + "UNCLEAR1-30538-YC", + "UNCLEAR1-30592-YC", + "UNCLEAR1-30193-YC", + "UNCLEAR1-30492-YC", + "UNCLEAR1-30604-YC" + ], + "handling": "不回写原始1428/928发现审计；按当前任务分类，历史AI依据与现行交付分开，实际付费与技术实力仍待核。" + }, + { + "id": "UNCLEAR1-R-PENDING", + "type": "AI邻接、通用设施与AI主营待核", + "company": "YC AI不明候选首批", + "scope": "dataset", + "summary": "7项保留pending-ai；2025成立自述不等AI主营确认。", + "evidenceIds": [ + "UNCLEAR1-INDEX", + "UNCLEAR1-30285-YC", + "UNCLEAR1-30367-YC", + "UNCLEAR1-30448-YC", + "UNCLEAR1-30452-YC", + "UNCLEAR1-30502-YC", + "UNCLEAR1-30556-YC", + "UNCLEAR1-30560-YC" + ], + "handling": "Better Auth确有AI认证模块，但主营占比待核；能源、制造、通信、金融及通用数据库不因AI客户或创始人履历直接入表，不称永久排除。" + }, + { + "id": "UNCLEAR1-R-SCALAR", + "type": "历史月收入、采用与客户示例分开", + "company": "Scalar Field、Amby Health、Nixo、Autostep", + "scope": "companies", + "companyIds": [ + "YC30514", + "YC30238", + "YC30494", + "YC30408" + ], + "summary": "Scalar Field旧月收入与付费/注册单列；EMS客户收入、Nixo合同示例及Autostep客户成本排除。", + "evidenceIds": [ + "UNCLEAR1-30514-LAUNCH2", + "UNCLEAR1-30238-LAUNCH1", + "UNCLEAR1-30494-HOME", + "UNCLEAR1-30408-HOME" + ], + "handling": "无新增可比MRR/ARR，不将旧月收入年化或以注册量/示例反推收入。来源内增幅与底数不一致保留待核，不据此推断财务造假。" + }, + { + "id": "UNCLEAR1-R-CUA", + "type": "GPU调度与自备计算机软件交付边界", + "company": "Cua、TensorPool", + "scope": "companies", + "companyIds": [ + "YC30420", + "YC30333" + ], + "summary": "TensorPool训练调度与Cua共享桌面/中继交付、当前套餐、许可及未运行范围分别记录。", + "evidenceIds": [ + "UNCLEAR1-30333-LAUNCH1", + "UNCLEAR1-30420-HOME", + "UNCLEAR1-30420-CODE" + ], + "handling": "价格/赠额/成本节省不作收入；公开材料可读非独立评测，Cua云VM成本不混入其软件订阅。" } ], "coverage": { @@ -75302,6 +76657,386 @@ "note": "平台团队为11—25范围，精确人数留空；收入快照与期间表金额不同，保留差异，不混入MRR或据此推断虚报。" } ] + }, + { + "id": "YC-AI-UNCLEAR-1", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原ai-unclear 192项按发现审计顺序首24项；当前官方公司资料、历史发布及可读官网复核，14新增、3复用、7 AI主营待核。本批外168项中OpenSEO已有较早复核，其余167项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI1-30193", + "name": "Bud", + "url": "https://www.ycombinator.com/companies/bud", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI070", + "evidenceIds": [ + "UNCLEAR1-30193-YC" + ], + "note": "原始ai-unclear；YC当前自报2025成立。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。 复用已有公司。" + }, + { + "id": "YC-AI1-30238", + "name": "Amby Health", + "url": "https://www.ycombinator.com/companies/amby-health", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30238", + "evidenceIds": [ + "UNCLEAR1-30238-YC", + "UNCLEAR1-30238-LAUNCH1", + "UNCLEAR1-30238-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。短信健康教练连接穿戴数据并主动跟进；历史业务为EMS病历审核与收费辅助。 当前官网可读但定价、医疗效果与付费未知；2025年EMS AI发布明确，不能把旧客户收入迁为当前公司收入。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30285", + "name": "Karsa", + "url": "https://www.ycombinator.com/companies/karsa", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30285-YC", + "UNCLEAR1-30285-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。稳定币美元账户及跨境转移；公开业务描述未补足AI核心任务证据，市场目标不是用户量。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30333", + "name": "TensorPool", + "url": "https://www.ycombinator.com/companies/tensorpool", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30333", + "evidenceIds": [ + "UNCLEAR1-30333-YC", + "UNCLEAR1-30333-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。以CLI调度多云GPU训练任务及Spot任务恢复。 YC当前标记Acquired；官网仅取得标题，不确认独立经营。半价/约50%节省及每周5美元赠额是历史自述，非收入。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30343", + "name": "Cedar", + "url": "https://www.ycombinator.com/companies/cedar", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30343", + "evidenceIds": [ + "UNCLEAR1-30343-YC", + "UNCLEAR1-30343-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。当前为销售工作空间，连接CRM、客户上下文及销售流程；历史为应用内AI助手及产品分析。 当前官网只取得销售AI标题；分类主要依据YC当前公司自述。与已有AI102招聘Cedar按不同YC链接分开，不因重名合并。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30367", + "name": "QFEX", + "url": "https://www.ycombinator.com/companies/qfex", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30367-YC", + "UNCLEAR1-30367-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。全天候股票等交易平台；量化创始人履历与交易手续费不能证明AI为主营或给出AI收入分摊。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30408", + "name": "Autostep", + "url": "https://www.ycombinator.com/companies/autostep", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30408", + "evidenceIds": [ + "UNCLEAR1-30408-YC", + "UNCLEAR1-30408-LAUNCH1", + "UNCLEAR1-30408-LAUNCH2", + "UNCLEAR1-30408-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。观测知识工作流程、衡量成本和ROI，并识别和实施可自动化任务。 官网和2026年发布可读；2025为YC成立字段，不把2026产品发布当成立。客户浪费/节省和ROI示例不是Autostep收入，未独立验证监测效果。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30412", + "name": "Bloom", + "url": "https://www.ycombinator.com/companies/bloom-4", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30412", + "evidenceIds": [ + "UNCLEAR1-30412-YC", + "UNCLEAR1-30412-LAUNCH1", + "UNCLEAR1-30412-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。通过对话构建原生移动应用及后端。 官网可读，Android标记早期访问；上线入口和厂商示例不证明实际商用规模。不与Bloomy合并；创始人旧应用及收购邀约不作本公司收入。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30420", + "name": "Cua", + "url": "https://www.ycombinator.com/companies/cua", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30420", + "evidenceIds": [ + "UNCLEAR1-30420-YC", + "UNCLEAR1-30420-LAUNCH1", + "UNCLEAR1-30420-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。共享自备计算机/虚拟桌面及Agent访问、远程中继和跨设备会话。 当前官网明确不出租或托管计算机，云账单由客户自付；旧VM框架路线与现行共享服务分开。官网、公开仓库可读，未安装、运行或复现实验。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30428", + "name": "Capacitive", + "url": "https://www.ycombinator.com/companies/capacitive", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30428", + "evidenceIds": [ + "UNCLEAR1-30428-YC", + "UNCLEAR1-30428-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。为Agent提供数据网关、上下文和权限；历史产品为无代码Agent构建。 当前官网仅联系入口，主营依据YC自述；2025免费测试说明不证明当前开放、付费或数据权限控制有效。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30448", + "name": "PgDog", + "url": "https://www.ycombinator.com/companies/pgdog", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30448-YC", + "UNCLEAR1-30448-LAUNCH1", + "UNCLEAR1-30448-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。PostgreSQL分片/连接池；SQL解析、AI客户及创始人旧PostgresML经历不足以证明当前公司AI主营，融资不是收入。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30452", + "name": "Better Auth", + "url": "https://www.ycombinator.com/companies/better-auth", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30452-YC", + "UNCLEAR1-30452-LAUNCH1", + "UNCLEAR1-30452-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。TypeScript身份认证；官网确有Agent/MCP认证模块，但通用认证与AI设施的主营/收入占比未核，不因客户Logo或新模块直接入表。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30454", + "name": "Refresh", + "url": "https://www.ycombinator.com/companies/refresh", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30454", + "evidenceIds": [ + "UNCLEAR1-30454-YC", + "UNCLEAR1-30454-LAUNCH1", + "UNCLEAR1-30454-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。提供软件工程、计算机操作等可评分的强化学习训练环境。 官网可读，描述由专家建立及检查任务；未取得独立训练增益、完整任务集或客户合同，不将行业基准总分归公司。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30492", + "name": "Prism", + "url": "https://www.ycombinator.com/companies/prism", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI030", + "evidenceIds": [ + "UNCLEAR1-30492-YC", + "UNCLEAR1-30492-LAUNCH1", + "UNCLEAR1-30492-LAUNCH2", + "UNCLEAR1-30492-LAUNCH3" + ], + "note": "原始ai-unclear；YC当前自报2025成立。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。 复用已有公司。" + }, + { + "id": "YC-AI1-30494", + "name": "Nixo", + "url": "https://www.ycombinator.com/companies/nixo", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30494", + "evidenceIds": [ + "UNCLEAR1-30494-YC", + "UNCLEAR1-30494-LAUNCH1", + "UNCLEAR1-30494-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。整合客户、代码与工作上下文，协调FDE交付，并以AI辅助需求接入。 官网可读；2025年100名FDE访谈不等付费用户，页面Salesforce年合同185000美元为示例客户对象，不是Nixo已确认收入。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30502", + "name": "NODI Energy", + "url": "https://www.ycombinator.com/companies/nodi-energy", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30502-YC", + "UNCLEAR1-30502-LAUNCH1", + "UNCLEAR1-30502-LAUNCH2", + "UNCLEAR1-30502-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。电池/分布式能源及历史AI硬件供电；属于AI产业邻接业务，当前模型/Agent核心交付未确认，容量管线和可退款预约金非收入。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30514", + "name": "Scalar Field", + "url": "https://www.ycombinator.com/companies/scalar-field", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30514", + "evidenceIds": [ + "UNCLEAR1-30514-YC", + "UNCLEAR1-30514-LAUNCH1", + "UNCLEAR1-30514-LAUNCH2", + "UNCLEAR1-30514-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。以Agent连接金融研究、回测及事件驱动交易执行。 2025年5月发布自述约800付费交易者、逾34000注册和74000美元符号月收入，期间/币种/经常性未给；不能升级MRR或当前ARR。2026约300ms执行为厂商自测，非独立收益证明。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30520", + "name": "Synthetic Society", + "url": "https://www.ycombinator.com/companies/synthetic-society", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30520", + "evidenceIds": [ + "UNCLEAR1-30520-YC", + "UNCLEAR1-30520-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。YC当前描述合成营销视频，2025年发布则为模拟用户进行应用QA。 当前官网只取得名称及申请加入，当前创意业务按YC自述暂分C08；历史AI测试业务明确，转型时间、独立法律主体和现行交付仍待核。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30536", + "name": "Propolis", + "url": "https://www.ycombinator.com/companies/propolis", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30536", + "evidenceIds": [ + "UNCLEAR1-30536-YC", + "UNCLEAR1-30536-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。用AI浏览器代理模拟用户、检查应用流程。 YC标记Acquired；当前官网读取502，不确认停服或收购条件。历史全覆盖和替代QA为厂商主张，首批赠礼不是付费客户证明。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30538", + "name": "Den", + "url": "https://www.ycombinator.com/companies/den", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30538", + "evidenceIds": [ + "UNCLEAR1-30538-YC", + "UNCLEAR1-30538-LAUNCH1", + "UNCLEAR1-30538-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。当前站点为AI互动故事与聊天，历史为知识工作Agent协作空间。 YC链接getden.io重定向Den of Us，首页明确AI叙事；产品转型、实际经营主体及收入未核，不将历史Slack/Notion类空间当当前主营。创始人旧团队规模不迁入Den。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30556", + "name": "Cascade Space", + "url": "https://www.ycombinator.com/companies/cascade-space", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30556-YC", + "UNCLEAR1-30556-LAUNCH1", + "UNCLEAR1-30556-LAUNCH2", + "UNCLEAR1-30556-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。深空通信网络及工程设计软件；未找到明确AI核心业务依据，未来容量和地面站计划非收入。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30560", + "name": "Foundation Industries", + "url": "https://www.ycombinator.com/companies/foundation-industries", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR1-30560-YC", + "UNCLEAR1-30560-HOME" + ], + "note": "原始ai-unclear；YC当前自报2025成立。CNC机械制造；服务科技或硬件客户不能证明本公司AI主营，短交期宣传非AI能力验证。 AI主营未确认，暂不计入公司表；不是确认排除或成立年未知。" + }, + { + "id": "YC-AI1-30592", + "name": "Prox", + "url": "https://www.ycombinator.com/companies/prox", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30592", + "evidenceIds": [ + "UNCLEAR1-30592-YC", + "UNCLEAR1-30592-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。为物流流程构建Agent，历史首用例为承运人索赔自动化。 当前YC描述空缺、官网超时，2025年公司发布提供AI业务依据；ShipBob包裹量及预期退款是客户规模/目标，非Prox收入，当前运营待核。后续补证入表，原发现快照保持不变。" + }, + { + "id": "YC-AI1-30604", + "name": "Parametric", + "url": "https://www.ycombinator.com/companies/parametric", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI014", + "evidenceIds": [ + "UNCLEAR1-30604-YC", + "UNCLEAR1-30604-LAUNCH1" + ], + "note": "原始ai-unclear；YC当前自报2025成立。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。 复用已有公司。" + } + ] } ], "directoryRechecks": [ @@ -75316,6 +77051,204 @@ "SEO-HOME" ], "reason": "原快照规则初筛未确认AI主营；本次确认Agent应用托管、MCP及OpenSEO产品关联后入表。保留2026成立来源及法律主体待核限制，不更改原初筛状态或928条发现计数。" + }, + { + "ycId": 30193, + "originalStatus": "ai-unclear", + "companyId": "AI070", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30193-YC" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；复用已有公司记录，不重复新增。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30238, + "originalStatus": "ai-unclear", + "companyId": "YC30238", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30238-YC", + "UNCLEAR1-30238-LAUNCH1", + "UNCLEAR1-30238-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30333, + "originalStatus": "ai-unclear", + "companyId": "YC30333", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30333-YC", + "UNCLEAR1-30333-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30343, + "originalStatus": "ai-unclear", + "companyId": "YC30343", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30343-YC", + "UNCLEAR1-30343-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30408, + "originalStatus": "ai-unclear", + "companyId": "YC30408", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30408-YC", + "UNCLEAR1-30408-LAUNCH1", + "UNCLEAR1-30408-LAUNCH2", + "UNCLEAR1-30408-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30412, + "originalStatus": "ai-unclear", + "companyId": "YC30412", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30412-YC", + "UNCLEAR1-30412-LAUNCH1", + "UNCLEAR1-30412-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30420, + "originalStatus": "ai-unclear", + "companyId": "YC30420", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30420-YC", + "UNCLEAR1-30420-LAUNCH1", + "UNCLEAR1-30420-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30428, + "originalStatus": "ai-unclear", + "companyId": "YC30428", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30428-YC", + "UNCLEAR1-30428-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30454, + "originalStatus": "ai-unclear", + "companyId": "YC30454", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30454-YC", + "UNCLEAR1-30454-LAUNCH1", + "UNCLEAR1-30454-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30492, + "originalStatus": "ai-unclear", + "companyId": "AI030", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30492-YC", + "UNCLEAR1-30492-LAUNCH1", + "UNCLEAR1-30492-LAUNCH2", + "UNCLEAR1-30492-LAUNCH3" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；复用已有公司记录，不重复新增。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30494, + "originalStatus": "ai-unclear", + "companyId": "YC30494", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30494-YC", + "UNCLEAR1-30494-LAUNCH1", + "UNCLEAR1-30494-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30514, + "originalStatus": "ai-unclear", + "companyId": "YC30514", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30514-YC", + "UNCLEAR1-30514-LAUNCH1", + "UNCLEAR1-30514-LAUNCH2", + "UNCLEAR1-30514-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30520, + "originalStatus": "ai-unclear", + "companyId": "YC30520", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30520-YC", + "UNCLEAR1-30520-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30536, + "originalStatus": "ai-unclear", + "companyId": "YC30536", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30536-YC", + "UNCLEAR1-30536-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30538, + "originalStatus": "ai-unclear", + "companyId": "YC30538", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30538-YC", + "UNCLEAR1-30538-LAUNCH1", + "UNCLEAR1-30538-HOME" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30592, + "originalStatus": "ai-unclear", + "companyId": "YC30592", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30592-YC", + "UNCLEAR1-30592-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；补入公司表，成立年及团队为YC自述，法律主体和当前商业交付仍待核。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30604, + "originalStatus": "ai-unclear", + "companyId": "AI014", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR1-30604-YC", + "UNCLEAR1-30604-LAUNCH1" + ], + "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；复用已有公司记录，不重复新增。 不回写原1428条初筛及928条新增目录计数。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index adfb385..b1e1cc3 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-consolidated-1", + "version": "2026-10-31-ai-unclear-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 本轮另补核原AI不明池首24/192：14新增、3复用、7 AI主营待核（pending-ai），保留原审计不回写；本批外168项中OpenSEO已有较早复核，其余167项继续补核。Scalar Field历史月收入未声明MRR，客户收入/示例/成本排除，自备算力和软件中继收费分开。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 50e9027..7aa46db 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-consolidated-1", + "sourceVersion": "2026-10-31-ai-unclear-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", diff --git a/scripts/audit-ai-research.py b/scripts/audit-ai-research.py index 0a3e516..281c2d4 100644 --- a/scripts/audit-ai-research.py +++ b/scripts/audit-ai-research.py @@ -85,7 +85,7 @@ def candidate_register(): all_ids = [r['id'] for b in batches for r in b['records']] assert len(set(all_ids)) == len(all_ids) lines = [] - statuses = {'pending-year': '成立年待核', 'linked': '已关联公司', + statuses = {'pending-year': '成立年待核', 'pending-ai': 'AI主营待核', 'linked': '已关联公司', 'existing-outside-cohort': '已有关联，年份范围外', 'outside-cohort': '范围外或既有业务，不新增公司', 'promotion': '推广活动，非公司新增'} for batch in batches: @@ -97,13 +97,13 @@ def candidate_register(): assert sum(counts.values()) == len(rows) lines += ['', f"## {batch['sourceId']} 候选核对（{batch['id']}）", '', f"[发现页面]({batch['url']})，读取于{batch['accessedAt']}。{batch['scope']}", '', - f"本批{len(rows)}条：{counts['linked']}条关联公司、{counts['existing-outside-cohort']}条关联范围外对照、{counts['outside-cohort']}条范围外不新增公司、{counts['pending-year']}条成立年待核、{counts['promotion']}条推广活动。完整来源覆盖标记：{'已完成' if batch['complete'] else '未完成'}。主营或产品任务的初分类不计入主公司表数量，只有已关联的公司记录进入对应公司明细。候选与缺项随研究版本保存在文档站同一SQLite的研究元数据中。", '', + f"本批{len(rows)}条：{counts['linked']}条关联公司、{counts['existing-outside-cohort']}条关联范围外对照、{counts['outside-cohort']}条范围外不新增公司、{counts['pending-year']}条成立年待核、{counts['pending-ai']}条AI主营待核、{counts['promotion']}条推广活动。完整来源覆盖标记：{'已完成' if batch['complete'] else '未完成'}。主营或产品任务的初分类不计入主公司表数量，只有已关联的公司记录进入对应公司明细。候选与缺项随研究版本保存在文档站同一SQLite的研究元数据中。", '', '| 发现条目 | 主营或产品任务初分 | 核对状态 | 关联公司 | 核对证据 | 限制 |', '| --- | --- | --- | --- | --- | --- |'] for row in rows: assert row['categoryId'] in categories assert row['status'] in statuses assert all(eid in evidence for eid in row.get('evidenceIds', [])) - if row['status'] == 'outside-cohort': + if row['status'] in {'outside-cohort', 'pending-ai'}: assert row.get('evidenceIds') and not row.get('companyId') name = f"[{row['name']}]({row['url']})" if row['url'] else row['name'] company = '—' From 5182eca961384c9c3db1e3ed143840cd5cc0a162 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:38:16 +0800 Subject: [PATCH 22/29] Review second uncertain AI cohort and separate client and legacy financials --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 46 +- content/research/ai-companies.seed.json | 1895 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1938 insertions(+), 15 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index a2b77cf..8be9a2c 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1065); + assert.equal(research.companies.length, 1078); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2764); - assert.equal(research.observations.length, 372); + assert.equal(research.evidence.length, 2831); + assert.equal(research.observations.length, 380); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index c77b47b..4caffc0 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1065); - assert.equal(initial.evidence.length, 2764); - assert.equal(initial.observations.length, 372); + assert.equal(initial.companies.length, 1078); + assert.equal(initial.evidence.length, 2831); + assert.equal(initial.observations.length, 380); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 173); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 13); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 176); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 14); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1065); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1078); assert.equal(summary.reduce((n, c) => n + c.self, 0), 53); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 991); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1004); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,7 +124,7 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 85); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 88); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 19); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); @@ -492,6 +492,36 @@ test("historical monthly revenue and customer examples do not enter recurring pl assert.equal(cua.technicalReview!.level, "public-artifact"); }); +test("a second uncertain cohort admits evidenced AI tasks while preserving autonomy and finance gaps", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-2")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(24, 48); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 13); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 11); + for (const name of ["Albacore Inc.", "Perseus Defense", "Munify", "Ruvo", "DeepGrove"]) { + const row = batch.records.find((r) => r.name === name)!; + assert.equal(row.status, "pending-ai"); + assert.equal(row.companyId, undefined, "autonomy, a domain or finance automation alone is insufficient"); + assert.ok(row.evidenceIds!.length); + } + const signals = snapshot.companies.find((c) => c.id === "YC30639")!; + assert.equal(signals.year, 2026, "retain the company year instead of assigning the batch's majority year"); + assert.equal(signals.cat, "C06"); + assert.equal(snapshot.companies.find((c) => c.id === "YC30846")!.cat, "C03"); + assert.match(snapshot.companies.find((c) => c.id === "YC30821")!.business, /远端推理/); + assert.equal(snapshot.companies.find((c) => c.id === "YC30933")!.technicalReview!.level, "description", + "vendor clinical agreement is not an independent validation"); + const amounts = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR2-")); + assert.equal(amounts.length, 8); + assert.ok(amounts.every((o) => ["excluded", "adoption"].includes(o.selection) && !o.metric && o.comparisonGroup === null)); + assert.equal(amounts.find((o) => o.id.endsWith("WARDSTONE-GRANT"))!.selection, "excluded"); + assert.equal(amounts.find((o) => o.id.endsWith("SOLVA-OLD-PREMIUM"))!.selection, "excluded"); + assert.ok(batch.records.filter((r) => r.companyId).every((r) => snapshot.companies.find((c) => c.id === r.companyId)!.revenueStatus === "unknown")); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR2-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index df7f33b..af829ac 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-1", + "version": "2026-10-31-ai-unclear-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -32754,6 +32754,408 @@ "businessModel": "垂直行业Agent软件及部署；软件/结果分成/服务未拆", "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。" + }, + { + "id": "YC30631", + "name": "Null Labs", + "url": "https://www.ycombinator.com/companies/null-labs", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 2, + "location": null, + "business": "为自主系统提供传感器仿真、合成图像数据及闭环测试设施。", + "buyer": "自主系统开发及感知团队", + "delivery": "官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。", + "notes": "官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30631-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://n0labs.com", + "businessModel": "仿真/合成训练数据软件或项目；定价及服务成本待核", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读感知仿真、合成图像、SITL测试自述；覆盖增益未运行核验，公开产品说明非独立基准。", + "evidenceIds": [ + "UNCLEAR2-30631-HOME" + ] + } + }, + { + "id": "YC30639", + "name": "Signals", + "url": "https://www.ycombinator.com/companies/signals", + "channel": "S01", + "cat": "C06", + "year": 2026, + "team": 2, + "location": null, + "business": "以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。", + "buyer": "DTC电商品牌", + "delivery": "当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。", + "notes": "当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30639-LAUNCH1" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.returnsignals.com", + "businessModel": "品牌客户关系与消息软件；按会话、席位或增收分成待核", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30670", + "name": "cocreate", + "url": "https://www.ycombinator.com/companies/cocreate", + "channel": "S01", + "cat": "C08", + "year": 2025, + "team": 10, + "location": null, + "business": "用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。", + "buyer": "视频制作、剪辑及后期团队", + "delivery": "历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。", + "notes": "历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30670-YC", + "UNCLEAR2-30670-LAUNCH1" + ], + "revenueStatus": "unknown", + "extraUrl": "https://cocreate.so", + "businessModel": "专业视频素材工作流软件；收费与实施人工未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30706", + "name": "Solva", + "url": "https://www.ycombinator.com/companies/solva", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 7, + "location": null, + "business": "以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。", + "buyer": "保险公司及嵌入保险业务", + "delivery": "2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。", + "notes": "2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30706-YC", + "UNCLEAR2-30706-LAUNCH1", + "UNCLEAR2-30706-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://solvatechnology.com", + "businessModel": "行业保险软件/风险设施；保费、软件费与分成需拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30777", + "name": "Modelence", + "url": "https://www.ycombinator.com/companies/modelence", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": 3, + "location": null, + "business": "部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。", + "buyer": "应用开发者及创业团队", + "delivery": "官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。", + "notes": "官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30777-YC", + "UNCLEAR2-30777-LAUNCH1", + "UNCLEAR2-30777-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://modelence.com", + "businessModel": "托管应用云与开发软件；基础设施转售/运维服务待拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30821", + "name": "Efference", + "url": "https://www.ycombinator.com/companies/efference", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 12, + "location": null, + "business": "机器人视觉相机、联网与远端推理/训练设施。", + "buyer": "机器人开发及训练数据团队", + "delivery": "2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。", + "notes": "2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30821-YC", + "UNCLEAR2-30821-LAUNCH1", + "UNCLEAR2-30821-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://efference.ai", + "businessModel": "感知硬件加网络/推理服务；硬件与经常性费用需拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读历史学习型深度模型/相机与当前远端推理/训练路线；未运行感知模型或核验实时性、节省和交付。", + "evidenceIds": [ + "UNCLEAR2-30821-HOME", + "UNCLEAR2-30821-LAUNCH1" + ] + } + }, + { + "id": "YC30846", + "name": "Parse", + "url": "https://www.ycombinator.com/companies/parse-bot", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 4, + "location": null, + "business": "由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。", + "buyer": "Web数据、自动化及Agent开发者", + "delivery": "官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。", + "notes": "官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "私有API新建75/修改50 credits、调用另计；免费市场与200赠额不等付费，实际美元套餐未取得", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30846-YC", + "UNCLEAR2-30846-LAUNCH1", + "UNCLEAR2-30846-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://parse.bot", + "businessModel": "API调用/私有构建计量及托管服务；免费市场与付费功能分开", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "pricingEvidence": "UNCLEAR2-30846-HOME" + }, + { + "id": "YC30857", + "name": "Aspect", + "url": "https://www.ycombinator.com/companies/aspect-inc", + "channel": "S01", + "cat": "C08", + "year": 2025, + "team": 3, + "location": null, + "business": "集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。", + "buyer": "视频、创意与媒体团队", + "delivery": "2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "notes": "2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30857-YC", + "UNCLEAR2-30857-LAUNCH1", + "UNCLEAR2-30857-LAUNCH2", + "UNCLEAR2-30857-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://aspect.inc", + "businessModel": "媒体存储/协作软件与AI工具；云存储、流量、实施待拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30874", + "name": "Minro", + "url": "https://www.ycombinator.com/companies/minro", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 2, + "location": null, + "business": "从产品行为丰富用户上下文、识别流失风险并生成个性化挽留触达。", + "buyer": "SaaS创业者及客户成功团队", + "delivery": "YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。", + "notes": "YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30874-YC", + "UNCLEAR2-30874-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://minro.com/", + "businessModel": "客户情报/留存软件；实际收费未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30881", + "name": "Wardstone", + "url": "https://www.ycombinator.com/companies/wardstone", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 8, + "location": null, + "business": "模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。", + "buyer": "防务采购及系统集成客户", + "delivery": "按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。", + "notes": "按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30881-YC", + "UNCLEAR2-30881-LAUNCH1", + "UNCLEAR2-30881-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.wardstone.us", + "businessModel": "实体系统/研发与集成项目；实际合同及经常性服务未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30904", + "name": "Tensr", + "url": "https://www.ycombinator.com/companies/tensr", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 7, + "location": null, + "business": "以机器人制造机器人，并以生产数据训练规划和运行生产的模型。", + "buyer": "机器人及硬件制造客户", + "delivery": "当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "notes": "当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30904-YC", + "UNCLEAR2-30904-LAUNCH1", + "UNCLEAR2-30904-LAUNCH2", + "UNCLEAR2-30904-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://tensr.com/", + "businessModel": "制造订单、自动化硬件及服务；软件收入占比未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30905", + "name": "Travo", + "url": "https://www.ycombinator.com/companies/travo", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 4, + "location": null, + "business": "用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。", + "buyer": "房地产投资及资产分析团队", + "delivery": "当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。", + "notes": "当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30905-YC", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30905-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.travoai.com/", + "businessModel": "房地产数据软件/数据交付；人工采集及服务占比未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30933", + "name": "Nucleo", + "url": "https://www.ycombinator.com/companies/nucleo", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 2, + "location": null, + "business": "以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。", + "buyer": "肿瘤科医生、影像科及医院", + "delivery": "2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。", + "notes": "2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30933-YC", + "UNCLEAR2-30933-LAUNCH1", + "UNCLEAR2-30933-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://nucleoresearch.com/", + "businessModel": "临床影像软件；研究合作、采购及收费未拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读CT分割、肌少症和病灶分类自述；98%专家一致与2500倍速度的样本、任务、比较方式和独立临床验证未取得。", + "evidenceIds": [ + "UNCLEAR2-30933-HOME", + "UNCLEAR2-30933-LAUNCH1" + ] + } } ], "observations": [ @@ -38620,6 +39022,126 @@ "evidence": "UNCLEAR1-30408-HOME", "bound": ">", "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-SIGNALS-CLIENT", + "company": "YC30639", + "name": "Signals", + "kind": "客户每会话复购增收自述", + "value": 30, + "unit": "原文$，币种待核", + "timing": "2026-10-31当前YC及官网，客户实验日期不统一", + "scope": "品牌客户增收，非Signals收入", + "selection": "excluded", + "reason": "客户A/B结果不能作供应商ARPA或收入，未取得试验底账", + "evidence": "UNCLEAR2-30639-YC", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-MODELENCE-OLD", + "company": "YC30777", + "name": "Modelence", + "kind": "创始人旧平台规模描述", + "value": 500000000, + "unit": "原文$，指标/币种未核", + "timing": "2026-10-31读取，旧CodeSignal事业时点不明", + "scope": "CodeSignal平台描述，非Modelence", + "selection": "excluded", + "reason": "旧平台500M未给收入定义，不能转移公司或升级ARR", + "evidence": "UNCLEAR2-30777-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-MODELENCE-USERS", + "company": "YC30777", + "name": "Modelence", + "kind": "官网开发者及公司采用宣传", + "value": 20000, + "unit": "开发者及公司，混合口径", + "timing": "2026-10-31读取，统计期未知", + "scope": "公开采用计数自述", + "selection": "adoption", + "reason": "未明确付费、活跃、去重与分母，不反推收入", + "evidence": "UNCLEAR2-30777-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-SOLVA-OLD-PREMIUM", + "company": "YC30706", + "name": "Solva", + "kind": "团队旧保险事业保费规模", + "value": 150000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，旧事业保费期间未给", + "scope": "此前保险事业，不是Solva本体收入", + "selection": "excluded", + "reason": "保费不等净收入，主体与时点也不同，不填Solva ARR", + "evidence": "UNCLEAR2-30706-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-TRAVO-CLIENT-PURCHASE", + "company": "YC30905", + "name": "Travo", + "kind": "客户拟购房地产价值", + "value": 3000000, + "unit": "原文3M+，币种未给", + "timing": "2026-03-14发布，正在购买非已核成交", + "scope": "客户资产价值", + "selection": "excluded", + "reason": "拟购资产不是Travo软件费或ARR", + "evidence": "UNCLEAR2-30905-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-TRAVO-CLIENT-FUND", + "company": "YC30905", + "name": "Travo", + "kind": "客户基金规模自述", + "value": 200000000000, + "unit": "原文$，币种待核", + "timing": "2026-03-14发布", + "scope": "客户基金，资产管理口径未独立核", + "selection": "excluded", + "reason": "客户资产规模不能当供应商收入", + "evidence": "UNCLEAR2-30905-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-WARDSTONE-GRANT", + "company": "YC30881", + "name": "Wardstone", + "kind": "寻求支持的SBIR资助申请", + "value": 3000000, + "unit": "原文$，币种待核", + "timing": "2025-11-12发布", + "scope": "申请及支持函，非已确认授予/到账", + "selection": "excluded", + "reason": "申请、关系和支持不等公司已签收入或ARR", + "evidence": "UNCLEAR2-30881-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-TENSR-OLD-RESEARCH", + "company": "YC30904", + "name": "Tensr", + "kind": "团队此前学校科研赞助", + "value": 17000000, + "unit": "原文$，币种待核", + "timing": "2026-08-25发布，旧研究期间未给", + "scope": "UC Berkeley/Stanford研究，非Tensr收入", + "selection": "excluded", + "reason": "旧科研赞助及合同经历不迁为公司收入", + "evidence": "UNCLEAR2-30904-LAUNCH1", + "bound": ">", + "comparisonGroup": null } ], "evidence": [ @@ -69026,6 +69548,743 @@ "kind": "公司自述官方资料复核", "summary": "按原覆盖审计ai-unclear顺序取首24项，17关联公司（14新增、3复用），7保留AI主营待核。", "limitation": "仅24/192项复核，未穷尽该池；原发现计数/快照不改，当前年份和公司经营仍属公开自述。" + }, + { + "id": "UNCLEAR2-30616-YC", + "companyId": null, + "title": "args：当前YC资料", + "url": "https://www.ycombinator.com/companies/args", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。当前为代码托管/协作入口；首页含用户发布的AI项目不证明平台本身AI主营，YC短描述不足。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30619-YC", + "companyId": null, + "title": "Shor：当前YC资料", + "url": "https://www.ycombinator.com/companies/shor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队4人，状态Active。国际薪酬/EOR与跨境支付服务；自动发薪和合规并不自动证明AI核心业务。页面工资、余额和平台费是演示，非公司实际经营数字。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30631-YC", + "companyId": "YC30631", + "title": "Null Labs：当前YC资料", + "url": "https://www.ycombinator.com/companies/null-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。为自主系统提供传感器仿真、合成图像数据及闭环测试设施。 官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30635-YC", + "companyId": null, + "title": "Galactic Resource Utilization Space, Inc. (GRU Space)：当前YC资料", + "url": "https://www.ycombinator.com/companies/galactic-resource-utilization-space-inc-gru-space", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队5人，状态Active。月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30635-LAUNCH1", + "companyId": null, + "title": "GRU Space - The Moon Factory", + "url": "https://www.ycombinator.com/launches/Pfb-gru-space-the-moon-factory", + "publishedAt": "2026-03-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30635-LAUNCH2", + "companyId": null, + "title": "GRU Space: First Hotel on the Moon - Applications Open 🌕", + "url": "https://www.ycombinator.com/launches/P9g-gru-space-first-hotel-on-the-moon-applications-open", + "publishedAt": "2026-01-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30639-YC", + "companyId": "YC30639", + "title": "Signals：当前YC资料", + "url": "https://www.ycombinator.com/companies/signals", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。 当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30639-LAUNCH1", + "companyId": "YC30639", + "title": "Return Signals - proactive high-touch support for e-commerce brands", + "url": "https://www.ycombinator.com/launches/PV9-return-signals-proactive-high-touch-support-for-e-commerce-brands", + "publishedAt": "2026-02-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。 当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30656-YC", + "companyId": null, + "title": "DeepGrove：当前YC资料", + "url": "https://www.ycombinator.com/companies/deepgrove", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队3人，状态Active。YC和官网只有设备智能口号，未取得正文、模型/部署或明确主营资料，保留AI及交付范围待核，不因域名和标题入表。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30670-YC", + "companyId": "YC30670", + "title": "cocreate：当前YC资料", + "url": "https://www.ycombinator.com/companies/cocreate", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队10人，状态Active。用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。 历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30670-LAUNCH1", + "companyId": "YC30670", + "title": "CoCreate — AI-Native video editing tool", + "url": "https://www.ycombinator.com/launches/OCp-cocreate-ai-native-video-editing-tool", + "publishedAt": "2025-08-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。 历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30692-YC", + "companyId": null, + "title": "Costream：当前YC资料", + "url": "https://www.ycombinator.com/companies/costream", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队8人，状态Active。YC一句话为数字产品索引人类对话，官网仅公司名与联系入口；数据用途、AI模型/产品及买家不明确。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30704-YC", + "companyId": null, + "title": "Albacore Inc.：当前YC资料", + "url": "https://www.ycombinator.com/companies/albacore-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队18人，状态Active。自主水下系统；已明确机器人/导航交付，但本轮资料未说明学习模型或AI核心实现，AI主营资格继续待核。创始人旧公司合同、采购履历和融资不能作本公司收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30704-LAUNCH1", + "companyId": null, + "title": "🌊 Albacore – Autonomous micro-submarines", + "url": "https://www.ycombinator.com/launches/O5L-albacore-autonomous-micro-submarines", + "publishedAt": "2025-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主水下系统；已明确机器人/导航交付，但本轮资料未说明学习模型或AI核心实现，AI主营资格继续待核。创始人旧公司合同、采购履历和融资不能作本公司收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30706-YC", + "companyId": "YC30706", + "title": "Solva：当前YC资料", + "url": "https://www.ycombinator.com/companies/solva", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队7人，状态Active。以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。 2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30706-LAUNCH1", + "companyId": "YC30706", + "title": "Solva: Harvey for insurance", + "url": "https://www.ycombinator.com/launches/O7o-solva-harvey-for-insurance", + "publishedAt": "2025-08-07", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。 2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30708-YC", + "companyId": null, + "title": "Perseus Defense：当前YC资料", + "url": "https://www.ycombinator.com/companies/perseus-defense", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队3人，状态Active。自主反无人机实体系统；公开资料明确自动跟踪与制导，但尚未补足AI模型或核心AI业务证据，创始人机器学习履历不替代产品证据。成本宣传、访谈和合作意向不作收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30708-LAUNCH1", + "companyId": null, + "title": "Perseus Defense 🚀 Building America's Iron Dome for Drones", + "url": "https://www.ycombinator.com/launches/Ntm-perseus-defense-building-america-s-iron-dome-for-drones", + "publishedAt": "2025-07-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主反无人机实体系统；公开资料明确自动跟踪与制导，但尚未补足AI模型或核心AI业务证据，创始人机器学习履历不替代产品证据。成本宣传、访谈和合作意向不作收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30777-YC", + "companyId": "YC30777", + "title": "Modelence：当前YC资料", + "url": "https://www.ycombinator.com/companies/modelence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队3人，状态Active。部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。 官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30777-LAUNCH1", + "companyId": "YC30777", + "title": "Modelence: all-in-one TypeScript platform for startups", + "url": "https://www.ycombinator.com/launches/O5R-modelence-all-in-one-typescript-platform-for-startups", + "publishedAt": "2025-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。 官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30781-YC", + "companyId": null, + "title": "Duranium：当前YC资料", + "url": "https://www.ycombinator.com/companies/duranium", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队12人，状态Active。金属生产工艺和工厂；未取得AI核心交付依据。2029产量份额及目标EBITDA率是预测，不是现有利润或收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30781-LAUNCH1", + "companyId": null, + "title": "Duranium — Reshoring critical metal production", + "url": "https://www.ycombinator.com/launches/ONO-duranium-reshoring-critical-metal-production", + "publishedAt": "2025-09-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "金属生产工艺和工厂；未取得AI核心交付依据。2029产量份额及目标EBITDA率是预测，不是现有利润或收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30786-YC", + "companyId": null, + "title": "Munify：当前YC资料", + "url": "https://www.ycombinator.com/companies/munify", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队4人，状态Active。跨境金融账户/支付；稳定币及区块链不等AI主营，.ai域名不作入表证据。客户资金、费率和投资人不是已核收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30798-YC", + "companyId": null, + "title": "Ruvo：当前YC资料", + "url": "https://www.ycombinator.com/companies/ruvo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队11人，状态Active。Ruvo/Cacao同一YC业务链为美元/雷亚尔账户与支付；币种转换和自动结算不等AI主营，历史费率与客户资金不作ARR。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30798-LAUNCH1", + "companyId": null, + "title": "Cacao - Brazilians can now receive USD & crypto instantly", + "url": "https://www.ycombinator.com/launches/OAC-cacao-brazilians-can-now-receive-usd-crypto-instantly", + "publishedAt": "2025-08-15", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Ruvo/Cacao同一YC业务链为美元/雷亚尔账户与支付；币种转换和自动结算不等AI主营，历史费率与客户资金不作ARR。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30821-YC", + "companyId": "YC30821", + "title": "Efference：当前YC资料", + "url": "https://www.ycombinator.com/companies/efference", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队12人，状态Active。机器人视觉相机、联网与远端推理/训练设施。 2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30821-LAUNCH1", + "companyId": "YC30821", + "title": "Efference - Helping robots see like humans do", + "url": "https://www.ycombinator.com/launches/Ol5-efference-helping-robots-see-like-humans-do", + "publishedAt": "2025-11-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人视觉相机、联网与远端推理/训练设施。 2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30846-YC", + "companyId": "YC30846", + "title": "Parse：当前YC资料", + "url": "https://www.ycombinator.com/companies/parse-bot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队4人，状态Active。由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。 官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30846-LAUNCH1", + "companyId": "YC30846", + "title": "Parse - APIs for any website", + "url": "https://www.ycombinator.com/launches/OnX-parse-apis-for-any-website", + "publishedAt": "2025-11-08", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。 官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30857-YC", + "companyId": "YC30857", + "title": "Aspect：当前YC资料", + "url": "https://www.ycombinator.com/companies/aspect-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队3人，状态Active。集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30857-LAUNCH1", + "companyId": "YC30857", + "title": "Aspect: Intelligent media storage for creative teams.", + "url": "https://www.ycombinator.com/launches/QTB-aspect-intelligent-media-storage-for-creative-teams", + "publishedAt": "2026-05-22", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30857-LAUNCH2", + "companyId": "YC30857", + "title": "🎥 Aspect: AI platform for enterprise media content", + "url": "https://www.ycombinator.com/launches/Oi8-aspect-ai-platform-for-enterprise-media-content", + "publishedAt": "2025-10-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30874-YC", + "companyId": "YC30874", + "title": "Minro：当前YC资料", + "url": "https://www.ycombinator.com/companies/minro", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。从产品行为丰富用户上下文、识别流失风险并生成个性化挽留触达。 YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30881-YC", + "companyId": "YC30881", + "title": "Wardstone：当前YC资料", + "url": "https://www.ycombinator.com/companies/wardstone", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队8人，状态Active。模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。 按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30881-LAUNCH1", + "companyId": "YC30881", + "title": "Wardstone: Satellites for Missile Defense", + "url": "https://www.ycombinator.com/launches/OpM-wardstone-satellites-for-missile-defense", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。 按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30904-YC", + "companyId": "YC30904", + "title": "Tensr：当前YC资料", + "url": "https://www.ycombinator.com/companies/tensr", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队7人，状态Active。以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30904-LAUNCH1", + "companyId": "YC30904", + "title": "Tensr - Robotic Factories that Build Robots from Humanoids to Robots for the International Space Station", + "url": "https://www.ycombinator.com/launches/TC8-tensr-robotic-factories-that-build-robots-from-humanoids-to-robots-for-the-international-space-station", + "publishedAt": "2026-08-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30904-LAUNCH2", + "companyId": "YC30904", + "title": "Tensr: Building Autonomous Robotic Factories", + "url": "https://www.ycombinator.com/launches/OqQ-tensr-building-autonomous-robotic-factories", + "publishedAt": "2025-11-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30905-YC", + "companyId": "YC30905", + "title": "Travo：当前YC资料", + "url": "https://www.ycombinator.com/companies/travo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队4人，状态Active。用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。 当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30905-LAUNCH1", + "companyId": "YC30905", + "title": "Travo — The data infrastructure for real estate", + "url": "https://www.ycombinator.com/launches/Phe-travo-the-data-infrastructure-for-real-estate", + "publishedAt": "2026-03-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。 当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30922-YC", + "companyId": null, + "title": "Selfin：当前YC资料", + "url": "https://www.ycombinator.com/companies/selfin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。预测市场流动性及事件风险合同；服务AI云客户的风险示例不证明Selfin自身AI主营，合约资金、名义敞口和估值目标不等公司收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30922-LAUNCH1", + "companyId": null, + "title": "Selfin: protect the risk no one else covers", + "url": "https://www.ycombinator.com/launches/Opo-selfin-protect-the-risk-no-one-else-covers", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场流动性及事件风险合同；服务AI云客户的风险示例不证明Selfin自身AI主营，合约资金、名义敞口和估值目标不等公司收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30933-YC", + "companyId": "YC30933", + "title": "Nucleo：当前YC资料", + "url": "https://www.ycombinator.com/companies/nucleo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。 2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30933-LAUNCH1", + "companyId": "YC30933", + "title": "Nucleo: Automated Cancer Diagnostics", + "url": "https://www.ycombinator.com/launches/Okn-nucleo-automated-cancer-diagnostics", + "publishedAt": "2025-11-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。 2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30616-HOME", + "companyId": null, + "title": "args：当前官网读取", + "url": "https://args.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "代码仓库发现/托管界面，含用户发布的AI项目。", + "limitation": "没有当前平台AI主营正文；用户项目不能作平台AI核心产品证据。" + }, + { + "id": "UNCLEAR2-30619-HOME", + "companyId": null, + "title": "Shor：当前官网读取", + "url": "https://shorpay.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "国际薪酬、EOR及跨境支付；页面含演示工资/余额。", + "limitation": "演示金额和自动化功能不作已核收入或AI能力。" + }, + { + "id": "UNCLEAR2-30631-HOME", + "companyId": "YC30631", + "title": "Null Labs：当前官网读取", + "url": "https://n0labs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "感知系统的传感器仿真、合成图像及SITL测试。", + "limitation": "10倍覆盖为厂商宣传；客户/机构Logo不等合同，未运行或独立评测。" + }, + { + "id": "UNCLEAR2-30635-HOME", + "companyId": null, + "title": "Galactic Resource Utilization Space, Inc. (GRU Space)：当前官网读取", + "url": "https://www.gru.space/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "月球酒店和基础设施计划；当前网站首任务时间线显示2029，酒店2032。", + "limitation": "YC曾描述2027任务，时点变化保留待核；原型、预约与计划不作已完成部署或ARR。" + }, + { + "id": "UNCLEAR2-30656-HOME", + "companyId": null, + "title": "DeepGrove：当前官网读取", + "url": "https://deepgrove.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得Frontier Intelligence On Any Device标题，未取得可读正文。", + "limitation": "不能根据标题或.ai域名确认模型/主营、技术实力及收入。" + }, + { + "id": "UNCLEAR2-30692-HOME", + "companyId": null, + "title": "Costream：当前官网读取", + "url": "https://www.costream.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得公司名称、地址及联系入口。", + "limitation": "不补造对话数据用途、AI训练客户或商业模式。" + }, + { + "id": "UNCLEAR2-30704-HOME", + "companyId": null, + "title": "Albacore Inc.：当前官网读取", + "url": "https://www.albacore.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主水下系统，导航/分析及视觉感知宣传。", + "limitation": "未取得明确学习模型或AI核心实现；融资与实体规格不作AI效果或收入证明。" + }, + { + "id": "UNCLEAR2-30706-HOME", + "companyId": "YC30706", + "title": "Solva：当前官网读取", + "url": "https://solvatechnology.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前AI保险风险设施；150M保费、300000风险和160M融资为团队此前事业。", + "limitation": "旧事业保费不是Solva当前收入；平台毛保费与净佣金/软件费待拆，认证仅见自述。" + }, + { + "id": "UNCLEAR2-30708-HOME", + "companyId": null, + "title": "Perseus Defense：当前官网读取", + "url": "https://www.perseusdefense.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主反无人机实体系统及成本宣传。", + "limitation": "自动制导不自动等AI模型；成本与研发关系不是收入，不作系统工程或性能验证。" + }, + { + "id": "UNCLEAR2-30777-HOME", + "companyId": "YC30777", + "title": "Modelence：当前官网读取", + "url": "https://modelence.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "应用生产云，官网称由Agent部署/运营后端数据库和定时任务，连接编码Agent，提供托管运维。", + "limitation": "原型界面/20000开发者不是付费规模；自动重启与AI运维占比待核，未部署或读取网站技能指令执行。" + }, + { + "id": "UNCLEAR2-30781-HOME", + "companyId": null, + "title": "Duranium：当前官网读取", + "url": "https://duranium.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "关键金属生产工艺、工厂和试验设施。", + "limitation": "未取得AI核心业务说明；产业预测、利润目标和国家产量不作本公司经营实绩。" + }, + { + "id": "UNCLEAR2-30786-HOME", + "companyId": null, + "title": "Munify：当前官网读取", + "url": "https://www.munify.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "稳定币和区块链支付渠道的跨境账户及结算。", + "limitation": "金融自动化、域名和客户资金不等AI主营或公司收入。" + }, + { + "id": "UNCLEAR2-30798-HOME", + "companyId": null, + "title": "Ruvo：当前官网读取", + "url": "https://ruvo.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "巴西全球账户、Pix及美元/BRL资金服务。", + "limitation": "客户资金、收益和费率不等公司经常性收入，未取得AI主营说明。" + }, + { + "id": "UNCLEAR2-30821-HOME", + "companyId": "YC30821", + "title": "Efference：当前官网读取", + "url": "https://efference.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前机器人相机、网络与远端推理/训练，Stereo标2026年12月。", + "limitation": "2025预购曾称三月交货；未来日期与实际交付分开，硬件、训练、网络和推理收入需拆。" + }, + { + "id": "UNCLEAR2-30846-HOME", + "companyId": "YC30846", + "title": "Parse：当前官网读取", + "url": "https://parse.bot/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent构建/修复网站API，按调用及私有构建计量；私有新建75、修改50credits，注册200赠额。", + "limitation": "登录API为付费早期测试；市场免费与私有/企业服务收费不同，积分、报价和旧用户数非收入，100倍速度未验证。" + }, + { + "id": "UNCLEAR2-30857-HOME", + "companyId": "YC30857", + "title": "Aspect：当前官网读取", + "url": "https://aspect.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "媒体存储、流式素材、协作审片和AI自动整理。", + "limitation": "页面演示素材/文件数不是实际客户经营数据；存储/流量及人工迁移成本未核。" + }, + { + "id": "UNCLEAR2-30874-HOME", + "companyId": "YC30874", + "title": "Minro：当前官网读取", + "url": "https://minro.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "客户情报、行为数据、自然语言分析及Agent触达入口。", + "limitation": "候补名单和Logo不等付费；约80%身份匹配为YC自述，未独立验证准确率或隐私控制。" + }, + { + "id": "UNCLEAR2-30881-HOME", + "companyId": "YC30881", + "title": "Wardstone：当前官网读取", + "url": "https://wardstone.space/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前模块化实体拦截平台。", + "limitation": "历史红外CV演示提供AI关联；当前AI架构和占比未知，资金申请不作已授予合同或收入。" + }, + { + "id": "UNCLEAR2-30904-HOME", + "companyId": "YC30904", + "title": "Tensr：当前官网读取", + "url": "https://www.tensr.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人制造工厂和从生产数据训练规划/生产模型的路线。", + "limitation": "现有工厂与无人化目标分开；白皮书需申请，本轮未取得正文，ISS合作未独立核验。" + }, + { + "id": "UNCLEAR2-30905-HOME", + "companyId": "YC30905", + "title": "Travo：当前官网读取", + "url": "https://www.travoai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "只取得房地产数据标题，无可读正文。", + "limitation": "业务依据为2026年YC公司发布，不声称官网当前全文已读或运营已核。" + }, + { + "id": "UNCLEAR2-30922-HOME", + "companyId": null, + "title": "Selfin：当前官网读取", + "url": "https://selfin.app/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得风险保护标题，无可读正文。", + "limitation": "业务依据为官方YC描述和历史发布，AI主营仍待补证。" + }, + { + "id": "UNCLEAR2-30933-HOME", + "companyId": "YC30933", + "title": "Nucleo：当前官网读取", + "url": "https://nucleoresearch.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI自动CT分析、身体成分/肌少症与病灶分类。", + "limitation": "网页计数动画不能可靠读数，数值仅引用有日期发布；未核独立临床验证、监管许可或医院付费。" + }, + { + "id": "UNCLEAR2-INDEX", + "companyId": null, + "title": "原AI不明候选第二批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项中第25—48项：13新增公司，11仍AI主营待核，无重复公司。", + "limitation": "原发现审计不改，累计本轮两批48项及此前OpenSEO1项；其余143项继续补核，不称全来源覆盖。" } ], "reviews": [ @@ -74243,6 +75502,109 @@ "UNCLEAR1-30420-CODE" ], "handling": "价格/赠额/成本节省不作收入；公开材料可读非独立评测，Cua云VM成本不混入其软件订阅。" + }, + { + "id": "UNCLEAR2-R-BUSINESS", + "type": "AI不明候选补证与转型边界", + "company": "Null Labs、Signals、cocreate、Solva、Modelence、Efference、Parse、Aspect、Minro、Wardstone、Tensr、Travo、Nucleo", + "scope": "companies", + "companyIds": [ + "YC30631", + "YC30639", + "YC30670", + "YC30706", + "YC30777", + "YC30821", + "YC30846", + "YC30857", + "YC30874", + "YC30881", + "YC30904", + "YC30905", + "YC30933" + ], + "summary": "按具体AI/模型/Agent任务补入13公司，2026年Signals与其余2025年成立自述分开。", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30639-YC", + "UNCLEAR2-30670-YC", + "UNCLEAR2-30706-YC", + "UNCLEAR2-30777-YC", + "UNCLEAR2-30821-YC", + "UNCLEAR2-30846-YC", + "UNCLEAR2-30857-YC", + "UNCLEAR2-30874-YC", + "UNCLEAR2-30881-YC", + "UNCLEAR2-30904-YC", + "UNCLEAR2-30905-YC", + "UNCLEAR2-30933-YC" + ], + "handling": "不回写原初筛；Efference、Solva与Modelence现行路线和旧产品/通用功能分开，法律主体、合同与AI贡献待核。" + }, + { + "id": "UNCLEAR2-R-PENDING", + "type": "自主自动化和AI主营资格分开", + "company": "YC AI不明候选第二批", + "scope": "dataset", + "summary": "11项保留AI主营待核，包括自主硬件、金融服务、材料、标题/空简介等。", + "evidenceIds": [ + "UNCLEAR2-INDEX", + "UNCLEAR2-30616-YC", + "UNCLEAR2-30619-YC", + "UNCLEAR2-30635-YC", + "UNCLEAR2-30656-YC", + "UNCLEAR2-30692-YC", + "UNCLEAR2-30704-YC", + "UNCLEAR2-30708-YC", + "UNCLEAR2-30781-YC", + "UNCLEAR2-30786-YC", + "UNCLEAR2-30798-YC", + "UNCLEAR2-30922-YC" + ], + "handling": "自主/自动化、创始人AI履历、AI客户、.ai域名和用户仓库不能单独作为AI核心主营证明；不称永久排除。" + }, + { + "id": "UNCLEAR2-R-TECH", + "type": "训练仿真、机器人感知与临床性能声明", + "company": "Null Labs、Efference、Nucleo", + "scope": "companies", + "companyIds": [ + "YC30631", + "YC30821", + "YC30933" + ], + "summary": "仅记录可读技术自述，区分训练数据、硬件/推理与临床辅助的交付。", + "evidenceIds": [ + "UNCLEAR2-30631-HOME", + "UNCLEAR2-30821-HOME", + "UNCLEAR2-30933-HOME", + "UNCLEAR2-30933-LAUNCH1" + ], + "handling": "没有独立运行、临床许可或泛化能力证明；发布日期、预购及未来交货不当实际完成。" + }, + { + "id": "UNCLEAR2-R-FINANCE", + "type": "客户成果、旧事业及资助申请不作ARR", + "company": "Signals、Modelence、Solva、Travo、Wardstone、Tensr", + "scope": "companies", + "companyIds": [ + "YC30639", + "YC30777", + "YC30706", + "YC30905", + "YC30881", + "YC30904" + ], + "summary": "复购增收、旧平台描述/保费、客户房地产/基金、SBIR申请和旧科研赞助分别归属。", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30777-YC", + "UNCLEAR2-30706-HOME", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30881-LAUNCH1", + "UNCLEAR2-30904-LAUNCH1" + ], + "handling": "本批无可比自身收入；保费/支付流量、融资/资助和软件费不可混算，未因数字差异推断财务造假。" } ], "coverage": { @@ -77037,6 +78399,383 @@ "note": "原始ai-unclear；YC当前自报2025成立。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。 复用已有公司。" } ] + }, + { + "id": "YC-AI-UNCLEAR-2", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明候选第25—48项，按原发现顺序读取YC当前资料、历史发布及可访问官网；13新增，11仍AI主营待核。两批48项加此前OpenSEO1项已有复核记录，其余143项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI2-30616", + "name": "args", + "url": "https://www.ycombinator.com/companies/args", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30616-YC", + "UNCLEAR2-30616-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。当前为代码托管/协作入口；首页含用户发布的AI项目不证明平台本身AI主营，YC短描述不足。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30619", + "name": "Shor", + "url": "https://www.ycombinator.com/companies/shor", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30619-YC", + "UNCLEAR2-30619-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。国际薪酬/EOR与跨境支付服务；自动发薪和合规并不自动证明AI核心业务。页面工资、余额和平台费是演示，非公司实际经营数字。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30631", + "name": "Null Labs", + "url": "https://www.ycombinator.com/companies/null-labs", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30631", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30631-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。为自主系统提供传感器仿真、合成图像数据及闭环测试设施。 官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30635", + "name": "Galactic Resource Utilization Space, Inc. (GRU Space)", + "url": "https://www.ycombinator.com/companies/galactic-resource-utilization-space-inc-gru-space", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30635-YC", + "UNCLEAR2-30635-LAUNCH1", + "UNCLEAR2-30635-LAUNCH2", + "UNCLEAR2-30635-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30639", + "name": "Signals", + "url": "https://www.ycombinator.com/companies/signals", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30639", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30639-LAUNCH1" + ], + "note": "原ai-unclear，YC当前自报2026成立。以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。 当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30656", + "name": "DeepGrove", + "url": "https://www.ycombinator.com/companies/deepgrove", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30656-YC", + "UNCLEAR2-30656-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。YC和官网只有设备智能口号，未取得正文、模型/部署或明确主营资料，保留AI及交付范围待核，不因域名和标题入表。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30670", + "name": "cocreate", + "url": "https://www.ycombinator.com/companies/cocreate", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30670", + "evidenceIds": [ + "UNCLEAR2-30670-YC", + "UNCLEAR2-30670-LAUNCH1" + ], + "note": "原ai-unclear，YC当前自报2025成立。用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。 历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30692", + "name": "Costream", + "url": "https://www.ycombinator.com/companies/costream", + "categoryId": "C00", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30692-YC", + "UNCLEAR2-30692-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。YC一句话为数字产品索引人类对话，官网仅公司名与联系入口；数据用途、AI模型/产品及买家不明确。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30704", + "name": "Albacore Inc.", + "url": "https://www.ycombinator.com/companies/albacore-inc", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30704-YC", + "UNCLEAR2-30704-LAUNCH1", + "UNCLEAR2-30704-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。自主水下系统；已明确机器人/导航交付，但本轮资料未说明学习模型或AI核心实现，AI主营资格继续待核。创始人旧公司合同、采购履历和融资不能作本公司收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30706", + "name": "Solva", + "url": "https://www.ycombinator.com/companies/solva", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30706", + "evidenceIds": [ + "UNCLEAR2-30706-YC", + "UNCLEAR2-30706-LAUNCH1", + "UNCLEAR2-30706-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。 2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30708", + "name": "Perseus Defense", + "url": "https://www.ycombinator.com/companies/perseus-defense", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30708-YC", + "UNCLEAR2-30708-LAUNCH1", + "UNCLEAR2-30708-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。自主反无人机实体系统；公开资料明确自动跟踪与制导，但尚未补足AI模型或核心AI业务证据，创始人机器学习履历不替代产品证据。成本宣传、访谈和合作意向不作收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30777", + "name": "Modelence", + "url": "https://www.ycombinator.com/companies/modelence", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30777", + "evidenceIds": [ + "UNCLEAR2-30777-YC", + "UNCLEAR2-30777-LAUNCH1", + "UNCLEAR2-30777-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。 官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30781", + "name": "Duranium", + "url": "https://www.ycombinator.com/companies/duranium", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30781-YC", + "UNCLEAR2-30781-LAUNCH1", + "UNCLEAR2-30781-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。金属生产工艺和工厂；未取得AI核心交付依据。2029产量份额及目标EBITDA率是预测，不是现有利润或收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30786", + "name": "Munify", + "url": "https://www.ycombinator.com/companies/munify", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30786-YC", + "UNCLEAR2-30786-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。跨境金融账户/支付；稳定币及区块链不等AI主营，.ai域名不作入表证据。客户资金、费率和投资人不是已核收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30798", + "name": "Ruvo", + "url": "https://www.ycombinator.com/companies/ruvo", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30798-YC", + "UNCLEAR2-30798-LAUNCH1", + "UNCLEAR2-30798-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。Ruvo/Cacao同一YC业务链为美元/雷亚尔账户与支付；币种转换和自动结算不等AI主营，历史费率与客户资金不作ARR。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30821", + "name": "Efference", + "url": "https://www.ycombinator.com/companies/efference", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30821", + "evidenceIds": [ + "UNCLEAR2-30821-YC", + "UNCLEAR2-30821-LAUNCH1", + "UNCLEAR2-30821-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。机器人视觉相机、联网与远端推理/训练设施。 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"原ai-unclear，YC当前自报2025成立。模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。 按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30904", + "name": "Tensr", + "url": "https://www.ycombinator.com/companies/tensr", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30904", + "evidenceIds": [ + "UNCLEAR2-30904-YC", + "UNCLEAR2-30904-LAUNCH1", + "UNCLEAR2-30904-LAUNCH2", + "UNCLEAR2-30904-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30905", + "name": "Travo", + "url": "https://www.ycombinator.com/companies/travo", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30905", + "evidenceIds": [ + "UNCLEAR2-30905-YC", + "UNCLEAR2-30905-LAUNCH1", + 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"原ai-unclear，YC当前自报2025成立。以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。 2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 后续补证入表，非独立财务/技术审计。" + } + ] } ], "directoryRechecks": [ @@ -77249,6 +78988,160 @@ "UNCLEAR1-30604-LAUNCH1" ], "reason": "本轮人工阅读当前YC与历史公司发布，补足AI业务依据；复用已有公司记录，不重复新增。 不回写原1428条初筛及928条新增目录计数。" + }, + { + "ycId": 30631, + "originalStatus": "ai-unclear", + "companyId": "YC30631", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30631-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30639, + "originalStatus": "ai-unclear", + "companyId": "YC30639", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30639-LAUNCH1" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30670, + "originalStatus": "ai-unclear", + "companyId": "YC30670", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30670-YC", + "UNCLEAR2-30670-LAUNCH1" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30706, + "originalStatus": "ai-unclear", + "companyId": "YC30706", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30706-YC", + "UNCLEAR2-30706-LAUNCH1", + "UNCLEAR2-30706-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30777, + "originalStatus": "ai-unclear", + "companyId": "YC30777", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30777-YC", + "UNCLEAR2-30777-LAUNCH1", + "UNCLEAR2-30777-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30821, + "originalStatus": "ai-unclear", + "companyId": "YC30821", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30821-YC", + "UNCLEAR2-30821-LAUNCH1", + "UNCLEAR2-30821-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30846, + "originalStatus": "ai-unclear", + "companyId": "YC30846", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30846-YC", + "UNCLEAR2-30846-LAUNCH1", + "UNCLEAR2-30846-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30857, + "originalStatus": "ai-unclear", + "companyId": "YC30857", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30857-YC", + "UNCLEAR2-30857-LAUNCH1", + "UNCLEAR2-30857-LAUNCH2", + "UNCLEAR2-30857-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30874, + "originalStatus": "ai-unclear", + "companyId": "YC30874", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30874-YC", + "UNCLEAR2-30874-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30881, + "originalStatus": "ai-unclear", + "companyId": "YC30881", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30881-YC", + "UNCLEAR2-30881-LAUNCH1", + "UNCLEAR2-30881-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30904, + "originalStatus": "ai-unclear", + "companyId": "YC30904", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30904-YC", + "UNCLEAR2-30904-LAUNCH1", + "UNCLEAR2-30904-LAUNCH2", + "UNCLEAR2-30904-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30905, + "originalStatus": "ai-unclear", + "companyId": "YC30905", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30905-YC", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30905-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30933, + "originalStatus": "ai-unclear", + "companyId": "YC30933", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30933-YC", + "UNCLEAR2-30933-LAUNCH1", + "UNCLEAR2-30933-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 不回写原1428条发现及928条原新增目录计数。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index b1e1cc3..2ca2192 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-1", + "version": "2026-10-31-ai-unclear-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 本轮另补核原AI不明池首24/192：14新增、3复用、7 AI主营待核（pending-ai），保留原审计不回写；本批外168项中OpenSEO已有较早复核，其余167项继续补核。Scalar Field历史月收入未声明MRR，客户收入/示例/成本排除，自备算力和软件中继收费分开。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已完成两批48项补核：27新增、3复用、18保留AI主营待核；另有此前OpenSEO复核1项，合计49项已有后续记录，其余143项继续补核。原发现审计及928条初始新增不回写。Scalar Field历史月收入非已确认MRR；客户成果、旧事业保费/平台、资助申请及旧科研赞助排除ARR；自主硬件/自动化、.ai域名和AI客户不单独作为AI主营证明。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 7aa46db..21b9545 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-1", + "sourceVersion": "2026-10-31-ai-unclear-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 790dda09de1c78f99160b7e2a572750a34c74590 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:44:51 +0800 Subject: [PATCH 23/29] Review third uncertain AI cohort and retain shutdown and mixed service evidence --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 46 +- content/research/ai-companies.seed.json | 1919 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1961 insertions(+), 16 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 8be9a2c..616e4a3 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1078); + assert.equal(research.companies.length, 1090); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2831); - assert.equal(research.observations.length, 380); + assert.equal(research.evidence.length, 2901); + assert.equal(research.observations.length, 388); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 4caffc0..c6d9cdb 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1078); - assert.equal(initial.evidence.length, 2831); - assert.equal(initial.observations.length, 380); + assert.equal(initial.companies.length, 1090); + assert.equal(initial.evidence.length, 2901); + assert.equal(initial.observations.length, 388); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 176); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 14); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 179); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 15); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1078); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1090); assert.equal(summary.reduce((n, c) => n + c.self, 0), 53); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1004); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1016); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,8 +124,8 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 88); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 19); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 93); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 20); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); @@ -522,6 +522,34 @@ test("a second uncertain cohort admits evidenced AI tasks while preserving auton assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR2-"))); }); +test("the third uncertain cohort retains shutdowns, unknown scale and mixed data-service economics", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-3")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(48, 72); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 12); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 12); + for (const name of ["Voltair", "Mirabelle", "ZeroSettle", "Kyten Technologies"]) { + assert.equal(batch.records.find((r) => r.name === name)!.companyId, undefined); + } + const klaus = snapshot.companies.find((c) => c.id === "YC31084")!; + assert.equal(klaus.revenueStatus, "unknown", "a shutdown must not manufacture a zero revenue report"); + assert.match(klaus.stage, /2026-09-01停服/); + assert.ok(!snapshot.observations.some((o) => o.company === klaus.id)); + const openspec = snapshot.companies.find((c) => c.id === "YC31116")!; + assert.equal(openspec.team, null, "missing staff count stays unknown"); + assert.equal(openspec.year, 2025, "a license copyright line alone is not a company founding date"); + assert.equal(openspec.technicalReview!.level, "public-artifact"); + assert.match(snapshot.companies.find((c) => c.id === "YC31095")!.businessModel!, /清洁/); + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR3-")); + assert.equal(figures.length, 8); + assert.ok(figures.every((o) => ["excluded", "adoption"].includes(o.selection) && !o.metric && o.comparisonGroup === null)); + assert.equal(figures.find((o) => o.id.endsWith("SHORTKIT-OLD-ARR"))!.selection, "excluded"); + assert.equal(figures.find((o) => o.id.endsWith("KALPA-TRAIN-COST"))!.selection, "excluded"); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR3-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index af829ac..0527caa 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-2", + "version": "2026-10-31-ai-unclear-3", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -33156,6 +33156,401 @@ "UNCLEAR2-30933-LAUNCH1" ] } + }, + { + "id": "YC30959", + "name": "Kalpa Labs", + "url": "https://www.ycombinator.com/companies/kalpa-labs", + "channel": "S01", + "cat": "C01", + "year": 2025, + "team": 3, + "location": null, + "business": "研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。", + "buyer": "语音应用及模型开发团队", + "delivery": "当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。", + "notes": "当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网1000分钟/三个月赠额，随后合同；实际单价未核", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30959-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://kalpalabs.ai/", + "businessModel": "语音模型/API及合同；实际计费与毛利未核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读统一语音、模型/数据/训练成本及当前TTS API描述；没有运行模型、核账或独立核榜单，不将低训练成本主张作已证性能/毛利。", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-HOME" + ] + }, + "pricingEvidence": "UNCLEAR3-30959-HOME" + }, + { + "id": "YC30992", + "name": "Amera", + "url": "https://www.ycombinator.com/companies/amera", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 12, + "location": null, + "business": "以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。", + "buyer": "自筹保险计划、第三方管理者及支付方", + "delivery": "官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。", + "notes": "官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-30992-YC", + "UNCLEAR3-30992-LAUNCH1", + "UNCLEAR3-30992-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://amerahealthsolutions.com/", + "businessModel": "医疗保险管理软件及实施；按量/订阅收费与人工成本未核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31041", + "name": "Ploy", + "url": "https://www.ycombinator.com/companies/ploy", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 14, + "location": null, + "business": "以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。", + "buyer": "创业者及营销团队", + "delivery": "按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。", + "notes": "按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31041-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31041-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://ploy.ai", + "businessModel": "营销平台、托管及Agent工作；收费与人工服务占比待核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31043", + "name": "Advanced Metal Research", + "url": "https://www.ycombinator.com/companies/advanced-metal-research", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 3, + "location": null, + "business": "机器人焊接单元，以计算机视觉跟踪及检查，并提供可由Agent接入的工业机器人平台。", + "buyer": "焊接及工业制造团队", + "delivery": "YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。", + "notes": "YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://advancedmetalresearch.com/", + "businessModel": "工业硬件、控制软件和可选付费技能；一次性与经常性收入待拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读闭环焊接CV、开放控制器、Agent集成与付费技能自述；未运行、验焊或核全源码/许可。", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ] + } + }, + { + "id": "YC31058", + "name": "Eos AI", + "url": "https://www.ycombinator.com/companies/eos-ai", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 2, + "location": null, + "business": "统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。", + "buyer": "诊所、医院及医疗运营团队", + "delivery": "YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。", + "notes": "YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31058-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.helloeos.ai/", + "businessModel": "医疗数据/工作流软件与部署；定制实施占比未核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读医疗数据分布统一、预测和工作流自述；VERA/LUCIA增益和跨院效果未独立测试。", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-HOME" + ] + } + }, + { + "id": "YC31081", + "name": "One Robot", + "url": "https://www.ycombinator.com/companies/one-robot", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 2, + "location": null, + "business": "以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。", + "buyer": "机器人策略训练及评估团队", + "delivery": "按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。", + "notes": "按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-LAUNCH1", + "UNCLEAR3-31081-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.onerobot.io/", + "businessModel": "世界模型仿真/评估及数据设施；实际套餐和定制服务未知", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读从机器人数据学习世界模型、策略评估与目标轨迹生成说明；未运行或核实机迁移。", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-HOME" + ] + } + }, + { + "id": "YC31084", + "name": "Klaus AI", + "url": "https://www.ycombinator.com/companies/klaus-ai", + "channel": "S01", + "cat": "C09", + "year": 2025, + "team": 2, + "location": null, + "business": "历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。", + "buyer": "个人及小团队Agent用户", + "delivery": "官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。", + "notes": "官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网称停服前已取消订阅；历史实收及套餐金额未核，不补零", + "stage": "官网宣布2026-09-01停服；YC Inactive；法律公司状态未独立核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31084-YC", + "UNCLEAR3-31084-LAUNCH1", + "UNCLEAR3-31084-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://klausai.com", + "businessModel": "历史云助手订阅；服务已结束，既往实收未知", + "entityBasis": "YC历史发布usebits.com、当前klausai.com及页脚Usebits Inc关联；独立注册和历史收费主体未核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31085", + "name": "Janeen", + "url": "https://www.ycombinator.com/companies/janeen", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 5, + "location": null, + "business": "学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。", + "buyer": "输注诊所及医务运营人员", + "delivery": "同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。", + "notes": "同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31085-YC", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31085-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://janeen.care", + "businessModel": "医疗行政工作流软件/服务；人工代办、收费与合同待拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31095", + "name": "Asimov", + "url": "https://www.ycombinator.com/companies/asimov", + "channel": "S01", + "cat": "C02", + "year": 2026, + "team": 3, + "location": null, + "business": "采集多种家庭/商业场景的人体活动，处理为机器人训练数据。", + "buyer": "机器人训练实验室及数据买家", + "delivery": "公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。", + "notes": "公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。 法律主体、实际收费及独立技术效果仍待核。 官网另称拥有清洁公司，每周为逾100名创始人、投资者和学生提供免费或降价清洁；不等100名数据付费客户，清洁服务收入、数据销售与补贴需分开。", + "cohort": "2026年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31095-YC", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31095-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://tryasimov.ai/", + "businessModel": "训练数据交付与人工采集/硬件运营，兼有自营清洁服务；清洁收费/补贴、合作报酬、数据销售及分成须拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31096", + "name": "shortkit", + "url": "https://www.ycombinator.com/companies/shortkit", + "channel": "S01", + "cat": "C08", + "year": 2026, + "team": 2, + "location": null, + "business": "提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。", + "buyer": "消费应用及出版平台", + "delivery": "ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。", + "notes": "ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31096-YC", + "UNCLEAR3-31096-LAUNCH1", + "UNCLEAR3-31096-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.shortkit.dev", + "businessModel": "媒体基础设施、SDK与推荐服务；带宽、广告分成及软件收费待拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31097", + "name": "REV1", + "url": "https://www.ycombinator.com/companies/rev1", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "以AI把3D CAD模型转为带尺寸公差的2D制造图纸。", + "buyer": "机械工程及制造设计团队", + "delivery": "按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。", + "notes": "按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31097-YC", + "UNCLEAR3-31097-LAUNCH1", + "UNCLEAR3-31097-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://rev1.so", + "businessModel": "工程设计软件；订阅、按图或实施收费未知", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31116", + "name": "OpenSpec", + "url": "https://www.ycombinator.com/companies/openspec", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": null, + "location": null, + "business": "以持久规范和变更计划协调编码Agent与多人/跨仓库开发。", + "buyer": "使用编码Agent的开发者及工程团队", + "delivery": "公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。", + "notes": "公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": null, + "price": "MIT开源框架；Workspaces团队方向的付费及合同未核", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31116-YC", + "UNCLEAR3-31116-LAUNCH1", + "UNCLEAR3-31116-HOME", + "UNCLEAR3-31116-README", + "UNCLEAR3-31116-LICENSE" + ], + "revenueStatus": "unknown", + "extraUrl": "http://openspec.dev", + "businessModel": "MIT开源框架；Workspaces团队方向与实际商业收费待核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开README及MIT许可证可读；规范/变更和跨仓库beta范围分开。未安装、运行或独立验证降低错误的效果。", + "evidenceIds": [ + "UNCLEAR3-31116-README", + "UNCLEAR3-31116-LICENSE" + ] + } } ], "observations": [ @@ -39142,6 +39537,126 @@ "evidence": "UNCLEAR2-30904-LAUNCH1", "bound": ">", "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-KALPA-TRAIN-COST", + "company": "YC30959", + "name": "Kalpa Labs", + "kind": "800M模型训练成本主张", + "value": 1000, + "unit": "原文$，币种待核", + "timing": "2025-11-11发布，训练期及成本边界未给", + "scope": "厂商训练支出自述，非收入", + "selection": "excluded", + "reason": "未核训练范围/硬件/核算，不作收入、毛利或独立成本比较", + "evidence": "UNCLEAR3-30959-LAUNCH1", + "bound": "<", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-AMERA-CLIENT-MEMBERS", + "company": "YC30992", + "name": "Amera", + "kind": "合作支付方覆盖会员", + "value": 100000, + "unit": "会员", + "timing": "2026-10-31当前YC自述，统计期未知", + "scope": "客户会员，非Amera付费客户", + "selection": "excluded", + "reason": "客户覆盖不等供应商客户数/订阅数，不反推收入", + "evidence": "UNCLEAR3-30992-YC", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-PLOY-COHORT-USAGE", + "company": "YC31041", + "name": "Ploy", + "kind": "YC P26公司采用占比自述", + "value": 13, + "unit": "%", + "timing": "2026-06-17发布", + "scope": "批次内公司使用，分母及付费未核", + "selection": "adoption", + "reason": "使用占比不是付费率，不以融资或客户收入填供应商ARR", + "evidence": "UNCLEAR3-31041-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-EOS-CLIENT-RECOVERY", + "company": "YC31058", + "name": "Eos AI", + "kind": "早期诊所收入恢复宣传", + "value": 37, + "unit": "%", + "timing": "2026-03-05发布，客户实验期未给", + "scope": "客户收入恢复，非Eos收入", + "selection": "excluded", + "reason": "分母、合同分成与底账未知，客户效果不等供应商实收", + "evidence": "UNCLEAR3-31058-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-JANEEN-DRUG-COST", + "company": "YC31085", + "name": "Janeen", + "kind": "患者年度生物药费用例子", + "value": 80000, + "unit": "原文$，币种待核", + "timing": "2026-01-29发布", + "scope": "患者/诊所药费，非Janeen收入", + "selection": "excluded", + "reason": "药费/报销和平台服务费主体不同，不能作自身ARR", + "evidence": "UNCLEAR3-31085-LAUNCH1", + "bound": "≥", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-SHORTKIT-OLD-ARR", + "company": "YC31096", + "name": "shortkit", + "kind": "创始人曾任职旧SaaS的ARR", + "value": 6000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31当前YC自述，旧事业时点未给", + "scope": "首位员工旧公司业绩，非ShortKit", + "selection": "excluded", + "reason": "明确不同经营主体，旧ARR不能转移到新公司", + "evidence": "UNCLEAR3-31096-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-OPENSPEC-OLD-STARS", + "company": "YC31116", + "name": "OpenSpec", + "kind": "历史GitHub stars自述", + "value": 27000, + "unit": "stars", + "timing": "2026-03-06发布", + "scope": "开源社区关注量", + "selection": "adoption", + "reason": "stars不等安装、活跃、付费或收入；只保留当时快照", + "evidence": "UNCLEAR3-31116-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-OPENSPEC-CURRENT-STARS", + "company": "YC31116", + "name": "OpenSpec", + "kind": "官网当前GitHub stars显示", + "value": 73400, + "unit": "stars", + "timing": "2026-10-31读取，缓存同步时间未知", + "scope": "官网转引社区关注量", + "selection": "adoption", + "reason": "官网缓存可能与GitHub不同步，不与历史数相加，不反推收入", + "evidence": "UNCLEAR3-31116-HOME", + "bound": "≈", + "comparisonGroup": null } ], "evidence": [ @@ -70285,6 +70800,776 @@ "kind": "公司自述官方资料复核", "summary": "原192项中第25—48项：13新增公司，11仍AI主营待核，无重复公司。", "limitation": "原发现审计不改，累计本轮两批48项及此前OpenSEO1项；其余143项继续补核，不称全来源覆盖。" + }, + { + "id": "UNCLEAR3-30959-YC", + "companyId": "YC30959", + "title": "Kalpa Labs：YC当前复核", + "url": "https://www.ycombinator.com/companies/kalpa-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3、状态Active。研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。 当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30959-LAUNCH1", + "companyId": "YC30959", + "title": "Kalpa Labs: Scaling Generalist Speech Models", + "url": "https://www.ycombinator.com/launches/Op4-kalpa-labs-scaling-generalist-speech-models", + "publishedAt": "2025-11-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。 当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30964-YC", + "companyId": null, + "title": "Sava Trust Company：YC当前复核", + "url": "https://www.ycombinator.com/companies/sava-trust-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队8、状态Active。信托与遗产服务；当前YC和极短发布未给AI核心任务，官网无法读取，继续待核。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30964-LAUNCH1", + "companyId": null, + "title": "Sava", + "url": "https://www.ycombinator.com/launches/OkS-sava", + "publishedAt": "2025-11-03", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "信托与遗产服务；当前YC和极短发布未给AI核心任务，官网无法读取，继续待核。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30973-YC", + "companyId": null, + "title": "General Astronautics：YC当前复核", + "url": "https://www.ycombinator.com/companies/generalastro", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4、状态Active。太空实验/制造机器人，当前口号含superintelligent，但官网只有联系入口，历史仅自主实验流程；学习模型/AI核心业务仍需补证。宇航员工时成本不作公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30973-LAUNCH1", + "companyId": null, + "title": "General Astronautics — Robots for Space", + "url": "https://www.ycombinator.com/launches/PY8-general-astronautics-robots-for-space", + "publishedAt": "2026-02-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "太空实验/制造机器人，当前口号含superintelligent，但官网只有联系入口，历史仅自主实验流程；学习模型/AI核心业务仍需补证。宇航员工时成本不作公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30978-YC", + "companyId": null, + "title": "Miniswap：YC当前复核", + "url": "https://www.ycombinator.com/companies/miniswap", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。桌游微缩模型市场及目录匹配；自动填表/结构化商品目录不单独证明AI主营，商品标价与交易额不等平台收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30978-LAUNCH1", + "companyId": null, + "title": "Miniswap: The Marketplace for Tabletop Games", + "url": "https://www.ycombinator.com/launches/Ood-miniswap-the-marketplace-for-tabletop-games", + "publishedAt": "2025-11-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "桌游微缩模型市场及目录匹配；自动填表/结构化商品目录不单独证明AI主营，商品标价与交易额不等平台收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30992-YC", + "companyId": "YC30992", + "title": "Amera：YC当前复核", + "url": "https://www.ycombinator.com/companies/amera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队12、状态Active。以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。 官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30992-LAUNCH1", + "companyId": "YC30992", + "title": "Amera - Automating health insurance claims processing", + "url": "https://www.ycombinator.com/launches/OmI-amera-automating-health-insurance-claims-processing", + "publishedAt": "2025-11-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。 官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31003-YC", + "companyId": null, + "title": "Voltair：YC当前复核", + "url": "https://www.ycombinator.com/companies/voltair", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队5、状态Active。自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31003-LAUNCH1", + "companyId": null, + "title": "Voltair: Network of Distributed Autonomous Drones for Earth observation", + "url": "https://www.ycombinator.com/launches/PhE-voltair-network-of-distributed-autonomous-drones-for-earth-observation", + "publishedAt": "2026-03-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31003-LAUNCH2", + "companyId": null, + "title": "Voltair: Drones that Charge on Power Lines", + "url": "https://www.ycombinator.com/launches/PG8-voltair-drones-that-charge-on-power-lines", + "publishedAt": "2026-01-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31004-YC", + "companyId": null, + "title": "Dome：YC当前复核", + "url": "https://www.ycombinator.com/companies/dome", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Inactive。预测市场统一API；YC Inactive，官网无可读正文。开发者API和AI客户关系不证明AI主营，资金/成交量非ARR。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31004-LAUNCH1", + "companyId": null, + "title": "Dome - A unified API for prediction markets", + "url": "https://www.ycombinator.com/launches/OiX-dome-a-unified-api-for-prediction-markets", + "publishedAt": "2025-10-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场统一API；YC Inactive，官网无可读正文。开发者API和AI客户关系不证明AI主营，资金/成交量非ARR。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31016-YC", + "companyId": null, + "title": "Crosslayer Labs：YC当前复核", + "url": "https://www.ycombinator.com/companies/crosslayer-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3、状态Active。网站/API基础设施安全监测及多层信号关联；创始人AI安全研究不替代当前产品AI核心证据。标准覆盖网站/证书量不当公司客户或收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31016-LAUNCH1", + "companyId": null, + "title": "Crosslayer Labs: We discovered (and can protect you against) a new attack allowing hackers to spoof any website(!)", + "url": "https://www.ycombinator.com/launches/PR7-crosslayer-labs-we-discovered-and-can-protect-you-against-a-new-attack-allowing-hackers-to-spoof-any-website", + "publishedAt": "2026-02-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "网站/API基础设施安全监测及多层信号关联；创始人AI安全研究不替代当前产品AI核心证据。标准覆盖网站/证书量不当公司客户或收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31021-YC", + "companyId": null, + "title": "Zephyr Fusion：YC当前复核", + "url": "https://www.ycombinator.com/companies/zephyr-fusion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。空间聚变电源；给数据中心/AI计算供电属于邻接用途，未取得自身AI核心交付依据。未来功率/工厂或行业成本不是收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31021-LAUNCH1", + "companyId": null, + "title": "Zephyr Fusion: In-orbit fusion power", + "url": "https://www.ycombinator.com/launches/Oox-zephyr-fusion-in-orbit-fusion-power", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "空间聚变电源；给数据中心/AI计算供电属于邻接用途，未取得自身AI核心交付依据。未来功率/工厂或行业成本不是收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31040-YC", + "companyId": null, + "title": "CatchBack Cards：YC当前复核", + "url": "https://www.ycombinator.com/companies/catchback-cards", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队7、状态Active。收藏卡数字包及实物交易平台；个性化概率、密码学工具和市场活动不证明AI主营，卡片GMV/回购额非净收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31040-LAUNCH1", + "companyId": null, + "title": "CatchBack Cards: Maximizing the thrill of collecting trading cards", + "url": "https://www.ycombinator.com/launches/PHo-catchback-cards-maximizing-the-thrill-of-collecting-trading-cards", + "publishedAt": "2026-01-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "收藏卡数字包及实物交易平台；个性化概率、密码学工具和市场活动不证明AI主营，卡片GMV/回购额非净收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31041-YC", + "companyId": "YC31041", + "title": "Ploy：YC当前复核", + "url": "https://www.ycombinator.com/companies/ploy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队14、状态Active。以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。 按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31041-LAUNCH1", + "companyId": "YC31041", + "title": "Ploy turns your website into your company's growth engine.", + "url": "https://www.ycombinator.com/launches/QuH-ploy-turns-your-website-into-your-company-s-growth-engine", + "publishedAt": "2026-06-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。 按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31043-YC", + "companyId": "YC31043", + "title": "Advanced Metal Research：YC当前复核", + "url": "https://www.ycombinator.com/companies/advanced-metal-research", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3、状态Active。机器人焊接单元，以计算机视觉跟踪及检查，并提供可由Agent接入的工业机器人平台。 YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31058-YC", + "companyId": "YC31058", + "title": "Eos AI：YC当前复核", + "url": "https://www.ycombinator.com/companies/eos-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。 YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31058-LAUNCH1", + "companyId": "YC31058", + "title": "Eos AI - Autonomous OS for hospitals", + "url": "https://www.ycombinator.com/launches/Pct-eos-ai-autonomous-os-for-hospitals", + "publishedAt": "2026-03-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。 YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31062-YC", + "companyId": null, + "title": "Hlabs：YC当前复核", + "url": "https://www.ycombinator.com/companies/hlabs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队1、状态Active。机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31062-LAUNCH1", + "companyId": null, + "title": "HLabs: US-made robot actuators and electronics", + "url": "https://www.ycombinator.com/launches/PfW-hlabs-us-made-robot-actuators-and-electronics", + "publishedAt": "2026-03-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31062-LAUNCH2", + "companyId": null, + "title": "HLabs: US-made robot actuators and electronics", + "url": "https://www.ycombinator.com/launches/PfX-hlabs-us-made-robot-actuators-and-electronics", + "publishedAt": "2026-03-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31081-YC", + "companyId": "YC31081", + "title": "One Robot：YC当前复核", + "url": "https://www.ycombinator.com/companies/one-robot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。 按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31081-LAUNCH1", + "companyId": "YC31081", + "title": "One Robot - World models for robots", + "url": "https://www.ycombinator.com/launches/PWj-one-robot-world-models-for-robots", + "publishedAt": "2026-02-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。 按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31084-YC", + "companyId": "YC31084", + "title": "Klaus AI：YC当前复核", + "url": "https://www.ycombinator.com/companies/klaus-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Inactive。历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。 官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31084-LAUNCH1", + "companyId": "YC31084", + "title": "Klaus: Get Your OpenClaw Personal Assistant in 5 minutes", + "url": "https://www.ycombinator.com/launches/POK-klaus-get-your-openclaw-personal-assistant-in-5-minutes", + "publishedAt": "2026-02-07", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。 官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31085-YC", + "companyId": "YC31085", + "title": "Janeen：YC当前复核", + "url": "https://www.ycombinator.com/companies/janeen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队5、状态Active。学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。 同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31085-LAUNCH1", + "companyId": "YC31085", + "title": "Ruma Care: We help clinics get patients on their biologics faster", + "url": "https://www.ycombinator.com/launches/PIT-ruma-care-we-help-clinics-get-patients-on-their-biologics-faster", + "publishedAt": "2026-01-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。 同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31091-YC", + "companyId": null, + "title": "Mirabelle：YC当前复核", + "url": "https://www.ycombinator.com/companies/mirabelle", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。家庭烹饪机器人，官网介绍按顺序加料和未来家庭测试/交货，尚未明确AI学习或核心模型任务；不能仅按机器人名称入表。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31095-YC", + "companyId": "YC31095", + "title": "Asimov：YC当前复核", + "url": "https://www.ycombinator.com/companies/asimov", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队3、状态Active。采集多种家庭/商业场景的人体活动，处理为机器人训练数据。 公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31095-LAUNCH1", + "companyId": "YC31095", + "title": "Asimov 🤖: On demand human intelligence for robots", + "url": "https://www.ycombinator.com/launches/PeH-asimov-on-demand-human-intelligence-for-robots", + "publishedAt": "2026-03-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "采集多种家庭/商业场景的人体活动，处理为机器人训练数据。 公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31096-YC", + "companyId": "YC31096", + "title": "shortkit：YC当前复核", + "url": "https://www.ycombinator.com/companies/shortkit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Active。提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。 ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31096-LAUNCH1", + "companyId": "YC31096", + "title": "ShortKit – The SDK for Short Form Video Feeds", + "url": "https://www.ycombinator.com/launches/PXQ-shortkit-the-sdk-for-short-form-video-feeds", + "publishedAt": "2026-02-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。 ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31097-YC", + "companyId": "YC31097", + "title": "REV1：YC当前复核", + "url": "https://www.ycombinator.com/companies/rev1", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Active。以AI把3D CAD模型转为带尺寸公差的2D制造图纸。 按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31097-LAUNCH1", + "companyId": "YC31097", + "title": "REV1 - Automating engineering drawings for Mechanical Engineers", + "url": "https://www.ycombinator.com/launches/PKz-rev1-automating-engineering-drawings-for-mechanical-engineers", + "publishedAt": "2026-02-02", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI把3D CAD模型转为带尺寸公差的2D制造图纸。 按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31116-YC", + "companyId": "YC31116", + "title": "OpenSpec：YC当前复核", + "url": "https://www.ycombinator.com/companies/openspec", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队未知、状态Active。以持久规范和变更计划协调编码Agent与多人/跨仓库开发。 公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31116-LAUNCH1", + "companyId": "YC31116", + "title": "OpenSpec: The Spec Framework for Coding Agents", + "url": "https://www.ycombinator.com/launches/Pdc-openspec-the-spec-framework-for-coding-agents", + "publishedAt": "2026-03-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以持久规范和变更计划协调编码Agent与多人/跨仓库开发。 公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31119-YC", + "companyId": null, + "title": "ZeroSettle：YC当前复核", + "url": "https://www.ycombinator.com/companies/zerosettle", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Active。移动应用直接计费SDK；智能优惠和确定性规则不等AI主营，转移支付流量、报价及App Store抽成节省不作本公司ARR；法律/支付政策未在此验证。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31119-LAUNCH1", + "companyId": null, + "title": "ZeroSettle - Keep More of Your Mobile App Revenue with Drop-In Direct Billing", + "url": "https://www.ycombinator.com/launches/PeV-zerosettle-keep-more-of-your-mobile-app-revenue-with-drop-in-direct-billing", + "publishedAt": "2026-03-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "移动应用直接计费SDK；智能优惠和确定性规则不等AI主营，转移支付流量、报价及App Store抽成节省不作本公司ARR；法律/支付政策未在此验证。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31120-YC", + "companyId": null, + "title": "Kyten Technologies：YC当前复核", + "url": "https://www.ycombinator.com/companies/kyten-technologies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Inactive。航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31120-LAUNCH1", + "companyId": null, + "title": "Kyten - The modern aerospace battery pack supplier", + "url": "https://www.ycombinator.com/launches/PIU-kyten-the-modern-aerospace-battery-pack-supplier", + "publishedAt": "2026-01-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30959-HOME", + "companyId": "YC30959", + "title": "Kalpa Labs：当前官网读取", + "url": "https://kalpalabs.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前kalpa-tts-1语音API、英/印地语与11音色；三个月1000免费分钟，之后合同。", + "limitation": "约300ms及官网转引榜单未独立核；1000赠额不是实际收入。" + }, + { + "id": "UNCLEAR3-30964-HOME", + "companyId": null, + "title": "Sava Trust Company：当前官网读取", + "url": "https://www.savatrustcompany.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮官网无法读取；仅YC及简短发布提供信托业务联系。", + "limitation": "没有把失败读取当全文或据此确认AI业务。" + }, + { + "id": "UNCLEAR3-30973-HOME", + "companyId": null, + "title": "General Astronautics：当前官网读取", + "url": "https://generalastro.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网只有招聘和联系入口。", + "limitation": "太空机器人的学习模型/AI任务未在当前正文确认。" + }, + { + "id": "UNCLEAR3-30978-HOME", + "companyId": null, + "title": "Miniswap：当前官网读取", + "url": "https://miniswap.gg/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "桌游/微缩模型目录和交易市场，当前跳转地区CH页面。", + "limitation": "商品标价、7%报价、推荐赠额和交易不等平台已实现收入或AI主营。" + }, + { + "id": "UNCLEAR3-30992-HOME", + "companyId": "YC30992", + "title": "Amera：当前官网读取", + "url": "https://www.amerahealthsolutions.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI索赔分析/路由及数据标准化，声明2—4周实施。", + "limitation": "99%以上准确和85%以上自动裁决为厂商声明；理赔金额为界面示例，未作公司收入。" + }, + { + "id": "UNCLEAR3-31003-HOME", + "companyId": null, + "title": "Voltair：当前官网读取", + "url": "https://www.voltairlabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "电力巡检无人机、传感器与基础设施网络。", + "limitation": "已读范围未明确模型/AI核心任务，不能以自主巡检代替AI主营核实；未验证性能或客户合同。" + }, + { + "id": "UNCLEAR3-31004-HOME", + "companyId": null, + "title": "Dome：当前官网读取", + "url": "https://domeapi.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得预测市场API标题，无可读正文。", + "limitation": "YC Inactive与实际停服执行分开，不据空正文断言公司已注销。" + }, + { + "id": "UNCLEAR3-31016-HOME", + "companyId": null, + "title": "Crosslayer Labs：当前官网读取", + "url": "https://www.crosslayerlabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "网站/API劫持监测、多层信号关联及创始人标准研究介绍。", + "limitation": "AI安全研究履历不是当前核心AI交付；标准覆盖网站数不是公司付费用户。" + }, + { + "id": "UNCLEAR3-31041-HOME", + "companyId": "YC31041", + "title": "Ploy：当前官网读取", + "url": "https://ploy.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "营销Agent管理网站、内容及增长实验，包含融资与pipeline演示。", + "limitation": "2700万seed是融资，页面管线非公司实收；增长/使用不等付费，具体套餐未核。" + }, + { + "id": "UNCLEAR3-31043-HOME", + "companyId": "YC31043", + "title": "Advanced Metal Research：当前官网读取", + "url": "https://advancedmetalresearch.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "工业机器人、开放控制器、Agent集成及可选付费焊接技能。", + "limitation": "Apache2.0为官网标示未核全许可，开源控制器不等硬件及技能免费；未运行或独立验证。" + }, + { + "id": "UNCLEAR3-31058-HOME", + "companyId": "YC31058", + "title": "Eos AI：当前官网读取", + "url": "https://www.helloeos.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "医疗数据统一、VERA/LUCIA与运营/revenue-cycle工作流。", + "limitation": "模型改进/收入恢复仅自述，界面患者/索赔数为演示；合同、人工部署与结果未独立核。" + }, + { + "id": "UNCLEAR3-31081-HOME", + "companyId": "YC31081", + "title": "One Robot：当前官网读取", + "url": "https://www.onerobot.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以机器人数据训练世界模型，找策略失败并生成针对性训练轨迹。", + "limitation": "自回归展示及任务范围非独立实机泛化证明，没有运行模型。" + }, + { + "id": "UNCLEAR3-31084-HOME", + "companyId": "YC31084", + "title": "Klaus AI：当前官网读取", + "url": "https://klausai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网宣布2026-09-01结束服务，网页及客户助手下线，订阅已取消；页脚Usebits Inc。", + "limitation": "停服声明可读但未核公司注销/历史账单；迁移服务器费用和其他服务不作Klaus收入。" + }, + { + "id": "UNCLEAR3-31085-HOME", + "companyId": "YC31085", + "title": "Janeen：当前官网读取", + "url": "https://janeen.care/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮当前官网读取失败。", + "limitation": "AI依据为同一YC页及Ruma Care历史发布，不声称当前官网已读或商业规模已核。" + }, + { + "id": "UNCLEAR3-31091-HOME", + "companyId": null, + "title": "Mirabelle：当前官网读取", + "url": "https://meetmirabelle.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "家庭烹饪设备候补名单；计划2026-11家庭测试及2027-02交货。", + "limitation": "顺序加料和机器人标签不直接证明AI学习；未来测试和交货不是实际交付/收入。" + }, + { + "id": "UNCLEAR3-31095-HOME", + "companyId": "YC31095", + "title": "Asimov：当前官网读取", + "url": "https://tryasimov.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人训练人体活动数据，含硬件分发、QA、标注及合作方报酬/分成。 另自述自营清洁公司，提供免费/降价清洁，每周服务逾100人。", + "limitation": "批准后的任务数据才符合支付，数据成本不是客户收入；规模、同意与数据权利未独立审计。 清洁服务覆盖人数不等数据付费客户；清洁与数据收入、免费及补贴尚未拆分。" + }, + { + "id": "UNCLEAR3-31096-HOME", + "companyId": "YC31096", + "title": "shortkit：当前官网读取", + "url": "https://www.shortkit.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "媒体SDK、ML驱动缓冲/带宽估计，推荐/变现与视频基础设施。", + "limitation": "客户下载、播放量和融资不迁为ShortKit规模；未验证推荐效果或实际计费。" + }, + { + "id": "UNCLEAR3-31097-HOME", + "companyId": "YC31097", + "title": "REV1：当前官网读取", + "url": "https://rev1.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI GD&T及3D转2D工程图，声称85%首次准确及ASME符合性。", + "limitation": "合规与准确仅自述，无独立样本、测试集或安全证明；省时不作收入。" + }, + { + "id": "UNCLEAR3-31116-HOME", + "companyId": "YC31116", + "title": "OpenSpec：当前官网读取", + "url": "https://openspec.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "轻量规范框架及编码Agent协作，当前官网显示73.4k GitHub stars。", + "limitation": "stars与规范生成频率非付费，不能和旧20k/27k不同日期快照混算或推ARR。" + }, + { + "id": "UNCLEAR3-31116-README", + "companyId": "YC31116", + "title": "OpenSpec公开README", + "url": "https://raw.githubusercontent.com/Fission-AI/OpenSpec/main/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "公开README说明规范/变更流程及编码Agent集成，Stores标beta；只读未执行安装或技能指令。", + "limitation": "公开材料可访问不等完整源码审计、独立工具效果或商业合同；不因仓库元数据改写YC2025成立自述。" + }, + { + "id": "UNCLEAR3-31116-LICENSE", + "companyId": "YC31116", + "title": "OpenSpec公开LICENSE", + "url": "https://raw.githubusercontent.com/Fission-AI/OpenSpec/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "许可为MIT，版权行为2024 OpenSpec Contributors；这是版权声明，不单独证明法律成立年。", + "limitation": "公开材料可访问不等完整源码审计、独立工具效果或商业合同；不因仓库元数据改写YC2025成立自述。" + }, + { + "id": "UNCLEAR3-INDEX", + "companyId": null, + "title": "原AI不明候选第三批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项第49—72项：12新增，12保留AI主营待核。", + "limitation": "三批72项加此前OpenSEO共73项已有后续记录，其余119项待补核；不回写原审计，不称全来源已覆盖。" } ], "reviews": [ @@ -75605,6 +76890,118 @@ "UNCLEAR2-30904-LAUNCH1" ], "handling": "本批无可比自身收入；保费/支付流量、融资/资助和软件费不可混算，未因数字差异推断财务造假。" + }, + { + "id": "UNCLEAR3-R-BUSINESS", + "type": "AI主营补证与任务分类", + "company": "Kalpa Labs、Amera、Ploy、Advanced Metal Research、Eos AI、One Robot、Klaus AI、Janeen、Asimov、shortkit、REV1、OpenSpec", + "scope": "companies", + "companyIds": [ + "YC30959", + "YC30992", + "YC31041", + "YC31043", + "YC31058", + "YC31081", + "YC31084", + "YC31085", + "YC31095", + "YC31096", + "YC31097", + "YC31116" + ], + "summary": "补入12公司，模型/API、训练数据、营销/媒体、行业软件和机器人分开。", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30992-YC", + "UNCLEAR3-31041-YC", + "UNCLEAR3-31043-YC", + "UNCLEAR3-31058-YC", + "UNCLEAR3-31081-YC", + "UNCLEAR3-31084-YC", + "UNCLEAR3-31085-YC", + "UNCLEAR3-31095-YC", + "UNCLEAR3-31096-YC", + "UNCLEAR3-31097-YC", + "UNCLEAR3-31116-YC" + ], + "handling": "保留2025/2026成立自述、OpenSpec人数未知及实体未核，不因多次品牌发布重复入表。" + }, + { + "id": "UNCLEAR3-R-PENDING", + "type": "自主硬件、支付及行业邻接缺项", + "company": "YC AI不明候选第三批", + "scope": "dataset", + "summary": "12项AI主营仍待核，官方页面可读与明确AI任务分开。", + "evidenceIds": [ + "UNCLEAR3-INDEX", + "UNCLEAR3-30964-YC", + "UNCLEAR3-30973-YC", + "UNCLEAR3-30978-YC", + "UNCLEAR3-31003-YC", + "UNCLEAR3-31004-YC", + "UNCLEAR3-31016-YC", + "UNCLEAR3-31021-YC", + "UNCLEAR3-31040-YC", + "UNCLEAR3-31062-YC", + "UNCLEAR3-31091-YC", + "UNCLEAR3-31119-YC", + "UNCLEAR3-31120-YC" + ], + "handling": "机器人/自主、确定性自动化、AI客户和旧AI履历不足以单独证明当前AI主营；未永久排除，补证后可复核入表。" + }, + { + "id": "UNCLEAR3-R-TECH", + "type": "技术自述、公开材料与独立评测分开", + "company": "Kalpa Labs、Advanced Metal Research、Eos AI、One Robot、OpenSpec", + "scope": "companies", + "companyIds": [ + "YC30959", + "YC31043", + "YC31058", + "YC31081", + "YC31116" + ], + "summary": "语音成本/榜单、机器人CV和世界模型、医疗数据模型仅记录厂商描述；OpenSpec公开README及MIT许可可读。", + "evidenceIds": [ + "UNCLEAR3-30959-HOME", + "UNCLEAR3-31043-HOME", + "UNCLEAR3-31058-HOME", + "UNCLEAR3-31081-HOME", + "UNCLEAR3-31116-README", + "UNCLEAR3-31116-LICENSE" + ], + "handling": "没有运行或复现，未核完整训练成本/外部榜单/临床/机器人质量；版权行与公司成立、开源与实际付费分别处理。" + }, + { + "id": "UNCLEAR3-R-BOUNDARIES", + "type": "停服、训练成本、旧ARR与客户成果", + "company": "Kalpa Labs、Amera、Ploy、Eos AI、Klaus AI、Janeen、Asimov、shortkit、OpenSpec", + "scope": "companies", + "companyIds": [ + "YC30959", + "YC30992", + "YC31041", + "YC31058", + "YC31084", + "YC31085", + "YC31095", + "YC31096", + "YC31116" + ], + "summary": "Klaus明确停服但历史收入未知；训练成本、客户会员/药费/收入恢复、旧公司ARR、使用率及stars不当自身收入。", + "evidenceIds": [ + "UNCLEAR3-31084-HOME", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30992-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31096-YC", + "UNCLEAR3-31116-HOME" + ], + "handling": "无新增可比ARR/MRR；停服不补零，数据采集报酬及分成需进入成本判断，不能只见公开采用或赢家。 Asimov兼有自营清洁，清洁收费/补贴、人工成本与训练数据销售分别待核，不当纯SaaS。" } ], "coverage": { @@ -78776,6 +80173,383 @@ "note": "原ai-unclear，YC当前自报2025成立。以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。 2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 后续补证入表，非独立财务/技术审计。" } ] + }, + { + "id": "YC-AI-UNCLEAR-3", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明第49—72项按原发现顺序补核；12新增、12仍AI主营待核。三批72项及此前OpenSEO1项有后续记录，另外119项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI3-30959", + "name": "Kalpa Labs", + "url": "https://www.ycombinator.com/companies/kalpa-labs", + "categoryId": "C01", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30959", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30959-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。 当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-30964", + "name": "Sava Trust Company", + "url": "https://www.ycombinator.com/companies/sava-trust-company", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-30964-YC", + "UNCLEAR3-30964-LAUNCH1", + "UNCLEAR3-30964-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。信托与遗产服务；当前YC和极短发布未给AI核心任务，官网无法读取，继续待核。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-30973", + "name": "General Astronautics", + "url": "https://www.ycombinator.com/companies/generalastro", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-30973-YC", + "UNCLEAR3-30973-LAUNCH1", + "UNCLEAR3-30973-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。太空实验/制造机器人，当前口号含superintelligent，但官网只有联系入口，历史仅自主实验流程；学习模型/AI核心业务仍需补证。宇航员工时成本不作公司收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-30978", + "name": "Miniswap", + "url": "https://www.ycombinator.com/companies/miniswap", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-30978-YC", + "UNCLEAR3-30978-LAUNCH1", + "UNCLEAR3-30978-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。桌游微缩模型市场及目录匹配；自动填表/结构化商品目录不单独证明AI主营，商品标价与交易额不等平台收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-30992", + "name": "Amera", + "url": "https://www.ycombinator.com/companies/amera", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30992", + "evidenceIds": [ + "UNCLEAR3-30992-YC", + "UNCLEAR3-30992-LAUNCH1", + "UNCLEAR3-30992-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。 官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31003", + "name": "Voltair", + "url": "https://www.ycombinator.com/companies/voltair", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31003-YC", + "UNCLEAR3-31003-LAUNCH1", + "UNCLEAR3-31003-LAUNCH2", + "UNCLEAR3-31003-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31004", + "name": "Dome", + "url": "https://www.ycombinator.com/companies/dome", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31004-YC", + "UNCLEAR3-31004-LAUNCH1", + "UNCLEAR3-31004-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。预测市场统一API；YC Inactive，官网无可读正文。开发者API和AI客户关系不证明AI主营，资金/成交量非ARR。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31016", + "name": "Crosslayer Labs", + "url": "https://www.ycombinator.com/companies/crosslayer-labs", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31016-YC", + "UNCLEAR3-31016-LAUNCH1", + "UNCLEAR3-31016-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。网站/API基础设施安全监测及多层信号关联；创始人AI安全研究不替代当前产品AI核心证据。标准覆盖网站/证书量不当公司客户或收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31021", + "name": "Zephyr Fusion", + "url": "https://www.ycombinator.com/companies/zephyr-fusion", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31021-YC", + "UNCLEAR3-31021-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2025年成立。空间聚变电源；给数据中心/AI计算供电属于邻接用途，未取得自身AI核心交付依据。未来功率/工厂或行业成本不是收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31040", + "name": "CatchBack Cards", + "url": "https://www.ycombinator.com/companies/catchback-cards", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31040-YC", + "UNCLEAR3-31040-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2025年成立。收藏卡数字包及实物交易平台；个性化概率、密码学工具和市场活动不证明AI主营，卡片GMV/回购额非净收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31041", + "name": "Ploy", + "url": "https://www.ycombinator.com/companies/ploy", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31041", + "evidenceIds": [ + "UNCLEAR3-31041-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31041-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。 按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31043", + "name": "Advanced Metal Research", + "url": "https://www.ycombinator.com/companies/advanced-metal-research", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31043", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。机器人焊接单元，以计算机视觉跟踪及检查，并提供可由Agent接入的工业机器人平台。 YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31058", + "name": "Eos AI", + "url": "https://www.ycombinator.com/companies/eos-ai", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31058", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31058-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。 YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31062", + "name": "Hlabs", + "url": "https://www.ycombinator.com/companies/hlabs", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31062-YC", + "UNCLEAR3-31062-LAUNCH1", + "UNCLEAR3-31062-LAUNCH2" + ], + "note": "原ai-unclear，YC自报2025年成立。机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31081", + "name": "One Robot", + "url": "https://www.ycombinator.com/companies/one-robot", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31081", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-LAUNCH1", + "UNCLEAR3-31081-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。 按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31084", + "name": "Klaus AI", + "url": "https://www.ycombinator.com/companies/klaus-ai", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31084", + "evidenceIds": [ + "UNCLEAR3-31084-YC", + "UNCLEAR3-31084-LAUNCH1", + "UNCLEAR3-31084-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。 官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31085", + "name": "Janeen", + "url": "https://www.ycombinator.com/companies/janeen", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31085", + "evidenceIds": [ + "UNCLEAR3-31085-YC", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31085-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。 同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31091", + "name": "Mirabelle", + "url": "https://www.ycombinator.com/companies/mirabelle", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31091-YC", + "UNCLEAR3-31091-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。家庭烹饪机器人，官网介绍按顺序加料和未来家庭测试/交货，尚未明确AI学习或核心模型任务；不能仅按机器人名称入表。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31095", + "name": "Asimov", + "url": "https://www.ycombinator.com/companies/asimov", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31095", + "evidenceIds": [ + "UNCLEAR3-31095-YC", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31095-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。采集多种家庭/商业场景的人体活动，处理为机器人训练数据。 公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31096", + "name": "shortkit", + "url": "https://www.ycombinator.com/companies/shortkit", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31096", + "evidenceIds": [ + "UNCLEAR3-31096-YC", + "UNCLEAR3-31096-LAUNCH1", + "UNCLEAR3-31096-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。 ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31097", + "name": "REV1", + "url": "https://www.ycombinator.com/companies/rev1", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31097", + "evidenceIds": [ + "UNCLEAR3-31097-YC", + "UNCLEAR3-31097-LAUNCH1", + "UNCLEAR3-31097-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。以AI把3D CAD模型转为带尺寸公差的2D制造图纸。 按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31116", + "name": "OpenSpec", + "url": "https://www.ycombinator.com/companies/openspec", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31116", + "evidenceIds": [ + "UNCLEAR3-31116-YC", + "UNCLEAR3-31116-LAUNCH1", + "UNCLEAR3-31116-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以持久规范和变更计划协调编码Agent与多人/跨仓库开发。 公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31119", + "name": "ZeroSettle", + "url": "https://www.ycombinator.com/companies/zerosettle", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31119-YC", + "UNCLEAR3-31119-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2026年成立。移动应用直接计费SDK；智能优惠和确定性规则不等AI主营，转移支付流量、报价及App Store抽成节省不作本公司ARR；法律/支付政策未在此验证。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31120", + "name": "Kyten Technologies", + "url": "https://www.ycombinator.com/companies/kyten-technologies", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31120-YC", + "UNCLEAR3-31120-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2026年成立。航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + } + ] } ], "directoryRechecks": [ @@ -79142,6 +80916,149 @@ "UNCLEAR2-30933-HOME" ], "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30959, + "originalStatus": "ai-unclear", + "companyId": "YC30959", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30959-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 30992, + "originalStatus": "ai-unclear", + "companyId": "YC30992", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-30992-YC", + "UNCLEAR3-30992-LAUNCH1", + "UNCLEAR3-30992-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31041, + "originalStatus": "ai-unclear", + "companyId": "YC31041", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31041-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31041-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31043, + "originalStatus": "ai-unclear", + "companyId": "YC31043", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31058, + "originalStatus": "ai-unclear", + "companyId": "YC31058", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31058-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31081, + "originalStatus": "ai-unclear", + "companyId": "YC31081", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-LAUNCH1", + "UNCLEAR3-31081-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31084, + "originalStatus": "ai-unclear", + "companyId": "YC31084", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31084-YC", + "UNCLEAR3-31084-LAUNCH1", + "UNCLEAR3-31084-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31085, + "originalStatus": "ai-unclear", + "companyId": "YC31085", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31085-YC", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31085-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31095, + "originalStatus": "ai-unclear", + "companyId": "YC31095", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31095-YC", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31095-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31096, + "originalStatus": "ai-unclear", + "companyId": "YC31096", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31096-YC", + "UNCLEAR3-31096-LAUNCH1", + "UNCLEAR3-31096-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31097, + "originalStatus": "ai-unclear", + "companyId": "YC31097", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31097-YC", + "UNCLEAR3-31097-LAUNCH1", + "UNCLEAR3-31097-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31116, + "originalStatus": "ai-unclear", + "companyId": "YC31116", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31116-YC", + "UNCLEAR3-31116-LAUNCH1", + "UNCLEAR3-31116-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。 保留原发现审计，不重复计入928条初始新增。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 2ca2192..432141e 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-2", + "version": "2026-10-31-ai-unclear-3", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已完成两批48项补核：27新增、3复用、18保留AI主营待核；另有此前OpenSEO复核1项，合计49项已有后续记录，其余143项继续补核。原发现审计及928条初始新增不回写。Scalar Field历史月收入非已确认MRR；客户成果、旧事业保费/平台、资助申请及旧科研赞助排除ARR；自主硬件/自动化、.ai域名和AI客户不单独作为AI主营证明。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核三批72项：39新增、3复用、30保留AI主营待核；另此前OpenSEO复核1项，合计73项已有后续记录，其余119项继续补核。原发现审计及928条初始新增不回写。Klaus有官网明确停服声明而历史收入仍未知；Scalar Field旧月收入、训练成本、旧事业ARR/保费、客户成果/资产、资助申请、stars/采用率均按主体和口径分开，未新增可比MRR/ARR。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 21b9545..b14f575 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-2", + "sourceVersion": "2026-10-31-ai-unclear-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 8d886ad3ccbba513ac386d9a57a92a1c2ef79453 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:51:44 +0800 Subject: [PATCH 24/29] Review fourth uncertain AI cohort and separate managed services from transaction flows --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 46 +- content/research/ai-companies.seed.json | 1948 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1988 insertions(+), 18 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 616e4a3..b157242 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1090); + assert.equal(research.companies.length, 1102); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2901); - assert.equal(research.observations.length, 388); + assert.equal(research.evidence.length, 2973); + assert.equal(research.observations.length, 395); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index c6d9cdb..5cafb72 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1090); - assert.equal(initial.evidence.length, 2901); - assert.equal(initial.observations.length, 388); + assert.equal(initial.companies.length, 1102); + assert.equal(initial.evidence.length, 2973); + assert.equal(initial.observations.length, 395); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 179); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 15); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 182); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 16); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1090); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1102); assert.equal(summary.reduce((n, c) => n + c.self, 0), 53); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1016); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1028); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,8 +124,8 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 93); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 20); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 98); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 21); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); @@ -550,6 +550,34 @@ test("the third uncertain cohort retains shutdowns, unknown scale and mixed data assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR3-"))); }); +test("the fourth uncertain cohort distinguishes product pivots, managed labor and pass-through money", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-4")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(72, 96); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 13); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 11); + assert.equal(batch.records.find((r) => r.name === "Orthogonal")!.companyId, "AI036"); + assert.equal(snapshot.companies.filter((c) => c.url.endsWith("/companies/orthogonal")).length, 1); + const fern = snapshot.companies.find((c) => c.id === "YC31152")!; + assert.equal(fern.cat, "C02"); + assert.match(fern.notes, /会议/); + const mocha = snapshot.companies.find((c) => c.id === "YC31269")!; + assert.equal(mocha.year, 2026); + assert.match(mocha.businessModel!, /人工/); + assert.match(mocha.price, /Platform.*Managed/); + assert.match(mocha.notes, /Coming soon/); + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR4-")); + assert.equal(figures.length, 7); + assert.ok(figures.every((o) => ["excluded", "adoption"].includes(o.selection) && !o.metric && o.comparisonGroup === null)); + for (const suffix of ["LAURENCE-ADSPEND", "EKPA-CONNECTED-ASSETS", "REGBASE-CLIENT-GRANTS", "MOCHA-FUNDING"]) { + assert.equal(figures.find((o) => o.id.endsWith(suffix))!.selection, "excluded"); + } + assert.equal(snapshot.companies.find((c) => c.id === "YC31199")!.technicalReview!.level, "public-artifact"); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR4-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 0527caa..42f3c8b 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-3", + "version": "2026-10-31-ai-unclear-4", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -958,7 +958,7 @@ "business": "让Agent发现、访问并支付API", "buyer": "Agent开发者及API供应商", "delivery": "公开MCP与SDK", - "notes": "API交易流水和平台净收入应分开", + "notes": "API交易流水和平台净收入应分开 本轮复用既有YC身份并补读API网关、预付余额及按量支付；上游付款/客户余额与平台净收入需拆分，不重复增公司。", "cohort": "2025年成立", "teamBasis": "YC Team Size，公司自述；访问快照，业务截至日未注明", "datePrecision": "年", @@ -966,7 +966,10 @@ "stage": "公开资料，商用成熟度待核验", "sourceType": "公司在YC的自述资料", "evidenceIds": [ - "E036" + "E036", + "UNCLEAR4-31154-YC", + "UNCLEAR4-31154-LAUNCH1", + "UNCLEAR4-31154-HOME" ], "revenueStatus": "unknown" }, @@ -33551,6 +33554,402 @@ "UNCLEAR3-31116-LICENSE" ] } + }, + { + "id": "YC31151", + "name": "Sparkles", + "url": "https://www.ycombinator.com/companies/sparkles", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": 2, + "location": null, + "business": "让团队从网页/Slack调用编码Agent，在隔离环境修改既有代码并产出PR。", + "buyer": "开发及非工程团队", + "delivery": "官网50美元符号/月500credits，首组织100赠额；每credit标0.10推理，余额结转。报价和样例PR不是实收或独立安全证明，未连接仓库/运行。", + "notes": "官网50美元符号/月500credits，首组织100赠额；每credit标0.10推理，余额结转。报价和样例PR不是实收或独立安全证明，未连接仓库/运行。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "官网原文$50/月500credits，首组织100赠额；每credit标$0.10推理，余额结转；实际合同/成本待核", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31151-YC", + "UNCLEAR4-31151-LAUNCH1", + "UNCLEAR4-31151-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://sparkles.dev", + "businessModel": "组织共享积分订阅及企业部署；上游推理、沙盒与服务成本待拆", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读编码Agent云沙盒和PR流程；未连接仓库或测试隔离/权限边界，官网演示不作真实结果。", + "evidenceIds": [ + "UNCLEAR4-31151-YC", + "UNCLEAR4-31151-HOME" + ] + }, + "pricingEvidence": "UNCLEAR4-31151-HOME" + }, + { + "id": "YC31152", + "name": "Fern", + "url": "https://www.ycombinator.com/companies/fern-bot", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 2, + "location": null, + "business": "当前提供基于世界模型的机器人RL及评估环境，历史产品为实时会议AI助手。", + "buyer": "机器人策略训练/评估团队；历史会议用户", + "delivery": "同一YC页及Ishiki Labs关联保留；当前官网高保真RL环境，2026-02发布为会议助手。不把旧会议采用/功能迁为机器人商业结果，未运行世界模型或策略。", + "notes": "同一YC页及Ishiki Labs关联保留；当前官网高保真RL环境，2026-02发布为会议助手。不把旧会议采用/功能迁为机器人商业结果，未运行世界模型或策略。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31152-YC", + "UNCLEAR4-31152-LAUNCH1", + "UNCLEAR4-31152-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://fern.bot", + "businessModel": "机器人训练环境/定制模型设施；历史助手订阅与当前收费待拆", + "entityBasis": "同一YC页历史Ishiki Labs会议Fern与当前fern.bot页脚Ishiki Labs Inc关联；转型日期、法律注册及合同主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读当前机器人世界模型/RL环境与历史实时会议AI；没有运行、对比策略或迁移旧产品效果。", + "evidenceIds": [ + "UNCLEAR4-31152-YC", + "UNCLEAR4-31152-HOME" + ] + } + }, + { + "id": "YC31159", + "name": "Sponge", + "url": "https://www.ycombinator.com/companies/sponge", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 3, + "location": null, + "business": "为Agent提供钱包、账户/卡及API商户支付网关。", + "buyer": "Agent开发者及向Agent销售服务的商户", + "delivery": "当前官网钱包/网关明确；Rain发卡与平台钱包/账户分开。示例500余额、150转账及预算不是业务流水，支付自主性和风控未独立核验。", + "notes": "当前官网钱包/网关明确；Rain发卡与平台钱包/账户分开。示例500余额、150转账及预算不是业务流水，支付自主性和风控未独立核验。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31159-YC", + "UNCLEAR4-31159-LAUNCH1", + "UNCLEAR4-31159-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://paysponge.com/", + "businessModel": "Agent支付设施；手续费、充值、托管资金和服务净收入待拆", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" + }, + { + "id": "YC31173", + "name": "Laurence", + "url": "https://www.ycombinator.com/companies/laurence", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 2, + "location": null, + "business": "用强化学习和转化率Transformer模型优化Amazon广告。", + "buyer": "Amazon品牌及广告运营团队", + "delivery": "历史发布明确RL/自训练模型，当前官网广告管理与问答；1000万live广告支出无期间，不作公司收入，15—40%品牌净利提升是客户成果，创始人扑克收入不迁入。", + "notes": "历史发布明确RL/自训练模型，当前官网广告管理与问答；1000万live广告支出无期间，不作公司收入，15—40%品牌净利提升是客户成果，创始人扑克收入不迁入。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31173-YC", + "UNCLEAR4-31173-LAUNCH1", + "UNCLEAR4-31173-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://laurence.com", + "businessModel": "广告管理软件/服务；按花费或结果分成及人工成本待核", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读2026-02发布RL/转化率Transformer与当前广告优化；未核广告账单、对照组或净利润提升。", + "evidenceIds": [ + "UNCLEAR4-31173-YC", + "UNCLEAR4-31173-HOME" + ] + } + }, + { + "id": "YC31199", + "name": "Emdash", + "url": "https://www.ycombinator.com/companies/emdash", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": 2, + "location": null, + "business": "以桌面工作台并行运行编码Agent、隔离worktree并审查代码及PR。", + "buyer": "使用多个编码Agent的工程团队", + "delivery": "官网及README/许可可读，免费与开源不证明没有其他商业收入。百万下载非付费用户；尚未运行，2.0候补名单与当前版本分开，不能用版权2026改写YC2025成立。", + "notes": "官网及README/许可可读，免费与开源不证明没有其他商业收入。百万下载非付费用户；尚未运行，2.0候补名单与当前版本分开，不能用版权2026改写YC2025成立。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "当前免费开源桌面；Agent/模型/自备计算成本另计，未来收费未知", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31199-YC", + "UNCLEAR4-31199-LAUNCH1", + "UNCLEAR4-31199-HOME", + "UNCLEAR4-31199-README", + "UNCLEAR4-31199-LICENSE" + ], + "revenueStatus": "unknown", + "extraUrl": "https://emdash.com", + "businessModel": "Apache2.0开源桌面软件；上游Agent/自备计算费用及未来收费待核", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "README和Apache2.0许可可读，worktree及远程架构为公开描述；未安装、运行或独立安全/效果评测。", + "evidenceIds": [ + "UNCLEAR4-31199-README", + "UNCLEAR4-31199-LICENSE" + ] + } + }, + { + "id": "YC31234", + "name": "Ekpa", + "url": "https://www.ycombinator.com/companies/ekpa", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "由研究Agent持续分析用户持仓、新闻和文件并提供投资信息。", + "buyer": "个人投资及研究用户", + "delivery": "官网明确只读连接，不能下单或转走资金；700万连接资产不是公司收入，也不当受托资产。短期1.5%收益为历史厂商自述，不作稳健能力证明。", + "notes": "官网明确只读连接，不能下单或转走资金；700万连接资产不是公司收入，也不当受托资产。短期1.5%收益为历史厂商自述，不作稳健能力证明。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "官网Standard免费；升级/真实付费合同尚未核", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31234-YC", + "UNCLEAR4-31234-LAUNCH1", + "UNCLEAR4-31234-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://goekpa.com/", + "businessModel": "投资研究/持仓软件；免费入口与后续升级收费未核", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。", + "pricingEvidence": "UNCLEAR4-31234-HOME" + }, + { + "id": "YC31242", + "name": "Booko", + "url": "https://www.ycombinator.com/companies/booko", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 5, + "location": null, + "business": "以历史预订训练需求模型，预测空档并动态调整价格及激励。", + "buyer": "出售预约时段的服务企业", + "delivery": "官网明确学习需求和预测模型；约20%客户收入提升、4280演示及94.2%界面准确不是Booko实收/独立效果。不是同名旧图书比价网站的收入记录。", + "notes": "官网明确学习需求和预测模型；约20%客户收入提升、4280演示及94.2%界面准确不是Booko实收/独立效果。不是同名旧图书比价网站的收入记录。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31242-YC", + "UNCLEAR4-31242-LAUNCH1", + "UNCLEAR4-31242-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://booko.com", + "businessModel": "收益管理软件；订阅/增收分成及行业部署成本待核", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" + }, + { + "id": "YC31252", + "name": "Moda", + "url": "https://www.ycombinator.com/companies/moda", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 6, + "location": null, + "business": "从对话和工具轨迹识别失败，构建评估并回放验证提示词/工具变更。", + "buyer": "生产Agent开发及运营团队", + "delivery": "当前官网与2026发布可读；109K对话、99.2%已审阅、94%测试等界面展示不当独立生产覆盖、客户数或收入。未运行监控/攻防测试。", + "notes": "当前官网与2026发布可读；109K对话、99.2%已审阅、94%测试等界面展示不当独立生产覆盖、客户数或收入。未运行监控/攻防测试。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31252-YC", + "UNCLEAR4-31252-LAUNCH1", + "UNCLEAR4-31252-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://moda.dev", + "businessModel": "Agent监控/评估设施；按轨迹、用量或订阅收费未核", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" + }, + { + "id": "YC31269", + "name": "MochaCare", + "url": "https://www.ycombinator.com/companies/mochacare", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "以AI加人工承担招聘、排班、合规及客户接入的运营工作。", + "buyer": "居家照护服务机构", + "delivery": "2026发布明确创始人轮值及人类虚拟助手，官网分Platform/Managed；招聘可见，排班/CRM/奖励标Coming soon。240万美元符号融资不是收入，不当全自动纯SaaS。", + "notes": "2026发布明确创始人轮值及人类虚拟助手，官网分Platform/Managed；招聘可见，排班/CRM/奖励标Coming soon。240万美元符号融资不是收入，不当全自动纯SaaS。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "官网Platform由客户操作、Managed由公司人工协助；具体套餐/合同价格未给，不能混作相同SaaS成本", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31269-YC", + "UNCLEAR4-31269-LAUNCH1", + "UNCLEAR4-31269-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.mochacare.com/", + "businessModel": "行业管理软件与人工托管服务；Platform/Managed收费和劳动成本须拆", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" + }, + { + "id": "YC31279", + "name": "Regbase", + "url": "https://www.ycombinator.com/companies/regbase", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 3, + "location": null, + "business": "用AI研究Agent发现跨国/本地法令、监管变化及业务机会。", + "buyer": "法务、研究及受监管企业", + "delivery": "历史公司发布及官网明确AI研究；400M学校安全资助为给客户发现的机会，不是Regbase收入、授予款或已实现客户成交。100倍省时为自述，未核法律结论。", + "notes": "历史公司发布及官网明确AI研究；400M学校安全资助为给客户发现的机会，不是Regbase收入、授予款或已实现客户成交。100倍省时为自述，未核法律结论。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31279-YC", + "UNCLEAR4-31279-LAUNCH1", + "UNCLEAR4-31279-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://regbase.com", + "businessModel": "监管研究软件及服务；订阅/项目与人工复核待拆", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" + }, + { + "id": "YC31284", + "name": "Origami Robotics", + "url": "https://www.ycombinator.com/companies/origami-robotics", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 5, + "location": null, + "business": "协同设计采集手套、机器人手和操控模型，获取技能训练数据。", + "buyer": "机器人研究及产业自动化团队", + "delivery": "官网当前突出S1手套；YC称已向Amazon等实验室售手但未给金额，保留付费交付线索而不填收入数字。消除embodiment gap、技能迁移和数据规模为厂商主张。", + "notes": "官网当前突出S1手套；YC称已向Amazon等实验室售手但未给金额，保留付费交付线索而不填收入数字。消除embodiment gap、技能迁移和数据规模为厂商主张。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31284-YC", + "UNCLEAR4-31284-LAUNCH1", + "UNCLEAR4-31284-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.origami-robotics.com", + "businessModel": "机器人/数据采集硬件及模型/数据服务；硬件销售与经常性收费待拆", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读操控模型、硬件/采集匹配和当前手套说明；未独立测embodiment gap/泛化/实际交付。", + "evidenceIds": [ + "UNCLEAR4-31284-YC", + "UNCLEAR4-31284-HOME" + ] + } + }, + { + "id": "YC31289", + "name": "Fixture", + "url": "https://www.ycombinator.com/companies/fixture", + "channel": "S01", + "cat": "C06", + "year": 2026, + "team": 5, + "location": null, + "business": "聚合邮件/会议和客户上下文，以Agent建议潜客并辅助销售跟进。", + "buyer": "创业销售及客户关系团队", + "delivery": "当前官网本轮无法读取，AI依据为YC明确Agent CRM业务，不当已核付费交付。合同、真实客户和联系权限尚待核。", + "notes": "当前官网本轮无法读取，AI依据为YC明确Agent CRM业务，不当已核付费交付。合同、真实客户和联系权限尚待核。 法律主体、合同、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未知", + "price": "未取得现行可核实际合同收费", + "stage": "公开资料；实际商业成熟度/持续交付待核", + "sourceType": "YC当前公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR4-31289-YC", + "UNCLEAR4-31289-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://fixture.ai", + "businessModel": "Agent CRM软件；实际套餐及实施成本未核", + "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", + "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" } ], "observations": [ @@ -39657,6 +40056,111 @@ "evidence": "UNCLEAR3-31116-HOME", "bound": "≈", "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-LAURENCE-ADSPEND", + "company": "YC31173", + "name": "Laurence", + "kind": "自动化管理广告花费自述", + "value": 10000000, + "unit": "原文$，币种待核", + "timing": "2026-02-05发布，live花费期间未给", + "scope": "品牌广告预算/投放，非Laurence收入", + "selection": "excluded", + "reason": "广告花费不等管理费，未取得费率/归属和期间，不当MRR/ARR", + "evidence": "UNCLEAR4-31173-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-BOOKO-CLIENT-LIFT", + "company": "YC31242", + "name": "Booko", + "kind": "客户收入增幅自述", + "value": 20, + "unit": "%", + "timing": "2026-02-04发布，实验期未给", + "scope": "早期客户收入，非Booko", + "selection": "excluded", + "reason": "客户增益和定价示例不能作平台已收费用，分成/合同未核", + "evidence": "UNCLEAR4-31242-LAUNCH1", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-REGBASE-CLIENT-GRANTS", + "company": "YC31279", + "name": "Regbase", + "kind": "为客户发现的资助机会", + "value": 400000000, + "unit": "原文$，币种待核", + "timing": "2026-04-16发布", + "scope": "学校安全资助线索总额，非Regbase收入", + "selection": "excluded", + "reason": "发现机会不等授予款、客户成交或平台收费", + "evidence": "UNCLEAR4-31279-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-EKPA-CONNECTED-ASSETS", + "company": "YC31234", + "name": "Ekpa", + "kind": "连接账户资产自述", + "value": 7000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，同步/资产截至日未知", + "scope": "客户券商资产，仅只读连接", + "selection": "excluded", + "reason": "非公司收入或公司托管资产，不反推订阅", + "evidence": "UNCLEAR4-31234-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-EKPA-ANALYSES", + "company": "YC31234", + "name": "Ekpa", + "kind": "官网分析次数", + "value": 6500, + "unit": "分析", + "timing": "2026-10-31读取，统计期未知", + "scope": "产品使用量自述", + "selection": "adoption", + "reason": "使用次数非独立用户/付费/收入", + "evidence": "UNCLEAR4-31234-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-EMDASH-DOWNLOADS", + "company": "YC31199", + "name": "Emdash", + "kind": "官网累计下载宣传", + "value": 1000000, + "unit": "下载", + "timing": "2026-10-31读取，缓存及统计期未核", + "scope": "下载数非去重付费", + "selection": "adoption", + "reason": "免费开源下载不等活跃用户、团队或收入", + "evidence": "UNCLEAR4-31199-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR4-O-MOCHA-FUNDING", + "company": "YC31269", + "name": "MochaCare", + "kind": "官网累计融资披露", + "value": 2400000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，融资时点及到账未核", + "scope": "融资而非经营收入", + "selection": "excluded", + "reason": "融资不得转为公司收入/ARR，不确认投资交割", + "evidence": "UNCLEAR4-31269-HOME", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -71570,6 +72074,798 @@ "kind": "公司自述官方资料复核", "summary": "原192项第49—72项：12新增，12保留AI主营待核。", "limitation": "三批72项加此前OpenSEO共73项已有后续记录，其余119项待补核；不回写原审计，不称全来源已覆盖。" + }, + { + "id": "UNCLEAR4-31135-YC", + "companyId": null, + "title": "RoboDock：YC当前复核", + "url": "https://www.ycombinator.com/companies/robodock", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4人、状态Active。机器人车队充电/检查；历史有视觉/热传感和闭环优化，但本轮未明确核心AI模型/学习实现，官网无法读取。客户场站成本/CapEx不能作RoboDock收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31135-LAUNCH1", + "companyId": null, + "title": "RoboDock: Autonomous Depots for Autonomous Fleets", + "url": "https://www.ycombinator.com/launches/PTx-robodock-autonomous-depots-for-autonomous-fleets", + "publishedAt": "2026-02-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人车队充电/检查；历史有视觉/热传感和闭环优化，但本轮未明确核心AI模型/学习实现，官网无法读取。客户场站成本/CapEx不能作RoboDock收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31151-YC", + "companyId": "YC31151", + "title": "Sparkles：YC当前复核", + "url": "https://www.ycombinator.com/companies/sparkles", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人、状态Active。让团队从网页/Slack调用编码Agent，在隔离环境修改既有代码并产出PR。 官网50美元符号/月500credits，首组织100赠额；每credit标0.10推理，余额结转。报价和样例PR不是实收或独立安全证明，未连接仓库/运行。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31151-LAUNCH1", + "companyId": "YC31151", + "title": "Sparkles - Lovable for existing projects", + "url": "https://www.ycombinator.com/launches/PMO-sparkles-lovable-for-existing-projects", + "publishedAt": "2026-02-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "让团队从网页/Slack调用编码Agent，在隔离环境修改既有代码并产出PR。 官网50美元符号/月500credits，首组织100赠额；每credit标0.10推理，余额结转。报价和样例PR不是实收或独立安全证明，未连接仓库/运行。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31152-YC", + "companyId": "YC31152", + "title": "Fern：YC当前复核", + "url": "https://www.ycombinator.com/companies/fern-bot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人、状态Active。当前提供基于世界模型的机器人RL及评估环境，历史产品为实时会议AI助手。 同一YC页及Ishiki Labs关联保留；当前官网高保真RL环境，2026-02发布为会议助手。不把旧会议采用/功能迁为机器人商业结果，未运行世界模型或策略。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31152-LAUNCH1", + "companyId": "YC31152", + "title": "Fern – Realtime Socially Aware AI for Meetings", + "url": "https://www.ycombinator.com/launches/PTp-fern-realtime-socially-aware-ai-for-meetings", + "publishedAt": "2026-02-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前提供基于世界模型的机器人RL及评估环境，历史产品为实时会议AI助手。 同一YC页及Ishiki Labs关联保留；当前官网高保真RL环境，2026-02发布为会议助手。不把旧会议采用/功能迁为机器人商业结果，未运行世界模型或策略。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31154-YC", + "companyId": "AI036", + "title": "Orthogonal：YC当前复核", + "url": "https://www.ycombinator.com/companies/orthogonal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人、状态Active。复用Orthogonal既有AI036；Agent API网关及按使用付款，API资金流水、预付余额与净收入分开。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31154-LAUNCH1", + "companyId": "AI036", + "title": "Orthogonal - Agentic Payments for APIs", + "url": "https://www.ycombinator.com/launches/PJU-orthogonal-agentic-payments-for-apis", + "publishedAt": "2026-01-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "复用Orthogonal既有AI036；Agent API网关及按使用付款，API资金流水、预付余额与净收入分开。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31159-YC", + "companyId": "YC31159", + "title": "Sponge：YC当前复核", + "url": "https://www.ycombinator.com/companies/sponge", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队3人、状态Active。为Agent提供钱包、账户/卡及API商户支付网关。 当前官网钱包/网关明确；Rain发卡与平台钱包/账户分开。示例500余额、150转账及预算不是业务流水，支付自主性和风控未独立核验。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31159-LAUNCH1", + "companyId": "YC31159", + "title": "Sponge: Financial infrastructure for the agent economy", + "url": "https://www.ycombinator.com/launches/PTD-sponge-financial-infrastructure-for-the-agent-economy", + "publishedAt": "2026-02-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为Agent提供钱包、账户/卡及API商户支付网关。 当前官网钱包/网关明确；Rain发卡与平台钱包/账户分开。示例500余额、150转账及预算不是业务流水，支付自主性和风控未独立核验。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31173-YC", + "companyId": "YC31173", + "title": "Laurence：YC当前复核", + "url": "https://www.ycombinator.com/companies/laurence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人、状态Active。用强化学习和转化率Transformer模型优化Amazon广告。 历史发布明确RL/自训练模型，当前官网广告管理与问答；1000万live广告支出无期间，不作公司收入，15—40%品牌净利提升是客户成果，创始人扑克收入不迁入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31173-LAUNCH1", + "companyId": "YC31173", + "title": "Laurence - Automated Amazon Advertising", + "url": "https://www.ycombinator.com/launches/PNP-laurence-automated-amazon-advertising", + "publishedAt": "2026-02-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用强化学习和转化率Transformer模型优化Amazon广告。 历史发布明确RL/自训练模型，当前官网广告管理与问答；1000万live广告支出无期间，不作公司收入，15—40%品牌净利提升是客户成果，创始人扑克收入不迁入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31194-YC", + "companyId": null, + "title": "Valence：YC当前复核", + "url": "https://www.ycombinator.com/companies/valence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队3人、状态Active。预测市场交易及数据API；自动路由/回测不单独证明AI主营，原文1B合约及客户交易量不等净收入。YC2026成立与2025交易历史同时保留待核。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31194-LAUNCH1", + "companyId": null, + "title": "Valence: Unified prediction markets trading platform", + "url": "https://www.ycombinator.com/launches/PcS-valence-unified-prediction-markets-trading-platform", + "publishedAt": "2026-03-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场交易及数据API；自动路由/回测不单独证明AI主营，原文1B合约及客户交易量不等净收入。YC2026成立与2025交易历史同时保留待核。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31199-YC", + "companyId": "YC31199", + "title": "Emdash：YC当前复核", + "url": "https://www.ycombinator.com/companies/emdash", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人、状态Active。以桌面工作台并行运行编码Agent、隔离worktree并审查代码及PR。 官网及README/许可可读，免费与开源不证明没有其他商业收入。百万下载非付费用户；尚未运行，2.0候补名单与当前版本分开，不能用版权2026改写YC2025成立。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31199-LAUNCH1", + "companyId": "YC31199", + "title": "Emdash - Open-source Agentic Development Environment (ADE)", + "url": "https://www.ycombinator.com/launches/PRP-emdash-open-source-agentic-development-environment-ade", + "publishedAt": "2026-02-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以桌面工作台并行运行编码Agent、隔离worktree并审查代码及PR。 官网及README/许可可读，免费与开源不证明没有其他商业收入。百万下载非付费用户；尚未运行，2.0候补名单与当前版本分开，不能用版权2026改写YC2025成立。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31204-YC", + "companyId": null, + "title": "Forum：YC当前复核", + "url": "https://www.ycombinator.com/companies/forum", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2人、状态Active。注意力指数交易市场；以AI产品为交易话题不等自身AI主营，历史1000模拟币不是资金或收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31204-LAUNCH1", + "companyId": null, + "title": "Forum - exchange to trade on attention.", + "url": "https://www.ycombinator.com/launches/PTS-forum-exchange-to-trade-on-attention", + "publishedAt": "2026-02-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "注意力指数交易市场；以AI产品为交易话题不等自身AI主营，历史1000模拟币不是资金或收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31227-YC", + "companyId": null, + "title": "Sequence Markets：YC当前复核", + "url": "https://www.ycombinator.com/companies/sequence-markets", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队5人、状态Active。跨市场执行/路由；已有AI execution标题、MCP/Agent接口，但AI核心贡献和主营边界未明确。104B注册用户自报交易量与10M测试量不是供应商收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31227-LAUNCH1", + "companyId": null, + "title": "Sequence Markets: trade across exchanges, prediction markets, and tokenized venues from one system", + "url": "https://www.ycombinator.com/launches/Pbh-sequence-markets-trade-across-exchanges-prediction-markets-and-tokenized-venues-from-one-system", + "publishedAt": "2026-03-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "跨市场执行/路由；已有AI execution标题、MCP/Agent接口，但AI核心贡献和主营边界未明确。104B注册用户自报交易量与10M测试量不是供应商收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31229-YC", + "companyId": null, + "title": "Doomersion：YC当前复核", + "url": "https://www.ycombinator.com/companies/doomersion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4人、状态Active。按水平匹配短视频的语言学习；个性化内容及翻译入口尚未补足明确AI模型/实现证据。15000下载和高时长不等付费或教学效果。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31229-LAUNCH1", + "companyId": null, + "title": "Doomersion - Learn Languages by Doomscrolling", + "url": "https://www.ycombinator.com/launches/Pf2-doomersion-learn-languages-by-doomscrolling", + "publishedAt": "2026-03-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "按水平匹配短视频的语言学习；个性化内容及翻译入口尚未补足明确AI模型/实现证据。15000下载和高时长不等付费或教学效果。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31234-YC", + "companyId": "YC31234", + "title": "Ekpa：YC当前复核", + "url": "https://www.ycombinator.com/companies/ekpa", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2人、状态Active。由研究Agent持续分析用户持仓、新闻和文件并提供投资信息。 官网明确只读连接，不能下单或转走资金；700万连接资产不是公司收入，也不当受托资产。短期1.5%收益为历史厂商自述，不作稳健能力证明。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31234-LAUNCH1", + "companyId": "YC31234", + "title": "Ekpa: AI-Native Investment Platform for Everyday Traders", + "url": "https://www.ycombinator.com/launches/RJy-ekpa-ai-native-investment-platform-for-everyday-traders", + "publishedAt": "2026-07-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "由研究Agent持续分析用户持仓、新闻和文件并提供投资信息。 官网明确只读连接，不能下单或转走资金；700万连接资产不是公司收入，也不当受托资产。短期1.5%收益为历史厂商自述，不作稳健能力证明。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31239-YC", + "companyId": null, + "title": "Fort：YC当前复核", + "url": "https://www.ycombinator.com/companies/fort", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4人、状态Active。自动力量训练可穿戴；运动/心率识别与反馈本轮未明确AI模型。2024原型、2025成立及全职开始分开；289预购和1000名额上限不是已售收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31239-LAUNCH1", + "companyId": null, + "title": "Fort | Automated Strength Tracking for Longevity", + "url": "https://www.ycombinator.com/launches/PV7-fort-automated-strength-tracking-for-longevity", + "publishedAt": "2026-02-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自动力量训练可穿戴；运动/心率识别与反馈本轮未明确AI模型。2024原型、2025成立及全职开始分开；289预购和1000名额上限不是已售收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31239-LAUNCH2", + "companyId": null, + "title": "Fort: Automatic Strength Tracking for People Who Care About Longevity", + "url": "https://www.ycombinator.com/launches/PKj-fort-automatic-strength-tracking-for-people-who-care-about-longevity", + "publishedAt": "2026-02-02", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自动力量训练可穿戴；运动/心率识别与反馈本轮未明确AI模型。2024原型、2025成立及全职开始分开；289预购和1000名额上限不是已售收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31242-YC", + "companyId": "YC31242", + "title": "Booko：YC当前复核", + "url": "https://www.ycombinator.com/companies/booko", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队5人、状态Active。以历史预订训练需求模型，预测空档并动态调整价格及激励。 官网明确学习需求和预测模型；约20%客户收入提升、4280演示及94.2%界面准确不是Booko实收/独立效果。不是同名旧图书比价网站的收入记录。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31242-LAUNCH1", + "companyId": "YC31242", + "title": "Booko – Dynamic pricing for businesses that sell time slots", + "url": "https://www.ycombinator.com/launches/PMU-booko-dynamic-pricing-for-businesses-that-sell-time-slots", + "publishedAt": "2026-02-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以历史预订训练需求模型，预测空档并动态调整价格及激励。 官网明确学习需求和预测模型；约20%客户收入提升、4280演示及94.2%界面准确不是Booko实收/独立效果。不是同名旧图书比价网站的收入记录。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31249-YC", + "companyId": null, + "title": "Meteoric：YC当前复核", + "url": "https://www.ycombinator.com/companies/meteoric", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2人、状态Active。无人机天气工程/太阳能增益；AI天气预报和AI电力需求是行业背景，并未证明其自有AI核心交付。实验及未来2027/2028计划不当部署或收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31249-LAUNCH1", + "companyId": null, + "title": "Meteoric — Drones that clear clouds over solar farms and ultimately weaken hurricanes", + "url": "https://www.ycombinator.com/launches/T1j-meteoric-drones-that-clear-clouds-over-solar-farms-and-ultimately-weaken-hurricanes", + "publishedAt": "2026-08-21", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "无人机天气工程/太阳能增益；AI天气预报和AI电力需求是行业背景，并未证明其自有AI核心交付。实验及未来2027/2028计划不当部署或收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31252-YC", + "companyId": "YC31252", + "title": "Moda：YC当前复核", + "url": "https://www.ycombinator.com/companies/moda", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队6人、状态Active。从对话和工具轨迹识别失败，构建评估并回放验证提示词/工具变更。 当前官网与2026发布可读；109K对话、99.2%已审阅、94%测试等界面展示不当独立生产覆盖、客户数或收入。未运行监控/攻防测试。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31252-LAUNCH1", + "companyId": "YC31252", + "title": "Moda: The Continual Learning Layer for AI Agents", + "url": "https://www.ycombinator.com/launches/Pbf-moda-the-continual-learning-layer-for-ai-agents", + "publishedAt": "2026-03-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "从对话和工具轨迹识别失败，构建评估并回放验证提示词/工具变更。 当前官网与2026发布可读；109K对话、99.2%已审阅、94%测试等界面展示不当独立生产覆盖、客户数或收入。未运行监控/攻防测试。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31269-YC", + "companyId": "YC31269", + "title": "MochaCare：YC当前复核", + "url": "https://www.ycombinator.com/companies/mochacare", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2人、状态Active。以AI加人工承担招聘、排班、合规及客户接入的运营工作。 2026发布明确创始人轮值及人类虚拟助手，官网分Platform/Managed；招聘可见，排班/CRM/奖励标Coming soon。240万美元符号融资不是收入，不当全自动纯SaaS。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31269-LAUNCH1", + "companyId": "YC31269", + "title": "MochaCare – Grow Your Home Care Agency with Human Virtual Assistants Supercharged by AI", + "url": "https://www.ycombinator.com/launches/PZQ-mochacare-grow-your-home-care-agency-with-human-virtual-assistants-supercharged-by-ai", + "publishedAt": "2026-02-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI加人工承担招聘、排班、合规及客户接入的运营工作。 2026发布明确创始人轮值及人类虚拟助手，官网分Platform/Managed；招聘可见，排班/CRM/奖励标Coming soon。240万美元符号融资不是收入，不当全自动纯SaaS。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31273-YC", + "companyId": null, + "title": "SpotPay：YC当前复核", + "url": "https://www.ycombinator.com/companies/spotpay", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2人、状态Active。稳定币全球账户/支付；区块链和.ai域名不等AI主营，TPV增长43%/周与用户增长27%/周不当公司收入增长。官网声明金融服务平台而非银行，注册未独立核。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31273-LAUNCH1", + "companyId": null, + "title": "SpotPay - Your Global Bank Account", + "url": "https://www.ycombinator.com/launches/PcV-spotpay-your-global-bank-account", + "publishedAt": "2026-03-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "稳定币全球账户/支付；区块链和.ai域名不等AI主营，TPV增长43%/周与用户增长27%/周不当公司收入增长。官网声明金融服务平台而非银行，注册未独立核。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31279-YC", + "companyId": "YC31279", + "title": "Regbase：YC当前复核", + "url": "https://www.ycombinator.com/companies/regbase", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队3人、状态Active。用AI研究Agent发现跨国/本地法令、监管变化及业务机会。 历史公司发布及官网明确AI研究；400M学校安全资助为给客户发现的机会，不是Regbase收入、授予款或已实现客户成交。100倍省时为自述，未核法律结论。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31279-LAUNCH1", + "companyId": "YC31279", + "title": "Regbase: Al-native Legal Research", + "url": "https://www.ycombinator.com/launches/Pxj-regbase-al-native-legal-research", + "publishedAt": "2026-04-16", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI研究Agent发现跨国/本地法令、监管变化及业务机会。 历史公司发布及官网明确AI研究；400M学校安全资助为给客户发现的机会，不是Regbase收入、授予款或已实现客户成交。100倍省时为自述，未核法律结论。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31284-YC", + "companyId": "YC31284", + "title": "Origami Robotics：YC当前复核", + "url": "https://www.ycombinator.com/companies/origami-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队5人、状态Active。协同设计采集手套、机器人手和操控模型，获取技能训练数据。 官网当前突出S1手套；YC称已向Amazon等实验室售手但未给金额，保留付费交付线索而不填收入数字。消除embodiment gap、技能迁移和数据规模为厂商主张。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31284-LAUNCH1", + "companyId": "YC31284", + "title": "Origami Robotics: Make AI to Learn Physical Skills Easier than Ever", + "url": "https://www.ycombinator.com/launches/Pcl-origami-robotics-make-ai-to-learn-physical-skills-easier-than-ever", + "publishedAt": "2026-03-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "协同设计采集手套、机器人手和操控模型，获取技能训练数据。 官网当前突出S1手套；YC称已向Amazon等实验室售手但未给金额，保留付费交付线索而不填收入数字。消除embodiment gap、技能迁移和数据规模为厂商主张。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31287-YC", + "companyId": null, + "title": "DAIVIN!：YC当前复核", + "url": "https://www.ycombinator.com/companies/daivin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队1人、状态Active。潜水呼吸装备；电解及自动控制未证明AI核心业务，呼吸安全宣传未独立验证，不因名称autonomy归AI公司。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31287-LAUNCH1", + "companyId": null, + "title": "DAIVIN! - We let humans breathe underwater (without oxygen tanks!)", + "url": "https://www.ycombinator.com/launches/PE1-daivin-we-let-humans-breathe-underwater-without-oxygen-tanks", + "publishedAt": "2026-01-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "潜水呼吸装备；电解及自动控制未证明AI核心业务，呼吸安全宣传未独立验证，不因名称autonomy归AI公司。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31289-YC", + "companyId": "YC31289", + "title": "Fixture：YC当前复核", + "url": "https://www.ycombinator.com/companies/fixture", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队5人、状态Active。聚合邮件/会议和客户上下文，以Agent建议潜客并辅助销售跟进。 当前官网本轮无法读取，AI依据为YC明确Agent CRM业务，不当已核付费交付。合同、真实客户和联系权限尚待核。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31294-YC", + "companyId": null, + "title": "Dispatch：YC当前复核", + "url": "https://www.ycombinator.com/companies/dispatch", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4人、状态Active。空间制造/返航载荷设施；自主和无人制造远景未补足明确AI模型，首飞计划及试验成本节省不等实际部署/公司收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31294-LAUNCH1", + "companyId": null, + "title": "Dispatch | Satellites for Manufacturing In Space", + "url": "https://www.ycombinator.com/launches/Pnf-dispatch-satellites-for-manufacturing-in-space", + "publishedAt": "2026-03-31", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "空间制造/返航载荷设施；自主和无人制造远景未补足明确AI模型，首飞计划及试验成本节省不等实际部署/公司收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31296-YC", + "companyId": null, + "title": "Unifold：YC当前复核", + "url": "https://www.ycombinator.com/companies/unifold", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队3人、状态Active。多链入金API/SDK；服务Agent或AI客户不等AI核心主营，客户充值/结算与前公司3000万用户不迁为公司收入。", + "limitation": "自述字段、业务截至日和法律注册未独立核；原始ai-unclear状态不回写。" + }, + { + "id": "UNCLEAR4-31296-LAUNCH1", + "companyId": null, + "title": "Unifold – Universal deposit infrastructure for on-chain apps", + "url": "https://www.ycombinator.com/launches/PRe-unifold-universal-deposit-infrastructure-for-on-chain-apps", + "publishedAt": "2026-02-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "多链入金API/SDK；服务Agent或AI客户不等AI核心主营，客户充值/结算与前公司3000万用户不迁为公司收入。", + "limitation": "历史公司发布；品牌/产品转型、性能、交易量、客户成果、示例、融资与实收分别核，不作独立验证或当前ARR。" + }, + { + "id": "UNCLEAR4-31135-HOME", + "companyId": null, + "title": "RoboDock：官网本轮读取", + "url": "https://www.robodock.tech/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮官网无法读取。", + "limitation": "只记录可读YC/历史发布，未据视觉传感或自主标签证明AI模型。" + }, + { + "id": "UNCLEAR4-31151-HOME", + "companyId": "YC31151", + "title": "Sparkles：官网本轮读取", + "url": "https://sparkles.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "编码Agent云沙盒/PR，组织积分月付50美元符号/500credits；首组织100免费，余额可结转，每credit标0.10推理。", + "limitation": "定价与示例PR/报价不是公司实收；上游推理、沙盒费用和净收入需拆，未运行安全/代码效果验证。" + }, + { + "id": "UNCLEAR4-31152-HOME", + "companyId": "YC31152", + "title": "Fern：官网本轮读取", + "url": "https://www.fern.bot/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前机器人RL/评估环境，页脚Ishiki Labs Inc。", + "limitation": "历史同页为会议AI助手，转型日期和当前训练效果/付费仍待核，不迁旧产品结果。" + }, + { + "id": "UNCLEAR4-31154-HOME", + "companyId": "AI036", + "title": "Orthogonal：官网本轮读取", + "url": "https://www.orthogonal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "统一API/MCP/CLI及跨供应商预付余额，支持Agent付款；页首4.3M融资。", + "limitation": "客户充值、上游API付款、请求数与平台净收入分开，融资非收入；未执行官网setup技能。" + }, + { + "id": "UNCLEAR4-31159-HOME", + "companyId": "YC31159", + "title": "Sponge：官网本轮读取", + "url": "https://paysponge.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent钱包/商户网关、x402/MPP；Rain发卡独立于钱包及虚拟账户。", + "limitation": "500余额/150转账/25每日预算是页面示例；不是实收或流水，未开账户/授权付款。" + }, + { + "id": "UNCLEAR4-31173-HOME", + "companyId": "YC31173", + "title": "Laurence：官网本轮读取", + "url": "https://www.laurence.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自动Amazon广告管理、利润/获客优化与自然语言品牌情报。", + "limitation": "品牌收入、广告花费和广告示例不是Laurence收入；RL/Transformer技术依据为有日期历史公司发布，未核效果。" + }, + { + "id": "UNCLEAR4-31199-HOME", + "companyId": "YC31199", + "title": "Emdash：官网本轮读取", + "url": "https://emdash.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "免费开源多编码Agent桌面工作台，当前Mac/Windows/Linux，页首称逾百万下载。", + "limitation": "2.0为候补，下载不等独立用户/付费；示例检查通过不证明真实运行，无安装或编译。" + }, + { + "id": "UNCLEAR4-31194-HOME", + "companyId": null, + "title": "Valence：官网本轮读取", + "url": "https://valence.trade/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮官网读取502。", + "limitation": "业务及1B合约/2025历史交易量依据YC发布；未将不可读网页或交易量当收入/AI证据。" + }, + { + "id": "UNCLEAR4-31204-HOME", + "companyId": null, + "title": "Forum：官网本轮读取", + "url": "https://www.forum.market/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得注意力市场标题，无可读正文。", + "limitation": "历史1000为模拟币，AI产品话题不证明自身AI任务。" + }, + { + "id": "UNCLEAR4-31227-HOME", + "companyId": null, + "title": "Sequence Markets：官网本轮读取", + "url": "https://sequencemkts.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI execution标题，正文仅图式订单/跨市场程序化执行一行。", + "limitation": "标题/Agent接口与核心AI交付分开；104B用户自报及10M测试交易非公司收入。" + }, + { + "id": "UNCLEAR4-31229-HOME", + "companyId": null, + "title": "Doomersion：官网本轮读取", + "url": "https://doomersion.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "按水平/兴趣匹配短视频的语言学习，字幕解释、复习及测验；页脚Doomlingo Inc。", + "limitation": "个性化算法或.ai联系域名未单独证明AI模型，下载数不当付费，实体注册未核。" + }, + { + "id": "UNCLEAR4-31234-HOME", + "companyId": "YC31234", + "title": "Ekpa：官网本轮读取", + "url": "https://goekpa.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "持仓研究/推荐，只读连接，官网7M+连接资产与6500+分析；Standard免费。", + "limitation": "不能下单/移动资金是官网权限说明，未实测；资产、演示持仓和短期收益不等公司收入/可靠投资能力。" + }, + { + "id": "UNCLEAR4-31239-HOME", + "companyId": null, + "title": "Fort：官网本轮读取", + "url": "https://fort.cx/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "可穿戴/训练识别商店页面。", + "limitation": "未读到明确AI模型；历史预购报价/限额非已售，2024原型与YC2025成立分开待核。" + }, + { + "id": "UNCLEAR4-31242-HOME", + "companyId": "YC31242", + "title": "Booko：官网本轮读取", + "url": "https://booko.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "从预订历史训练需求模型，预测空档并促销；当前官网客户约20%提升。", + "limitation": "94.2%准确率、4280增收等界面是示例；没有独立账单或评估，不当平台收入。" + }, + { + "id": "UNCLEAR4-31249-HOME", + "companyId": null, + "title": "Meteoric：官网本轮读取", + "url": "https://meteoric.earth/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "无人机天气工程及太阳能产出增益，当前数值为模型最大估计。", + "limitation": "行业AI预测进展和电力需求非自身AI核心证明，计划与云室实验不当实际收益。" + }, + { + "id": "UNCLEAR4-31252-HOME", + "companyId": "YC31252", + "title": "Moda：官网本轮读取", + "url": "https://moda.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "生产Agent监控、失败追踪和评估/回放。", + "limitation": "109K对话、99.2%审阅、94%测试等界面不当实际效果或经营数据，未运行。" + }, + { + "id": "UNCLEAR4-31269-HOME", + "companyId": "YC31269", + "title": "MochaCare：官网本轮读取", + "url": "https://www.mochacare.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "居家照护AI工具及人工运营，Platform与Managed分开；排班/CRM/奖励标Coming soon，2.4M融资。", + "limitation": "不能把历史全托管表述当当前所有功能已自助上线；人工服务成本、融资和平台收入分开，实际合同未核。" + }, + { + "id": "UNCLEAR4-31273-HOME", + "companyId": null, + "title": "SpotPay：官网本轮读取", + "url": "https://www.spotpay.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "跨境金融钱包/卡，官网声明金融服务平台而非银行。", + "limitation": "无明确AI主营说明，注册/风控未独立核；TPV或用户增长不等净收入增长。" + }, + { + "id": "UNCLEAR4-31279-HOME", + "companyId": "YC31279", + "title": "Regbase：官网本轮读取", + "url": "https://regbase.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI监管研究Agent与跨语种/地方来源追踪。", + "limitation": "100小时到1小时及来源覆盖为厂商主张，不核法律内容；400M资助线索非平台收入。" + }, + { + "id": "UNCLEAR4-31284-HOME", + "companyId": "YC31284", + "title": "Origami Robotics：官网本轮读取", + "url": "https://www.origami-robotics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人学习手套和手部产品，当前突出S1数据采集手套。", + "limitation": "历史售手未给金额；实际型号/交付、迁移效果及硬件/模型/数据收入需拆。" + }, + { + "id": "UNCLEAR4-31289-HOME", + "companyId": "YC31289", + "title": "Fixture：官网本轮读取", + "url": "https://fixture.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前官网本轮无法读取。", + "limitation": "AI CRM依据为明确YC公司自述，未取得官网全文、实际合同或付费规模。" + }, + { + "id": "UNCLEAR4-31199-README", + "companyId": "YC31199", + "title": "Emdash公开README", + "url": "https://raw.githubusercontent.com/generalaction/emdash/main/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "可读worktree隔离、多编码Agent、SSH远程、自备CLI及本地SQLite说明；模型提供商数据处理与桌面本地状态分开。", + "limitation": "只读公开材料，未运行安装、审查全部源码或验证数据边界；开源不提供付费金额。" + }, + { + "id": "UNCLEAR4-31199-LICENSE", + "companyId": "YC31199", + "title": "Emdash公开LICENSE", + "url": "https://raw.githubusercontent.com/generalaction/emdash/main/LICENSE.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "许可证为Apache2.0，版权2026 General Action Inc；此日期不单独代替YC2025成立自述。", + "limitation": "只读公开材料，未运行安装、审查全部源码或验证数据边界；开源不提供付费金额。" + }, + { + "id": "UNCLEAR4-INDEX", + "companyId": null, + "title": "原AI不明候选第四批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项第73—96项：12新增、1复用Orthogonal、11保留AI主营待核。", + "limitation": "四批96项加此前OpenSEO共97项有后续记录，其余95项继续补核；不回写原发现计数，不代表全部确认来源完成。" } ], "reviews": [ @@ -77002,6 +78298,117 @@ "UNCLEAR3-31116-HOME" ], "handling": "无新增可比ARR/MRR；停服不补零，数据采集报酬及分成需进入成本判断，不能只见公开采用或赢家。 Asimov兼有自营清洁，清洁收费/补贴、人工成本与训练数据销售分别待核，不当纯SaaS。" + }, + { + "id": "UNCLEAR4-R-BUSINESS", + "type": "AI任务补证、复用与历史转型", + "company": "Sparkles、Fern、Sponge、Laurence、Emdash、Ekpa、Booko、Moda、MochaCare、Regbase、Origami Robotics、Fixture、Orthogonal", + "scope": "companies", + "companyIds": [ + "YC31151", + "YC31152", + "YC31159", + "YC31173", + "YC31199", + "YC31234", + "YC31242", + "YC31252", + "YC31269", + "YC31279", + "YC31284", + "YC31289", + "AI036" + ], + "summary": "12新增及1已有Orthogonal关联；Fern会议AI到机器人训练、MochaCare人工管理、Agent支付与CRM任务分开。", + "evidenceIds": [ + "UNCLEAR4-31151-YC", + "UNCLEAR4-31152-YC", + "UNCLEAR4-31159-YC", + "UNCLEAR4-31173-YC", + "UNCLEAR4-31199-YC", + "UNCLEAR4-31234-YC", + "UNCLEAR4-31242-YC", + "UNCLEAR4-31252-YC", + "UNCLEAR4-31269-YC", + "UNCLEAR4-31279-YC", + "UNCLEAR4-31284-YC", + "UNCLEAR4-31289-YC", + "UNCLEAR4-31154-YC" + ], + "handling": "不重复公司或原928初始目录；可读说明不等模型/权限、真实客户和独立交付已核。" + }, + { + "id": "UNCLEAR4-R-PENDING", + "type": "预测市场/自动硬件与AI主营缺项", + "company": "YC AI不明候选第四批", + "scope": "dataset", + "summary": "11项保留AI主营待核，有Agent接口、AI标题或AI需求背景者仍需明确核心交付。", + "evidenceIds": [ + "UNCLEAR4-INDEX", + "UNCLEAR4-31135-YC", + "UNCLEAR4-31194-YC", + "UNCLEAR4-31204-YC", + "UNCLEAR4-31227-YC", + "UNCLEAR4-31229-YC", + "UNCLEAR4-31239-YC", + "UNCLEAR4-31249-YC", + "UNCLEAR4-31273-YC", + "UNCLEAR4-31287-YC", + "UNCLEAR4-31294-YC", + "UNCLEAR4-31296-YC" + ], + "handling": "Valence2026成立自述与2025交易历史、Fort2024原型保留待核；TPV、测试量、模拟币、预购上限和补贴不当ARR。" + }, + { + "id": "UNCLEAR4-R-TECH", + "type": "技术自述及公开代码边界", + "company": "Sparkles、Fern、Laurence、Emdash、Origami Robotics", + "scope": "companies", + "companyIds": [ + "YC31151", + "YC31152", + "YC31173", + "YC31199", + "YC31284" + ], + "summary": "Sparkles云沙盒、Fern当前RL、Laurence模型、Origami操控仅厂商描述；Emdash公开README和Apache许可可读。", + "evidenceIds": [ + "UNCLEAR4-31151-HOME", + "UNCLEAR4-31152-HOME", + "UNCLEAR4-31173-HOME", + "UNCLEAR4-31284-HOME", + "UNCLEAR4-31199-README", + "UNCLEAR4-31199-LICENSE" + ], + "handling": "未运行或独立安全/效果评测，Agent上游数据与桌面状态分开，公开代码不等模型权重或全部产品开源。" + }, + { + "id": "UNCLEAR4-R-FINANCE", + "type": "积分/资金、客户增收与混合人工服务", + "company": "Sparkles、Sponge、Laurence、Ekpa、Booko、MochaCare、Regbase、Orthogonal", + "scope": "companies", + "companyIds": [ + "YC31151", + "YC31159", + "YC31173", + "YC31234", + "YC31242", + "YC31269", + "YC31279", + "AI036" + ], + "summary": "按量积分、API上游付款、钱包资金、广告费、连接资产、资助线索及融资不当收入；MochaCare Platform与人工Managed分开。", + "evidenceIds": [ + "UNCLEAR4-31151-HOME", + "UNCLEAR4-31154-HOME", + "UNCLEAR4-31159-HOME", + "UNCLEAR4-31234-HOME", + "UNCLEAR4-31242-HOME", + "UNCLEAR4-31269-HOME", + "UNCLEAR4-31173-LAUNCH1", + "UNCLEAR4-31279-LAUNCH1" + ], + "handling": "无新增可比MRR/ARR；软件/服务/预付与通道资金需按合同和确认期拆分，不能凭页面余额和厂商成果估造假概率。" } ], "coverage": { @@ -80550,6 +81957,386 @@ "note": "原ai-unclear，YC自报2026年成立。航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" } ] + }, + { + "id": "YC-AI-UNCLEAR-4", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原AI不明192项第73—96项按原发现顺序补核；12新增、1复用AI036、11仍AI主营待核。四批96项及此前OpenSEO1项已有后续记录，另95项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI4-31135", + "name": "RoboDock", + "url": "https://www.ycombinator.com/companies/robodock", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31135-YC", + "UNCLEAR4-31135-LAUNCH1", + "UNCLEAR4-31135-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。机器人车队充电/检查；历史有视觉/热传感和闭环优化，但本轮未明确核心AI模型/学习实现，官网无法读取。客户场站成本/CapEx不能作RoboDock收入。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31151", + "name": "Sparkles", + "url": "https://www.ycombinator.com/companies/sparkles", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31151", + "evidenceIds": [ + "UNCLEAR4-31151-YC", + "UNCLEAR4-31151-LAUNCH1", + "UNCLEAR4-31151-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。让团队从网页/Slack调用编码Agent，在隔离环境修改既有代码并产出PR。 官网50美元符号/月500credits，首组织100赠额；每credit标0.10推理，余额结转。报价和样例PR不是实收或独立安全证明，未连接仓库/运行。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31152", + "name": "Fern", + "url": "https://www.ycombinator.com/companies/fern-bot", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31152", + "evidenceIds": [ + "UNCLEAR4-31152-YC", + "UNCLEAR4-31152-LAUNCH1", + "UNCLEAR4-31152-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。当前提供基于世界模型的机器人RL及评估环境，历史产品为实时会议AI助手。 同一YC页及Ishiki Labs关联保留；当前官网高保真RL环境，2026-02发布为会议助手。不把旧会议采用/功能迁为机器人商业结果，未运行世界模型或策略。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31154", + "name": "Orthogonal", + "url": "https://www.ycombinator.com/companies/orthogonal", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI036", + "evidenceIds": [ + "UNCLEAR4-31154-YC", + "UNCLEAR4-31154-LAUNCH1", + "UNCLEAR4-31154-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。复用Orthogonal既有AI036；Agent API网关及按使用付款，API资金流水、预付余额与净收入分开。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31159", + "name": "Sponge", + "url": "https://www.ycombinator.com/companies/sponge", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31159", + "evidenceIds": [ + "UNCLEAR4-31159-YC", + "UNCLEAR4-31159-LAUNCH1", + "UNCLEAR4-31159-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。为Agent提供钱包、账户/卡及API商户支付网关。 当前官网钱包/网关明确；Rain发卡与平台钱包/账户分开。示例500余额、150转账及预算不是业务流水，支付自主性和风控未独立核验。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31173", + "name": "Laurence", + "url": "https://www.ycombinator.com/companies/laurence", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31173", + "evidenceIds": [ + "UNCLEAR4-31173-YC", + "UNCLEAR4-31173-LAUNCH1", + "UNCLEAR4-31173-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。用强化学习和转化率Transformer模型优化Amazon广告。 历史发布明确RL/自训练模型，当前官网广告管理与问答；1000万live广告支出无期间，不作公司收入，15—40%品牌净利提升是客户成果，创始人扑克收入不迁入。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31194", + "name": "Valence", + "url": "https://www.ycombinator.com/companies/valence", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31194-YC", + "UNCLEAR4-31194-LAUNCH1", + "UNCLEAR4-31194-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。预测市场交易及数据API；自动路由/回测不单独证明AI主营，原文1B合约及客户交易量不等净收入。YC2026成立与2025交易历史同时保留待核。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31199", + "name": "Emdash", + "url": "https://www.ycombinator.com/companies/emdash", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31199", + "evidenceIds": [ + "UNCLEAR4-31199-YC", + "UNCLEAR4-31199-LAUNCH1", + "UNCLEAR4-31199-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以桌面工作台并行运行编码Agent、隔离worktree并审查代码及PR。 官网及README/许可可读，免费与开源不证明没有其他商业收入。百万下载非付费用户；尚未运行，2.0候补名单与当前版本分开，不能用版权2026改写YC2025成立。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31204", + "name": "Forum", + "url": "https://www.ycombinator.com/companies/forum", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31204-YC", + "UNCLEAR4-31204-LAUNCH1", + "UNCLEAR4-31204-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。注意力指数交易市场；以AI产品为交易话题不等自身AI主营，历史1000模拟币不是资金或收入。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31227", + "name": "Sequence Markets", + "url": "https://www.ycombinator.com/companies/sequence-markets", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31227-YC", + "UNCLEAR4-31227-LAUNCH1", + "UNCLEAR4-31227-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。跨市场执行/路由；已有AI execution标题、MCP/Agent接口，但AI核心贡献和主营边界未明确。104B注册用户自报交易量与10M测试量不是供应商收入。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31229", + "name": "Doomersion", + "url": "https://www.ycombinator.com/companies/doomersion", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31229-YC", + "UNCLEAR4-31229-LAUNCH1", + "UNCLEAR4-31229-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。按水平匹配短视频的语言学习；个性化内容及翻译入口尚未补足明确AI模型/实现证据。15000下载和高时长不等付费或教学效果。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31234", + "name": "Ekpa", + "url": "https://www.ycombinator.com/companies/ekpa", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31234", + "evidenceIds": [ + "UNCLEAR4-31234-YC", + "UNCLEAR4-31234-LAUNCH1", + "UNCLEAR4-31234-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。由研究Agent持续分析用户持仓、新闻和文件并提供投资信息。 官网明确只读连接，不能下单或转走资金；700万连接资产不是公司收入，也不当受托资产。短期1.5%收益为历史厂商自述，不作稳健能力证明。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31239", + "name": "Fort", + "url": "https://www.ycombinator.com/companies/fort", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31239-YC", + "UNCLEAR4-31239-LAUNCH1", + "UNCLEAR4-31239-LAUNCH2", + "UNCLEAR4-31239-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。自动力量训练可穿戴；运动/心率识别与反馈本轮未明确AI模型。2024原型、2025成立及全职开始分开；289预购和1000名额上限不是已售收入。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31242", + "name": "Booko", + "url": "https://www.ycombinator.com/companies/booko", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31242", + "evidenceIds": [ + "UNCLEAR4-31242-YC", + "UNCLEAR4-31242-LAUNCH1", + "UNCLEAR4-31242-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以历史预订训练需求模型，预测空档并动态调整价格及激励。 官网明确学习需求和预测模型；约20%客户收入提升、4280演示及94.2%界面准确不是Booko实收/独立效果。不是同名旧图书比价网站的收入记录。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31249", + "name": "Meteoric", + "url": "https://www.ycombinator.com/companies/meteoric", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31249-YC", + "UNCLEAR4-31249-LAUNCH1", + "UNCLEAR4-31249-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。无人机天气工程/太阳能增益；AI天气预报和AI电力需求是行业背景，并未证明其自有AI核心交付。实验及未来2027/2028计划不当部署或收入。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31252", + "name": "Moda", + "url": "https://www.ycombinator.com/companies/moda", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31252", + "evidenceIds": [ + "UNCLEAR4-31252-YC", + "UNCLEAR4-31252-LAUNCH1", + "UNCLEAR4-31252-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。从对话和工具轨迹识别失败，构建评估并回放验证提示词/工具变更。 当前官网与2026发布可读；109K对话、99.2%已审阅、94%测试等界面展示不当独立生产覆盖、客户数或收入。未运行监控/攻防测试。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI4-31269", + "name": "MochaCare", + "url": 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"status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31294-YC", + "UNCLEAR4-31294-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2025年成立。空间制造/返航载荷设施；自主和无人制造远景未补足明确AI模型，首飞计划及试验成本节省不等实际部署/公司收入。 AI主营继续待核，不计公司表，不是永久排除。" + }, + { + "id": "YC-AI4-31296", + "name": "Unifold", + "url": "https://www.ycombinator.com/companies/unifold", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR4-31296-YC", + "UNCLEAR4-31296-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2026年成立。多链入金API/SDK；服务Agent或AI客户不等AI核心主营，客户充值/结算与前公司3000万用户不迁为公司收入。 AI主营继续待核，不计公司表，不是永久排除。" + } + ] } ], "directoryRechecks": [ @@ -81059,6 +82846,161 @@ "UNCLEAR3-31116-HOME" ], "reason": "当前或历史官方资料补足AI任务依据；公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31151, + "originalStatus": "ai-unclear", + "companyId": "YC31151", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + 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"UNCLEAR4-31159-YC", + "UNCLEAR4-31159-LAUNCH1", + "UNCLEAR4-31159-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；当前官网钱包/网关明确；Rain发卡与平台钱包/账户分开。示例500余额、150转账及预算不是业务流水，支付自主性和风控未独立核验。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31173, + "originalStatus": "ai-unclear", + "companyId": "YC31173", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31173-YC", + "UNCLEAR4-31173-LAUNCH1", + "UNCLEAR4-31173-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；历史发布明确RL/自训练模型，当前官网广告管理与问答；1000万live广告支出无期间，不作公司收入，15—40%品牌净利提升是客户成果，创始人扑克收入不迁入。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31199, + "originalStatus": "ai-unclear", + "companyId": "YC31199", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31199-YC", + "UNCLEAR4-31199-LAUNCH1", + "UNCLEAR4-31199-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；官网及README/许可可读，免费与开源不证明没有其他商业收入。百万下载非付费用户；尚未运行，2.0候补名单与当前版本分开，不能用版权2026改写YC2025成立。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31234, + "originalStatus": "ai-unclear", + "companyId": "YC31234", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31234-YC", + "UNCLEAR4-31234-LAUNCH1", + "UNCLEAR4-31234-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；官网明确只读连接，不能下单或转走资金；700万连接资产不是公司收入，也不当受托资产。短期1.5%收益为历史厂商自述，不作稳健能力证明。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31242, + "originalStatus": "ai-unclear", + "companyId": "YC31242", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31242-YC", + "UNCLEAR4-31242-LAUNCH1", + "UNCLEAR4-31242-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；官网明确学习需求和预测模型；约20%客户收入提升、4280演示及94.2%界面准确不是Booko实收/独立效果。不是同名旧图书比价网站的收入记录。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31252, + "originalStatus": "ai-unclear", + "companyId": "YC31252", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31252-YC", + "UNCLEAR4-31252-LAUNCH1", + "UNCLEAR4-31252-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；当前官网与2026发布可读；109K对话、99.2%已审阅、94%测试等界面展示不当独立生产覆盖、客户数或收入。未运行监控/攻防测试。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31269, + "originalStatus": "ai-unclear", + "companyId": "YC31269", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31269-YC", + "UNCLEAR4-31269-LAUNCH1", + "UNCLEAR4-31269-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；2026发布明确创始人轮值及人类虚拟助手，官网分Platform/Managed；招聘可见，排班/CRM/奖励标Coming soon。240万美元符号融资不是收入，不当全自动纯SaaS。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31279, + "originalStatus": "ai-unclear", + "companyId": "YC31279", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31279-YC", + "UNCLEAR4-31279-LAUNCH1", + "UNCLEAR4-31279-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；历史公司发布及官网明确AI研究；400M学校安全资助为给客户发现的机会，不是Regbase收入、授予款或已实现客户成交。100倍省时为自述，未核法律结论。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31284, + "originalStatus": "ai-unclear", + "companyId": "YC31284", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31284-YC", + "UNCLEAR4-31284-LAUNCH1", + "UNCLEAR4-31284-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；官网当前突出S1手套；YC称已向Amazon等实验室售手但未给金额，保留付费交付线索而不填收入数字。消除embodiment gap、技能迁移和数据规模为厂商主张。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31289, + "originalStatus": "ai-unclear", + "companyId": "YC31289", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR4-31289-YC", + "UNCLEAR4-31289-HOME" + ], + "reason": "明确Agent/模型/AI任务补证；当前官网本轮无法读取，AI依据为YC明确Agent CRM业务，不当已核付费交付。合同、真实客户和联系权限尚待核。 原1428发现与928初始新增计数不回写。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 432141e..15ad166 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-3", + "version": "2026-10-31-ai-unclear-4", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核三批72项：39新增、3复用、30保留AI主营待核；另此前OpenSEO复核1项，合计73项已有后续记录，其余119项继续补核。原发现审计及928条初始新增不回写。Klaus有官网明确停服声明而历史收入仍未知；Scalar Field旧月收入、训练成本、旧事业ARR/保费、客户成果/资产、资助申请、stars/采用率均按主体和口径分开，未新增可比MRR/ARR。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核四批96项：51新增、4复用、41保留AI主营待核；另此前OpenSEO1项，合计97项已有后续记录，其余95项继续补核。原发现审计及928条初始新增不回写。Fern历史会议/当前机器人RL、MochaCare软件/人工管理、Agent支付/客户资金、Laurence广告费、Ekpa连接资产及Regbase资助线索分开；无新增可比MRR/ARR。Klaus停服、Asimov清洁服务及其他旧收入/技术边界保留。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index b14f575..af9bf20 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-3", + "sourceVersion": "2026-10-31-ai-unclear-4", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 8a4df5c7ba14e6ba3a6d537ce7350488fdd5fbc8 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 04:03:33 +0800 Subject: [PATCH 25/29] Review fifth uncertain AI cohort and distinguish ARR from service and contract claims --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 54 +- content/research/ai-companies.seed.json | 2239 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 2279 insertions(+), 26 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index b157242..fd74752 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1102); + assert.equal(research.companies.length, 1115); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2973); - assert.equal(research.observations.length, 395); + assert.equal(research.evidence.length, 3047); + assert.equal(research.observations.length, 413); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 5cafb72..34832eb 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1102); - assert.equal(initial.evidence.length, 2973); - assert.equal(initial.observations.length, 395); + assert.equal(initial.companies.length, 1115); + assert.equal(initial.evidence.length, 3047); + assert.equal(initial.observations.length, 413); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 182); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 16); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 186); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 17); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1102); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 53); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1115); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 56); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1028); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1038); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,7 +124,7 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 98); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 104); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 21); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); @@ -578,6 +578,42 @@ test("the fourth uncertain cohort distinguishes product pivots, managed labor an assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR4-"))); }); +test("the fifth uncertain cohort separates dated ARR, service run rates, bookings and previous ventures", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-5")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(96, 120); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 15); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 9); + assert.equal(batch.records.find((r) => r.name === "primitive")!.companyId, "AI002"); + assert.equal(batch.records.find((r) => r.name === "Result")!.companyId, "AI001"); + const result = snapshot.companies.find((c) => c.id === "AI001")!; + assert.equal(result.cat, "C09"); + assert.equal(result.revenueStatus, "unknown"); + assert.match(result.notes, /280万美元ARR属于用户/); + assert.ok(result.evidenceIds.includes("UNCLEAR5-31438-TERMS")); + const andco = snapshot.companies.find((c) => c.id === "YC31411")!; + assert.equal(andco.year, 2026, "a founder's previous venture must not replace the new company's stated year"); + assert.match(andco.notes, /Layup/); + assert.equal(snapshot.evidence.find((e) => e.id === "UNCLEAR5-31411-LAUNCH6")!.companyId, null); + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR5-")); + assert.equal(figures.length, 18); + const dated = figures.find((o) => o.id.endsWith("TRELLIS-ARR-AUG"))!; + assert.equal(dated.metric, "arr"); + assert.equal(dated.observedAt, "2026-08-24"); + assert.equal(dated.bound, "≥"); + assert.equal(figures.find((o) => o.id.endsWith("INSTA-RUNRATE"))!.metric, "annualized-revenue"); + assert.equal(figures.find((o) => o.id.endsWith("INSTA-LAUNCH-ARR"))!.metric, "arr"); + for (const suffix of ["PARROT-CONTRACT", "KINRO-OLD-CONTRACT", "BENTO-OLD-EMPLOYER", "TRELLIS-OLD-MGMT"]) { + assert.equal(figures.find((o) => o.id.endsWith(suffix))!.selection, "excluded"); + } + assert.equal(snapshot.companies.find((c) => c.id === "YC31423")!.technicalReview!.level, "description", + "an internal benchmark subset is not an independent leaderboard result"); + assert.ok(figures.every((o) => o.comparisonGroup === null)); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR5-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 42f3c8b..e00dbeb 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-4", + "version": "2026-10-31-ai-unclear-5", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -77,24 +77,41 @@ "name": "Result", "url": "https://www.ycombinator.com/companies/result", "channel": "S01", - "cat": "C05", + "cat": "C09", "year": 2026, "team": 2, "location": null, - "business": "创业者从设立公司到运营业务的一体化平台", - "buyer": "创业者", - "delivery": "私人测试，页面称8位早期用户", - "notes": "用户合计280万美元ARR属于用户，不属于Result", + "business": "当前为iPhone/Mac个人Agent；YC仍保留创业者开办/运营公司的一体化平台介绍。", + "buyer": "当前个人设备用户；历史创业者", + "delivery": "当前官网及2026-10-23条款可读；与YC业务差异/转型时点和法律主体连续待核", + "notes": "用户合计280万美元ARR属于用户，不属于Result 本轮原候选复核复用既有ID，不重复增公司。 当前官网及Savio Martin署名条款转为个人设备Agent；暂按官网分类，YC尚有创业平台描述，转型日期/主体连续未核。第三方开放权重模型不当公司自研基础模型；免费不补零收入。", "cohort": "2026年成立", "teamBasis": "YC Team Size，公司自述；访问快照，业务截至日未注明", "datePrecision": "年", - "price": "未逐一核验定价页", + "price": "当前条款称免费，未来付费另告知；历史业务收费未知", "stage": "公开资料，商用成熟度待核验", "sourceType": "公司在YC的自述资料", "evidenceIds": [ - "E001" + "E001", + "UNCLEAR5-31438-YC", + "UNCLEAR5-31438-LAUNCH1", + "UNCLEAR5-31438-HOME", + "UNCLEAR5-31438-TERMS" ], - "revenueStatus": "unknown" + "revenueStatus": "unknown", + "pricingEvidence": "UNCLEAR5-31438-TERMS", + "businessModel": "当前个人设备Agent免费入口/未来软件收费待核；历史创业平台支付/运营服务另记", + "entityBasis": "官网同Result品牌，条款Savio Martin对应YC创始人；未取得独立工商或业务迁移协议", + "classificationBasis": "人工复核：按当前官网及条款暂归个人应用C09，保留YC创业平台C05历史，不以客户ARR替代自身收入。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读个人设备操作/第三方本地模型说明；未下载、运行或验证零留存/敏感步骤交接。", + "evidenceIds": [ + "UNCLEAR5-31438-HOME", + "UNCLEAR5-31438-TERMS" + ] + } }, { "id": "AI002", @@ -108,7 +125,7 @@ "business": "自主Agent的通信基础设施", "buyer": "Agent开发者", "delivery": "公开公司与招聘资料", - "notes": "未读取到收入或价格披露", + "notes": "未读取到收入或价格披露 本轮原候选复核复用既有ID，不重复增公司。", "cohort": "2026年成立", "teamBasis": "YC Team Size，公司自述；访问快照，业务截至日未注明", "datePrecision": "年", @@ -116,7 +133,9 @@ "stage": "公开资料，商用成熟度待核验", "sourceType": "公司在YC的自述资料", "evidenceIds": [ - "E002" + "E002", + "UNCLEAR5-31329-YC", + "UNCLEAR5-31329-HOME" ], "revenueStatus": "unknown" }, @@ -33950,6 +33969,427 @@ "businessModel": "Agent CRM软件；实际套餐及实施成本未核", "entityBasis": "同一YC公司及所链域名/历史发布；法律注册及收费主体未独立核", "classificationBasis": "人工复核：按当前AI任务、买家和交付分类，历史转型及人工服务边界另记，原发现审计保持不变。" + }, + { + "id": "YC31345", + "name": "Replicas", + "url": "https://www.ycombinator.com/companies/replicas", + "channel": "S01", + "cat": "C04", + "year": 2026, + "team": 2, + "location": null, + "business": "在云端VM中运行编码Agent，配置项目环境并按CI/代码评审反馈迭代PR。", + "buyer": "工程团队", + "delivery": "2026-04称20+YC团队采用，未给付费；官网400万融资及Agent活动墙不是收入或实际并发规模。未连接仓库或运行。", + "notes": "2026-04称20+YC团队采用，未给付费；官网400万融资及Agent活动墙不是收入或实际并发规模。未连接仓库或运行。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31345-YC", + "UNCLEAR5-31345-LAUNCH1", + "UNCLEAR5-31345-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://replicas.dev", + "businessModel": "云编码Agent/环境托管；自带模型凭据、计算与服务成本待拆", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读云VM/环境/反馈PR方案，未运行或验证代码效果及隔离。", + "evidenceIds": [ + "UNCLEAR5-31345-HOME" + ] + } + }, + { + "id": "YC31350", + "name": "Hexa", + "url": "https://www.ycombinator.com/companies/hexa", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 3, + "location": null, + "business": "在ERP中用Agent处理RFQ报价、订单、采购及AP/AR。", + "buyer": "工业分销商及制造企业", + "delivery": "官网明确驻场观察及定制部署；客户10%以上收入提升、15%推荐奖励与创始人旧5000用户不是Hexa收入，不能默认纯SaaS毛利。", + "notes": "官网明确驻场观察及定制部署；客户10%以上收入提升、15%推荐奖励与创始人旧5000用户不是Hexa收入，不能默认纯SaaS毛利。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31350-YC", + "UNCLEAR5-31350-LAUNCH1", + "UNCLEAR5-31350-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.hexaagents.com", + "businessModel": "行业软件与嵌入式定制实施/维护；软件和工程费待拆", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31364", + "name": "Chert", + "url": "https://www.ycombinator.com/companies/chert", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 2, + "location": null, + "business": "为AI Agent提供iMessage、SMS及FaceTime音视频通信。", + "buyer": "对话Agent及企业消息开发团队", + "delivery": "官网明确Agent接口，当前CLI说明与尚未发布npm/Python SDK分开；不能因安装示例就称包已可用，未开通通信或核验送达/身份权限。", + "notes": "官网明确Agent接口，当前CLI说明与尚未发布npm/Python SDK分开；不能因安装示例就称包已可用，未开通通信或核验送达/身份权限。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31364-YC", + "UNCLEAR5-31364-LAUNCH1", + "UNCLEAR5-31364-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.trychert.com/", + "businessModel": "消息/通话设施；线路、设备、按量费和上游费用待核", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31372", + "name": "Trellis", + "url": "https://www.ycombinator.com/companies/trellistech", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 5, + "location": null, + "business": "用Agent执行客人消息、清洁维护、任务及业主报告等物业运营。", + "buyer": "短租及度假屋管理公司", + "delivery": "YC未注明业务截至日的500K ARR/35客户/3000房源，与官网2026-08-24的600K+ ARR/45+公司/4000+房源分别保存。报价749.99美元符号/月起，上线费另计，默认草稿/转人工，不当无监督全自动。", + "notes": "YC未注明业务截至日的500K ARR/35客户/3000房源，与官网2026-08-24的600K+ ARR/45+公司/4000+房源分别保存。报价749.99美元符号/月起，上线费另计，默认草稿/转人工，不当无监督全自动。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "公司官网自述2026-02成立，YC字段2026；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "官网原文$749.99/月起，按房源另报价，一次性white-glove上线费另计；实际合同未知", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31372-YC", + "UNCLEAR5-31372-LAUNCH1", + "UNCLEAR5-31372-HOME", + "UNCLEAR5-31372-PRICE", + "UNCLEAR5-31372-FACTS" + ], + "revenueStatus": "self", + "extraUrl": "https://trellistech.com", + "businessModel": "物业软件月费按房源扩展，加一次性上线/调优服务；收费及确认边界需拆", + "entityBasis": "官网自述Trellis Tech Inc/Delaware，非独立工商核验；与其他Trellis法律/保险/文档及Microsoft模型项目分开", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR5-31372-PRICE" + }, + { + "id": "YC31377", + "name": "Limrun", + "url": "https://www.ycombinator.com/companies/limrun", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 1, + "location": null, + "business": "向云Agent提供远程Xcode、iOS/Android模拟器及预览服务。", + "buyer": "移动开发及云端编码Agent团队", + "delivery": "明确是扩展既有沙盒的远程能力，不是整套沙盒替换；Replit等采用及演示构建日志不证明实际付费/成功率。页面0分钟计数可能加载，未作零业务判断。", + "notes": "明确是扩展既有沙盒的远程能力，不是整套沙盒替换；Replit等采用及演示构建日志不证明实际付费/成功率。页面0分钟计数可能加载，未作零业务判断。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31377-YC", + "UNCLEAR5-31377-LAUNCH1", + "UNCLEAR5-31377-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://lim.run", + "businessModel": "原生开发远程服务/计算托管；资源计量和云成本待核", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读远程Xcode/模拟器/预览方案，非整套沙盒替换；未运行编译或测试。", + "evidenceIds": [ + "UNCLEAR5-31377-HOME" + ] + } + }, + { + "id": "YC31382", + "name": "Kinro", + "url": "https://www.ycombinator.com/companies/kinro", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 6, + "location": null, + "business": "以AI加持牌代理协助企业找保险并办理经纪流程；历史为向经纪商出售工作流。", + "buyer": "美国中小企业保险买家", + "delivery": "2026-06发布称转型前年度收入100万、签单100万/约三分之一到账并放弃旧客户；均非当前经纪ARR。官网当前明确持牌代理支持；许可/承保首单为厂商自述未独立核，保费和佣金不混算。", + "notes": "2026-06发布称转型前年度收入100万、签单100万/约三分之一到账并放弃旧客户；均非当前经纪ARR。官网当前明确持牌代理支持；许可/承保首单为厂商自述未独立核，保费和佣金不混算。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31382-YC", + "UNCLEAR5-31382-LAUNCH1", + "UNCLEAR5-31382-HOME" + ], + "revenueStatus": "self", + "extraUrl": "https://www.kinro.com/", + "businessModel": "保险经纪/佣金及人工支持；转型前软件/FDE交付收入另列", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31403", + "name": "transload", + "url": "https://www.ycombinator.com/companies/transload", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 3, + "location": null, + "business": "用既有安防摄像机的计算机视觉测量货物、关联扫描和WMS/TMS。", + "buyer": "货运、仓库及物流企业", + "delivery": "官网明确AI分析动作/姿态关联货物；每站每月约5万美元再计费/利用率改善属于客户，不是transload收入。一天试点和全覆盖为自述，未独立测量精度或隐私控制。", + "notes": "官网明确AI分析动作/姿态关联货物；每站每月约5万美元再计费/利用率改善属于客户，不是transload收入。一天试点和全覆盖为自述，未独立测量精度或隐私控制。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31403-YC", + "UNCLEAR5-31403-LAUNCH1", + "UNCLEAR5-31403-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.transload.ai", + "businessModel": "物流视觉软件与标定集成服务；收费/硬件及实施成本待核", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读货物CV测量及扫描关联，未测精度、遮挡、现场误差和数据保护。", + "evidenceIds": [ + "UNCLEAR5-31403-HOME" + ] + } + }, + { + "id": "YC31409", + "name": "InstaAgent", + "url": "https://www.ycombinator.com/companies/instaagent", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 10, + "location": null, + "business": "AI生成面向细分受众的创意，并进行广告/社交分发及持续优化。", + "buyer": "B2C品牌及付费营销团队", + "delivery": "2026-05发布自称十个月100万ARR且明确从自助转agency；当前YC改称100万annual run rate。保留原标签/时点差异，不将服务年化等同SaaS ARR；官网500+服务客户为自述，创始人旧用户不迁入。", + "notes": "2026-05发布自称十个月100万ARR且明确从自助转agency；当前YC改称100万annual run rate。保留原标签/时点差异，不将服务年化等同SaaS ARR；官网500+服务客户为自述，创始人旧用户不迁入。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31409-YC", + "UNCLEAR5-31409-LAUNCH1", + "UNCLEAR5-31409-HOME" + ], + "revenueStatus": "self", + "extraUrl": "https://instaagent.com", + "businessModel": "营销代理服务；制作人工、媒体投放与软件/持续合同收入待拆", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31411", + "name": "Andco", + "url": "https://www.ycombinator.com/companies/andco", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 3, + "location": null, + "business": "以Agent索取及整理医疗、警方、保险材料，构建诉前案件。", + "buyer": "人身伤害律所", + "delivery": "YC自报2026成立；创始人履历明确此前为Layup W23，旧2023—2025发布被挂在当前公司页，不证明同一法律实体或Andco早已成立。保留新公司自述与旧事业关系，480万融资不作收入。", + "notes": "YC自报2026成立；创始人履历明确此前为Layup W23，旧2023—2025发布被挂在当前公司页，不证明同一法律实体或Andco早已成立。保留新公司自述与旧事业关系，480万融资不作收入。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31411-YC", + "UNCLEAR5-31411-LAUNCH1", + "UNCLEAR5-31411-HOME", + "UNCLEAR5-31411-FOUNDER-HISTORY" + ], + "revenueStatus": "unknown", + "extraUrl": "http://www.useandco.com", + "businessModel": "法律工作流软件/材料获取与服务；按案、订阅及人工占比待核", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31423", + "name": "BentoLabs AI", + "url": "https://www.ycombinator.com/companies/bentolabs-ai", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 5, + "location": null, + "business": "从运行轨迹检测静默失败/偏移，并生成可复用修复及学习记忆。", + "buyer": "生产Agent开发及运营团队", + "delivery": "旧Emergent的100M ARR及500万用户属前雇主。Terminal-Bench2.0为厂商内部38/89任务、187试次的42.2到52.4比较，非榜单提交/独立复现；warmup及验证提示变化的泛化需另核。", + "notes": "旧Emergent的100M ARR及500万用户属前雇主。Terminal-Bench2.0为厂商内部38/89任务、187试次的42.2到52.4比较，非榜单提交/独立复现；warmup及验证提示变化的泛化需另核。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31423-YC", + "UNCLEAR5-31423-LAUNCH1", + "UNCLEAR5-31423-HOME", + "UNCLEAR5-31423-BENCH" + ], + "revenueStatus": "unknown", + "extraUrl": "https://bentolabs.ai/", + "businessModel": "Agent监控/学习设施；实际定价及人工调优成本待核", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读内部38任务/187试次基准方法及学习记忆，非全89任务或独立榜单提交；未复现。", + "evidenceIds": [ + "UNCLEAR5-31423-HOME", + "UNCLEAR5-31423-BENCH" + ] + } + }, + { + "id": "YC31439", + "name": "Parrot", + "url": "https://www.ycombinator.com/companies/useparrot", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "以AI理解维修估价/零件/保险上下文，打电话、追索赔并协调运营。", + "buyer": "碰撞维修及汽修门店", + "delivery": "2026-06自述两门店各签30K年合同，未给服务期/回款，不推60K ARR；官网15K客户月增收也不是Parrot收入。现场学习与实际人工介入、准确率待核。", + "notes": "2026-06自述两门店各签30K年合同，未给服务期/回款，不推60K ARR；官网15K客户月增收也不是Parrot收入。现场学习与实际人工介入、准确率待核。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31439-YC", + "UNCLEAR5-31439-LAUNCH1", + "UNCLEAR5-31439-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.useparrot.com/", + "businessModel": "行业软件及电话/运营服务；按年合同与确认收入分开", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31448", + "name": "smol machines", + "url": "https://www.ycombinator.com/companies/smol-machines", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 1, + "location": null, + "business": "提供可在本机、云和自托管之间运行的可移植VM，支持RL rollout和持久Agent。", + "buyer": "Agent、RL环境及软件开发团队", + "delivery": "YC简介泛化，本轮官网明确RL分叉/评分及持久Agent用途，据此补AI设施关联。100赠额、默认资源与小于200ms比较是厂商信息，未运行或验证隔离/性能。", + "notes": "YC简介泛化，本轮官网明确RL分叉/评分及持久Agent用途，据此补AI设施关联。100赠额、默认资源与小于200ms比较是厂商信息，未运行或验证隔离/性能。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31448-YC", + "UNCLEAR5-31448-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://smolmachines.com/", + "businessModel": "通用VM开源运行时与云计算托管；AI负载/非AI及资源费待拆", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读RL分叉环境/持久Agent与硬件VM边界自述，未运行、验证隔离或性能。", + "evidenceIds": [ + "UNCLEAR5-31448-HOME" + ] + } + }, + { + "id": "YC31457", + "name": "ValCtrl", + "url": "https://www.ycombinator.com/companies/valctrl", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 2, + "location": null, + "business": "从自然语言信念构建预测合约，以世界模型映射市场信号、评估风险及定价。", + "buyer": "预测市场及事件合约用户", + "delivery": "YC当前详细描述提供AI任务，官网只有标语/联系。模型定价做市为建设方向，未取得实盘、许可、收入或可靠定价验证，不将流动性和客户押注当公司收入。", + "notes": "YC当前详细描述提供AI任务，官网只有标语/联系。模型定价做市为建设方向，未取得实盘、许可、收入或可靠定价验证，不将流动性和客户押注当公司收入。 法律主体、确认收入、合同与独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册未独立核", + "teamBasis": "YC Team Size；2026-10-31读取，业务人数截至日未给", + "price": "未取得实际合同及已付单价", + "stage": "公开资料；实际商业成熟度及持续交付待核", + "sourceType": "YC资料、历史发布及可读公司官网", + "evidenceIds": [ + "UNCLEAR5-31457-YC", + "UNCLEAR5-31457-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://valctrl.com", + "businessModel": "AI辅助预测市场；交易费用、做市风险和软件收入未拆", + "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", + "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" } ], "observations": [ @@ -40161,6 +40601,281 @@ "evidence": "UNCLEAR4-31269-HOME", "bound": "=", "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-TRELLIS-YC-ARR", + "company": "YC31372", + "name": "Trellis", + "kind": "YC当前无截止日ARR自述", + "value": 500000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，财务截至日未给", + "scope": "公司业务，法律主体与合同口径未核", + "selection": "historical", + "reason": "无共同截止日/币种/合同定义，不与官网600K+相加或进入平台样本", + "evidence": "UNCLEAR5-31372-YC", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "UNCLEAR5-O-TRELLIS-ARR-AUG", + "company": "YC31372", + "name": "Trellis", + "kind": "公司事实页ARR自述", + "value": 600000, + "unit": "原文$，币种待核", + "timing": "页面更新2026-08-24", + "scope": "公司自述物业软件业务，实施费是否剔除未核", + "selection": "historical", + "reason": "不把报价/一次性上线混作ARR，独立账单及经常性需核 observedAt沿用页面更新时间，不代表财务截止日已核。", + "evidence": "UNCLEAR5-31372-FACTS", + "bound": "≥", + "comparisonGroup": null, + "metric": "arr", + "observedAt": "2026-08-24" + }, + { + "id": "UNCLEAR5-O-TRELLIS-YC-CUSTOMERS", + "company": "YC31372", + "name": "Trellis", + "kind": "客户/房源采用自述", + "value": 35, + "unit": "客户", + "timing": "YC当前，无业务截至日", + "scope": "物业运营采用，不是独立付费订阅", + "selection": "adoption", + "reason": "按来源时点分别保存，不相加或反推ARPA/收入", + "evidence": "UNCLEAR5-31372-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-TRELLIS-YC-LISTINGS", + "company": "YC31372", + "name": "Trellis", + "kind": "客户/房源采用自述", + "value": 3000, + "unit": "房源", + "timing": "YC当前，无业务截至日", + "scope": "物业运营采用，不是独立付费订阅", + "selection": "adoption", + "reason": "按来源时点分别保存，不相加或反推ARPA/收入", + "evidence": "UNCLEAR5-31372-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-TRELLIS-AUG-CUSTOMERS", + "company": "YC31372", + "name": "Trellis", + "kind": "客户/房源采用自述", + "value": 45, + "unit": "公司", + "timing": "2026-08-24", + "scope": "物业运营采用，不是独立付费订阅", + "selection": "adoption", + "reason": "按来源时点分别保存，不相加或反推ARPA/收入", + "evidence": "UNCLEAR5-31372-FACTS", + "bound": "≥", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-TRELLIS-AUG-LISTINGS", + "company": "YC31372", + "name": "Trellis", + "kind": "客户/房源采用自述", + "value": 4000, + "unit": "房源", + "timing": "2026-08-24", + "scope": "物业运营采用，不是独立付费订阅", + "selection": "adoption", + "reason": "按来源时点分别保存，不相加或反推ARPA/收入", + "evidence": "UNCLEAR5-31372-FACTS", + "bound": "≥", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-TRELLIS-OLD-MGMT", + "company": "YC31372", + "name": "Trellis", + "kind": "创始人旧物业管理收入", + "value": 2000000, + "unit": "原文$，币种待核", + "timing": "2026-04-22发布，旧业务收入期未给", + "scope": "旧物业管理公司，非Trellis软件", + "selection": "excluded", + "reason": "旧公司经营收入不迁为本公司ARR", + "evidence": "UNCLEAR5-31372-LAUNCH1", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-INSTA-LAUNCH-ARR", + "company": "YC31409", + "name": "InstaAgent", + "kind": "旧发布ARR标签自述", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2026-05-11称十个月达到，具体财务截止日未给", + "scope": "公司创意/营销代理业务，订阅定义未核", + "selection": "historical", + "reason": "原文称ARR但同时说明agency转型，不能据标签当纯SaaS经常性收入", + "evidence": "UNCLEAR5-31409-LAUNCH1", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "UNCLEAR5-O-INSTA-RUNRATE", + "company": "YC31409", + "name": "InstaAgent", + "kind": "当前YC年化run rate自述", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，称十个月，年化基础未给", + "scope": "公司营销代理服务", + "selection": "historical", + "reason": "年化服务收入与旧ARR标签分开，非当前经审计ARR或平台指标", + "evidence": "UNCLEAR5-31409-YC", + "bound": "=", + "comparisonGroup": null, + "metric": "annualized-revenue" + }, + { + "id": "UNCLEAR5-O-INSTA-SERVED", + "company": "YC31409", + "name": "InstaAgent", + "kind": "官网累计已服务客户自述", + "value": 500, + "unit": "客户", + "timing": "2026-10-31读取，统计期未给", + "scope": "累计服务，未说明当前付费", + "selection": "adoption", + "reason": "不能将累计服务客户当当前订阅，媒体/代理交付和留存待核", + "evidence": "UNCLEAR5-31409-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-KINRO-OLD-REVENUE", + "company": "YC31382", + "name": "Kinro", + "kind": "转型前工作流年度收入自述", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2026-06-16发布，年度/确认期未给", + "scope": "转型前保险工作流业务，法律延续待核", + "selection": "historical", + "reason": "年收入不是ARR，不转为现行保险经纪佣金；预收/合同履约需查", + "evidence": "UNCLEAR5-31382-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-KINRO-OLD-CONTRACT", + "company": "YC31382", + "name": "Kinro", + "kind": "转型前企业签约金额", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2026-06-16发布，合同期未给", + "scope": "旧工作流客户合同，原文称约三分之一已汇款", + "selection": "excluded", + "reason": "签单/回款不等确认收入，未推算精确收款或当前ARR", + "evidence": "UNCLEAR5-31382-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-TRANSLOAD-CLIENT", + "company": "YC31403", + "name": "transload", + "kind": "客户每站每月再计费/利用率价值", + "value": 50000, + "unit": "原文$，币种待核", + "timing": "2026-10-31当前YC自述，客户账期未给", + "scope": "客户收益，非transload收入", + "selection": "excluded", + "reason": "再计费与车厢利用率收益不能作为软件月收入", + "evidence": "UNCLEAR5-31403-YC", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-PARROT-CONTRACT", + "company": "YC31439", + "name": "Parrot", + "kind": "每门店年合同自述", + "value": 30000, + "unit": "原文$，币种待核", + "timing": "2026-06-01发布，合同服务起止及回款未知", + "scope": "已签报价/合同，非确认收入", + "selection": "excluded", + "reason": "不因两店乘法生成60K ARR，履约、取消、折扣和收款待核", + "evidence": "UNCLEAR5-31439-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-PARROT-SHOPS", + "company": "YC31439", + "name": "Parrot", + "kind": "历史已签门店数自述", + "value": 2, + "unit": "门店", + "timing": "2026-06-01发布", + "scope": "签约采用，不代表当前付费/留存", + "selection": "adoption", + "reason": "签约数及合同金额不是已实现经常性收入", + "evidence": "UNCLEAR5-31439-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-PARROT-CLIENT", + "company": "YC31439", + "name": "Parrot", + "kind": "官网门店新增月收入宣传", + "value": 15000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，客户实验/账期未给", + "scope": "客户门店收入，非Parrot收入", + "selection": "excluded", + "reason": "客户增收不作供应商MRR/ARR", + "evidence": "UNCLEAR5-31439-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-BENTO-OLD-EMPLOYER", + "company": "YC31423", + "name": "BentoLabs AI", + "kind": "创始人前雇主ARR履历", + "value": 100000000, + "unit": "原文$，币种待核", + "timing": "2026-06-01发布，Emergent旧业绩时点未给", + "scope": "Emergent前雇主，非Bento", + "selection": "excluded", + "reason": "前雇主ARR和用户规模不迁入Bento", + "evidence": "UNCLEAR5-31423-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR5-O-REPLICAS-ADOPTION", + "company": "YC31345", + "name": "Replicas", + "kind": "YC团队使用自述", + "value": 20, + "unit": "团队", + "timing": "2026-04-01发布", + "scope": "YC创业团队采用，付费未给", + "selection": "adoption", + "reason": "使用不等付费/活跃或收入", + "evidence": "UNCLEAR5-31345-LAUNCH1", + "bound": ">", + "comparisonGroup": null } ], "evidence": [ @@ -72866,6 +73581,820 @@ "kind": "公司自述官方资料复核", "summary": "原192项第73—96项：12新增、1复用Orthogonal、11保留AI主营待核。", "limitation": "四批96项加此前OpenSEO共97项有后续记录，其余95项继续补核；不回写原发现计数，不代表全部确认来源完成。" + }, + { + "id": "UNCLEAR5-31298-YC", + "companyId": null, + "title": "Applied Electrodynamics, Inc.：当前YC复核", + "url": "https://www.ycombinator.com/companies/applied-electrodynamics-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队5人，状态Active。穿透成像硬件/算法用于建筑和检查；机器可读、成像算法及创始人旧智能设备不足以单独确认当前AI模型主营。预购/1mm宣传非实销或独立性能证明。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31298-LAUNCH1", + "companyId": null, + "title": "Applied Electrodynamics: A new kind of camera that can see through walls", + "url": "https://www.ycombinator.com/launches/SAN-applied-electrodynamics-a-new-kind-of-camera-that-can-see-through-walls", + "publishedAt": "2026-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "穿透成像硬件/算法用于建筑和检查；机器可读、成像算法及创始人旧智能设备不足以单独确认当前AI模型主营。预购/1mm宣传非实销或独立性能证明。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31329-YC", + "companyId": "AI002", + "title": "primitive：当前YC复核", + "url": "https://www.ycombinator.com/companies/primitive", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队4人，状态Active。复用既有primitive Agent通信设施，不重复新增，官网本轮读取未成功。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31344-YC", + "companyId": null, + "title": "Totalis：当前YC复核", + "url": "https://www.ycombinator.com/companies/totalis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队0人，状态Active。预测市场组合交易/RFQ；AI题材、相关性定价和数学优化不自动等AI主营，用户头寸/押注不当净收入，Team Size=0仅原自述字段不作无人运营结论。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31344-LAUNCH1", + "companyId": null, + "title": "Totalis - Parlay on Anything", + "url": "https://www.ycombinator.com/launches/QUr-totalis-parlay-on-anything", + "publishedAt": "2026-05-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场组合交易/RFQ；AI题材、相关性定价和数学优化不自动等AI主营，用户头寸/押注不当净收入，Team Size=0仅原自述字段不作无人运营结论。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31345-YC", + "companyId": "YC31345", + "title": "Replicas：当前YC复核", + "url": "https://www.ycombinator.com/companies/replicas", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。在云端VM中运行编码Agent，配置项目环境并按CI/代码评审反馈迭代PR。 2026-04称20+YC团队采用，未给付费；官网400万融资及Agent活动墙不是收入或实际并发规模。未连接仓库或运行。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31345-LAUNCH1", + "companyId": "YC31345", + "title": "Replicas - End-to-End Background Coding Agents", + "url": "https://www.ycombinator.com/launches/PpP-replicas-end-to-end-background-coding-agents", + "publishedAt": "2026-04-01", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "在云端VM中运行编码Agent，配置项目环境并按CI/代码评审反馈迭代PR。 2026-04称20+YC团队采用，未给付费；官网400万融资及Agent活动墙不是收入或实际并发规模。未连接仓库或运行。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31350-YC", + "companyId": "YC31350", + "title": "Hexa：当前YC复核", + "url": "https://www.ycombinator.com/companies/hexa", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队3人，状态Active。在ERP中用Agent处理RFQ报价、订单、采购及AP/AR。 官网明确驻场观察及定制部署；客户10%以上收入提升、15%推荐奖励与创始人旧5000用户不是Hexa收入，不能默认纯SaaS毛利。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31350-LAUNCH1", + "companyId": "YC31350", + "title": "Hexa: Autonomous operations for industrial distributors", + "url": "https://www.ycombinator.com/launches/Qfd-hexa-autonomous-operations-for-industrial-distributors", + "publishedAt": "2026-06-03", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "在ERP中用Agent处理RFQ报价、订单、采购及AP/AR。 官网明确驻场观察及定制部署；客户10%以上收入提升、15%推荐奖励与创始人旧5000用户不是Hexa收入，不能默认纯SaaS毛利。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31364-YC", + "companyId": "YC31364", + "title": "Chert：当前YC复核", + "url": "https://www.ycombinator.com/companies/chert", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。为AI Agent提供iMessage、SMS及FaceTime音视频通信。 官网明确Agent接口，当前CLI说明与尚未发布npm/Python SDK分开；不能因安装示例就称包已可用，未开通通信或核验送达/身份权限。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31364-LAUNCH1", + "companyId": "YC31364", + "title": "Chert – iMessage infrastructure for trusted communication at scale", + "url": "https://www.ycombinator.com/launches/QGN-chert-imessage-infrastructure-for-trusted-communication-at-scale", + "publishedAt": "2026-05-07", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为AI Agent提供iMessage、SMS及FaceTime音视频通信。 官网明确Agent接口，当前CLI说明与尚未发布npm/Python SDK分开；不能因安装示例就称包已可用，未开通通信或核验送达/身份权限。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31367-YC", + "companyId": null, + "title": "Andustry：当前YC复核", + "url": "https://www.ycombinator.com/companies/andustry", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。当前YC无业务正文，官网无可读文字；业务类别、AI相关性、交付及收入保留未知。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31372-YC", + "companyId": "YC31372", + "title": "Trellis：当前YC复核", + "url": "https://www.ycombinator.com/companies/trellistech", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队5人，状态Active。用Agent执行客人消息、清洁维护、任务及业主报告等物业运营。 YC未注明业务截至日的500K ARR/35客户/3000房源，与官网2026-08-24的600K+ ARR/45+公司/4000+房源分别保存。报价749.99美元符号/月起，上线费另计，默认草稿/转人工，不当无监督全自动。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31372-LAUNCH1", + "companyId": "YC31372", + "title": "Trellis: Autonomous Agents for Short Term Rentals", + "url": "https://www.ycombinator.com/launches/Q15-trellis-autonomous-agents-for-short-term-rentals", + "publishedAt": "2026-04-22", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用Agent执行客人消息、清洁维护、任务及业主报告等物业运营。 YC未注明业务截至日的500K ARR/35客户/3000房源，与官网2026-08-24的600K+ ARR/45+公司/4000+房源分别保存。报价749.99美元符号/月起，上线费另计，默认草稿/转人工，不当无监督全自动。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31377-YC", + "companyId": "YC31377", + "title": "Limrun：当前YC复核", + "url": "https://www.ycombinator.com/companies/limrun", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队1人，状态Active。向云Agent提供远程Xcode、iOS/Android模拟器及预览服务。 明确是扩展既有沙盒的远程能力，不是整套沙盒替换；Replit等采用及演示构建日志不证明实际付费/成功率。页面0分钟计数可能加载，未作零业务判断。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31377-LAUNCH1", + "companyId": "YC31377", + "title": "Limrun - Your cloud agent can build mobile apps now", + "url": "https://www.ycombinator.com/launches/QSu-limrun-your-cloud-agent-can-build-mobile-apps-now", + "publishedAt": "2026-05-21", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "向云Agent提供远程Xcode、iOS/Android模拟器及预览服务。 明确是扩展既有沙盒的远程能力，不是整套沙盒替换；Replit等采用及演示构建日志不证明实际付费/成功率。页面0分钟计数可能加载，未作零业务判断。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31382-YC", + "companyId": "YC31382", + "title": "Kinro：当前YC复核", + "url": "https://www.ycombinator.com/companies/kinro", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队6人，状态Active。以AI加持牌代理协助企业找保险并办理经纪流程；历史为向经纪商出售工作流。 2026-06发布称转型前年度收入100万、签单100万/约三分之一到账并放弃旧客户；均非当前经纪ARR。官网当前明确持牌代理支持；许可/承保首单为厂商自述未独立核，保费和佣金不混算。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31382-LAUNCH1", + "companyId": "YC31382", + "title": "Kinro - The first autonomous insurance brokerage", + "url": "https://www.ycombinator.com/launches/Qrp-kinro-the-first-autonomous-insurance-brokerage", + "publishedAt": "2026-06-16", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI加持牌代理协助企业找保险并办理经纪流程；历史为向经纪商出售工作流。 2026-06发布称转型前年度收入100万、签单100万/约三分之一到账并放弃旧客户；均非当前经纪ARR。官网当前明确持牌代理支持；许可/承保首单为厂商自述未独立核，保费和佣金不混算。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31391-YC", + "companyId": null, + "title": "HEVN, inc：当前YC复核", + "url": "https://www.ycombinator.com/companies/hevn-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队8人，状态Active。跨境支付/企业账户；官网新增Claude/Codex支付操作功能，但核心支付业务与AI贡献占比未核。AI接口、旧钱包1500万用户、客户资金及报价不等AI主营或收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31391-LAUNCH1", + "companyId": null, + "title": "HEVN: Brex for Non-US Internet Companies", + "url": "https://www.ycombinator.com/launches/Q9t-hevn-brex-for-non-us-internet-companies", + "publishedAt": "2026-04-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "跨境支付/企业账户；官网新增Claude/Codex支付操作功能，但核心支付业务与AI贡献占比未核。AI接口、旧钱包1500万用户、客户资金及报价不等AI主营或收入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31399-YC", + "companyId": null, + "title": "Madrone：当前YC复核", + "url": "https://www.ycombinator.com/companies/madrone", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。数据中心冷却/热力系统，属于AI算力邻接；创始人旧ML经历与GPU客户不等自身AI核心交付。7800万GPU收入/节省计算属于客户模型，不作公司收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31399-LAUNCH1", + "companyId": null, + "title": "Madrone - chiller-less cooling for desert data centers", + "url": "https://www.ycombinator.com/launches/QL1-madrone-chiller-less-cooling-for-desert-data-centers", + "publishedAt": "2026-05-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "数据中心冷却/热力系统，属于AI算力邻接；创始人旧ML经历与GPU客户不等自身AI核心交付。7800万GPU收入/节省计算属于客户模型，不作公司收入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31403-YC", + "companyId": "YC31403", + "title": "transload：当前YC复核", + "url": "https://www.ycombinator.com/companies/transload", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队3人，状态Active。用既有安防摄像机的计算机视觉测量货物、关联扫描和WMS/TMS。 官网明确AI分析动作/姿态关联货物；每站每月约5万美元再计费/利用率改善属于客户，不是transload收入。一天试点和全覆盖为自述，未独立测量精度或隐私控制。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31403-LAUNCH1", + "companyId": "YC31403", + "title": "transload – we measure freight with security cameras", + "url": "https://www.ycombinator.com/launches/QP2-transload-we-measure-freight-with-security-cameras", + "publishedAt": "2026-05-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用既有安防摄像机的计算机视觉测量货物、关联扫描和WMS/TMS。 官网明确AI分析动作/姿态关联货物；每站每月约5万美元再计费/利用率改善属于客户，不是transload收入。一天试点和全覆盖为自述，未独立测量精度或隐私控制。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31409-YC", + "companyId": "YC31409", + "title": "InstaAgent：当前YC复核", + "url": "https://www.ycombinator.com/companies/instaagent", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队10人，状态Active。AI生成面向细分受众的创意，并进行广告/社交分发及持续优化。 2026-05发布自称十个月100万ARR且明确从自助转agency；当前YC改称100万annual run rate。保留原标签/时点差异，不将服务年化等同SaaS ARR；官网500+服务客户为自述，创始人旧用户不迁入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31409-LAUNCH1", + "companyId": "YC31409", + "title": "InstaAgent – One marketing campaign → hundreds of personas", + "url": "https://www.ycombinator.com/launches/QKB-instaagent-one-marketing-campaign-hundreds-of-personas", + "publishedAt": "2026-05-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI生成面向细分受众的创意，并进行广告/社交分发及持续优化。 2026-05发布自称十个月100万ARR且明确从自助转agency；当前YC改称100万annual run rate。保留原标签/时点差异，不将服务年化等同SaaS ARR；官网500+服务客户为自述，创始人旧用户不迁入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31411-YC", + "companyId": "YC31411", + "title": "Andco：当前YC复核", + "url": "https://www.ycombinator.com/companies/andco", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队3人，状态Active。以Agent索取及整理医疗、警方、保险材料，构建诉前案件。 YC自报2026成立；创始人履历明确此前为Layup W23，旧2023—2025发布被挂在当前公司页，不证明同一法律实体或Andco早已成立。保留新公司自述与旧事业关系，480万融资不作收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31411-LAUNCH1", + "companyId": "YC31411", + "title": "Andco: Agentic case workups for personal injury law firms.", + "url": "https://www.ycombinator.com/launches/QAX-andco-agentic-case-workups-for-personal-injury-law-firms", + "publishedAt": "2026-04-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以Agent索取及整理医疗、警方、保险材料，构建诉前案件。 YC自报2026成立；创始人履历明确此前为Layup W23，旧2023—2025发布被挂在当前公司页，不证明同一法律实体或Andco早已成立。保留新公司自述与旧事业关系，480万融资不作收入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31411-LAUNCH6", + "companyId": null, + "title": "Layup: Complete your workflows, with just one line 🏀⚡️", + "url": "https://www.ycombinator.com/launches/IHQ-layup-complete-your-workflows-with-just-one-line", + "publishedAt": "2023-03-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Layup的2023发布标题/开头明确旧团队的应用工作流产品；仅作为创始人此前事业证据，不归Andco成立或业绩。", + "limitation": "只核标题/开头及当前创始人履历的业务归属，未将整篇旧文计作新公司深查。" + }, + { + "id": "UNCLEAR5-31414-YC", + "companyId": null, + "title": "Dreach：当前YC复核", + "url": "https://www.ycombinator.com/companies/dreach", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。招聘机构的获客线索代办，官网明确逐条人工核查和服务交付；.ai域名、预测式宣传未补足AI核心实现。示例联系人/公司不是实际数据，按月或成功收费非已实现收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31423-YC", + "companyId": "YC31423", + "title": "BentoLabs AI：当前YC复核", + "url": "https://www.ycombinator.com/companies/bentolabs-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队5人，状态Active。从运行轨迹检测静默失败/偏移，并生成可复用修复及学习记忆。 旧Emergent的100M ARR及500万用户属前雇主。Terminal-Bench2.0为厂商内部38/89任务、187试次的42.2到52.4比较，非榜单提交/独立复现；warmup及验证提示变化的泛化需另核。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31423-LAUNCH1", + "companyId": "YC31423", + "title": "BentoLabs AI: Monitoring and Learning layer for long-running agents", + "url": "https://www.ycombinator.com/launches/Qcw-bentolabs-ai-monitoring-and-learning-layer-for-long-running-agents", + "publishedAt": "2026-06-01", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "从运行轨迹检测静默失败/偏移，并生成可复用修复及学习记忆。 旧Emergent的100M ARR及500万用户属前雇主。Terminal-Bench2.0为厂商内部38/89任务、187试次的42.2到52.4比较，非榜单提交/独立复现；warmup及验证提示变化的泛化需另核。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31429-YC", + "companyId": null, + "title": "Oddpool：当前YC复核", + "url": "https://www.ycombinator.com/companies/oddpool", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Inactive。预测市场机构数据基础设施；创始人ML节省和编码Agent可读文档不证明自身AI核心业务。YC Inactive但官网仍可读，不能据此确认停服/注销；数据API报价非实收。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31429-LAUNCH1", + "companyId": null, + "title": "Oddpool: The institutional data layer for prediction markets", + "url": "https://www.ycombinator.com/launches/QKF-oddpool-the-institutional-data-layer-for-prediction-markets", + "publishedAt": "2026-05-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场机构数据基础设施；创始人ML节省和编码Agent可读文档不证明自身AI核心业务。YC Inactive但官网仍可读，不能据此确认停服/注销；数据API报价非实收。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31438-YC", + "companyId": "AI001", + "title": "Result：当前YC复核", + "url": "https://www.ycombinator.com/companies/result", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。复用原公司；保留YC创业平台历史与当前个人iPhone/Mac Agent差异，客户ARR不作公司收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31438-LAUNCH1", + "companyId": "AI001", + "title": "Result - where businesses get built", + "url": "https://www.ycombinator.com/launches/QkS-result-where-businesses-get-built", + "publishedAt": "2026-06-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "复用原公司；保留YC创业平台历史与当前个人iPhone/Mac Agent差异，客户ARR不作公司收入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31439-YC", + "companyId": "YC31439", + "title": "Parrot：当前YC复核", + "url": "https://www.ycombinator.com/companies/useparrot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。以AI理解维修估价/零件/保险上下文，打电话、追索赔并协调运营。 2026-06自述两门店各签30K年合同，未给服务期/回款，不推60K ARR；官网15K客户月增收也不是Parrot收入。现场学习与实际人工介入、准确率待核。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31439-LAUNCH1", + "companyId": "YC31439", + "title": "Parrot - AI-native OS for auto repair shops", + "url": "https://www.ycombinator.com/launches/QdR-parrot-ai-native-os-for-auto-repair-shops", + "publishedAt": "2026-06-01", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI理解维修估价/零件/保险上下文，打电话、追索赔并协调运营。 2026-06自述两门店各签30K年合同，未给服务期/回款，不推60K ARR；官网15K客户月增收也不是Parrot收入。现场学习与实际人工介入、准确率待核。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31442-YC", + "companyId": null, + "title": "AICE：当前YC复核", + "url": "https://www.ycombinator.com/companies/aice", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。自主水下防务系统；AI模型/学习任务未确认，官网HTML元数据成立2025与YC2026冲突保留。原型/需求及旧能源方向不作已核部署或收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31442-LAUNCH1", + "companyId": null, + "title": "AICE Power - Underwater drones for defense", + "url": "https://www.ycombinator.com/launches/Qdm-aice-power-underwater-drones-for-defense", + "publishedAt": "2026-06-02", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主水下防务系统；AI模型/学习任务未确认，官网HTML元数据成立2025与YC2026冲突保留。原型/需求及旧能源方向不作已核部署或收入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31448-YC", + "companyId": "YC31448", + "title": "smol machines：当前YC复核", + "url": "https://www.ycombinator.com/companies/smol-machines", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队1人，状态Active。提供可在本机、云和自托管之间运行的可移植VM，支持RL rollout和持久Agent。 YC简介泛化，本轮官网明确RL分叉/评分及持久Agent用途，据此补AI设施关联。100赠额、默认资源与小于200ms比较是厂商信息，未运行或验证隔离/性能。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31450-YC", + "companyId": null, + "title": "River Markets：当前YC复核", + "url": "https://www.ycombinator.com/companies/river-markets", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立，团队2人，状态Active。预测市场主经纪及跨市场执行；智能路由、量化策略或前雇主模型履历不足以证明核心AI主营。50M交易量、客户排名和850万融资不作公司净收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31450-LAUNCH1", + "companyId": null, + "title": "River Markets - The prime broker for prediction markets", + "url": "https://www.ycombinator.com/launches/QUc-river-markets-the-prime-broker-for-prediction-markets", + "publishedAt": "2026-05-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场主经纪及跨市场执行；智能路由、量化策略或前雇主模型履历不足以证明核心AI主营。50M交易量、客户排名和850万融资不作公司净收入。", + "limitation": "公司历史发布/自述；签单、回款、服务年化、客户/旧事业金额与当前可比ARR分开，未独立查账或运行产品。" + }, + { + "id": "UNCLEAR5-31457-YC", + "companyId": "YC31457", + "title": "ValCtrl：当前YC复核", + "url": "https://www.ycombinator.com/companies/valctrl", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立，团队2人，状态Active。从自然语言信念构建预测合约，以世界模型映射市场信号、评估风险及定价。 YC当前详细描述提供AI任务，官网只有标语/联系。模型定价做市为建设方向，未取得实盘、许可、收入或可靠定价验证，不将流动性和客户押注当公司收入。", + "limitation": "自述字段的业务截止日、法律注册和实际收费未独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR5-31298-HOME", + "companyId": null, + "title": "Applied Electrodynamics, Inc.：本轮官网读取", + "url": "https://www.appliedelectrodynamics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "WaveSight穿透成像及建筑/检查用途，预购入口。", + "limitation": "未明确学习模型/AI任务；成像/精度宣传非独立测试或实销，旧Nest经历不迁入。" + }, + { + "id": "UNCLEAR5-31329-HOME", + "companyId": "AI002", + "title": "primitive：本轮官网读取", + "url": "https://primitive.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "浏览工具不支持返回类型，独立HTTP读取403。", + "limitation": "本轮未取得正文，AI业务依据为当前YC自述，不声称官网已读。" + }, + { + "id": "UNCLEAR5-31344-HOME", + "companyId": null, + "title": "Totalis：本轮官网读取", + "url": "https://www.totalis.trade/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场Combo、RFQ与组合抵押。", + "limitation": "相关性数学/AI话题不证明AI主营；用户资金、报价、结算非公司收入。" + }, + { + "id": "UNCLEAR5-31345-HOME", + "companyId": "YC31345", + "title": "Replicas：本轮官网读取", + "url": "https://replicas.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "云编码Agent平台及400万seed公告，页面含Agent活动墙。", + "limitation": "活动墙和演示非实际任务规模，融资不是收入；未运行Agent或云VM。" + }, + { + "id": "UNCLEAR5-31350-HOME", + "companyId": "YC31350", + "title": "Hexa：本轮官网读取", + "url": "https://www.hexaagents.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "工业ERP Agent与驻场发现、定制集成、优化部署流程。", + "limitation": "人工工程/维护、软件收费和ROI需拆；客户增收及推荐费不是自身ARR。" + }, + { + "id": "UNCLEAR5-31364-HOME", + "companyId": "YC31364", + "title": "Chert：本轮官网读取", + "url": "https://www.trychert.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI Agent iMessage/SMS/FaceTime通信；当前声明npm及Python SDK尚未发布。", + "limitation": "不能根据示例命令推可用包；没有开通消息/通话或验证权限和送达。" + }, + { + "id": "UNCLEAR5-31367-HOME", + "companyId": null, + "title": "Andustry：本轮官网读取", + "url": "https://andustry.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网无可读正文。", + "limitation": "主营、AI任务、买家和收入未知，不补造数据。" + }, + { + "id": "UNCLEAR5-31372-HOME", + "companyId": "YC31372", + "title": "Trellis：本轮官网读取", + "url": "https://www.trellistech.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "短租物业Agent软件及客户展示。", + "limitation": "客户Logo/房源不是独立付费证明；业务/收入时点以分别记录的YC及官网页面自述理解。" + }, + { + "id": "UNCLEAR5-31377-HOME", + "companyId": "YC31377", + "title": "Limrun：本轮官网读取", + "url": "https://limrun.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "远程Xcode、iOS/Android模拟器扩展云Agent能力。", + "limitation": "页面构建日志和0分钟计数不当实测/零业务；未调用远程构建、运行技能或按演示改当前项目。" + }, + { + "id": "UNCLEAR5-31382-HOME", + "companyId": "YC31382", + "title": "Kinro：本轮官网读取", + "url": "https://kinro.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前面向小企业保险及持牌代理支持，无义务报价。", + "limitation": "历史自主售险主张与当前人工代理支持分开；许可/保险结果未独立核，保费不等佣金。" + }, + { + "id": "UNCLEAR5-31391-HOME", + "companyId": null, + "title": "HEVN, inc：本轮官网读取", + "url": "https://gethevn.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "企业跨境支付，含Claude/Codex操作账户/支付功能，官网声明非银行。", + "limitation": "AI功能与支付主营的贡献待核，客户资金非公司收入，牌照/保障未独立核。" + }, + { + "id": "UNCLEAR5-31399-HOME", + "companyId": null, + "title": "Madrone：本轮官网读取", + "url": "https://www.madrone.cool/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "数据中心水冷/露点热力系统，声称少30%电/水。", + "limitation": "AI算力邻接，不自动属于AI主营；GPU收益和节省是客户经济模型，未验证。" + }, + { + "id": "UNCLEAR5-31403-HOME", + "companyId": "YC31403", + "title": "transload：本轮官网读取", + "url": "https://www.transload.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "既有摄像机货物测量，AI动作/姿态关联扫描并写入WMS/TMS。", + "limitation": "精度、全天覆盖、一天试点及数据合规只见自述，客户再计费收入不作平台收入。" + }, + { + "id": "UNCLEAR5-31409-HOME", + "companyId": "YC31409", + "title": "InstaAgent：本轮官网读取", + "url": "https://instaagent.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI创意个性化及多渠道广告服务，声称500+已服务客户。", + "limitation": "当前行业服务/媒体费与纯软件订阅须拆；官网未更新收入，YC与旧发布指标标签分别保留。" + }, + { + "id": "UNCLEAR5-31411-HOME", + "companyId": "YC31411", + "title": "Andco：本轮官网读取", + "url": "https://www.useandco.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "人身伤害案件AI材料获取及casework，480万seed公告。", + "limitation": "融资及每月案件量非收入；旧Layup是否法律主体连续仍需注册/协议补证。" + }, + { + "id": "UNCLEAR5-31414-HOME", + "companyId": null, + "title": "Dreach：本轮官网读取", + "url": "https://dreach.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "招聘机构获客代办，团队逐条人工核查、每周名单；按月或成功收费。", + "limitation": "AI核心任务未明；示例明确为虚构非客户数据，报价/潜客与实收分开。" + }, + { + "id": "UNCLEAR5-31423-HOME", + "companyId": "YC31423", + "title": "BentoLabs AI：本轮官网读取", + "url": "https://bentolabs.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent生产监控、偏移检测和可复用修复/学习记忆。", + "limitation": "模型/基准增益为内部自测，前雇主Emergent收入/用户不迁入Bento，不当榜单官方提交。" + }, + { + "id": "UNCLEAR5-31429-HOME", + "companyId": null, + "title": "Oddpool：本轮官网读取", + "url": "https://www.oddpool.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机构预测市场标准化数据及API，仍有可读产品和报价。", + "limitation": "YC Inactive与网站可读不自动确认停服或持续经营；Agent可读文档及创始人旧ML不证明AI主营。" + }, + { + "id": "UNCLEAR5-31438-HOME", + "companyId": "AI001", + "title": "Result：本轮官网读取", + "url": "https://result.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前个人iPhone/Mac Agent，设备上操作及可选云/本机模型。", + "limitation": "与YC创业平台不同；条款Savio Martin支持同创始人关联，法律主体连续/迁移仍待核，不把客户ARR或免费入口变收入。" + }, + { + "id": "UNCLEAR5-31439-HOME", + "companyId": "YC31439", + "title": "Parrot：本轮官网读取", + "url": "https://www.useparrot.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "碰撞维修AI运营、估价及追索赔，宣传门店新增15K月收入。", + "limitation": "客户成果不作平台收入，30K年合同尚未给履约/回款，不反推ARR。" + }, + { + "id": "UNCLEAR5-31442-HOME", + "companyId": null, + "title": "AICE：本轮官网读取", + "url": "https://aicepower.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "首次HTTP可读HTML声明水下防务系统；Organization元数据为AICE POWER SAS、foundingDate2025。", + "limitation": "YC自报2026相冲突且AI模型不明；官网元数据不等独立工商核验，后续HTTP连接重置未补全文。" + }, + { + "id": "UNCLEAR5-31448-HOME", + "companyId": "YC31448", + "title": "smol machines：本轮官网读取", + "url": "https://smolmachines.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "VM云/自托管运行时，明确RL rollout分叉及持久Agent用途。", + "limitation": "同时支持通用负载，AI收入占比未知；100赠额与启动/隔离比较为厂商资料，未运行VM或构建。" + }, + { + "id": "UNCLEAR5-31450-HOME", + "companyId": null, + "title": "River Markets：本轮官网读取", + "url": "https://www.rivermarkets.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场主经纪/执行及850万融资公告。", + "limitation": "旧交易模型经历和智能路由不单独证明AI核心，50M交易量和融资不是收入。" + }, + { + "id": "UNCLEAR5-31457-HOME", + "companyId": "YC31457", + "title": "ValCtrl：本轮官网读取", + "url": "https://valctrl.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网仅标语/联系与ValCtrl Inc页脚。", + "limitation": "AI世界模型任务依YC当前自述，实际定价/做市、监管和交付未知。" + }, + { + "id": "UNCLEAR5-31372-PRICE", + "companyId": "YC31372", + "title": "Trellis当前套餐及实施边界", + "url": "https://www.trellistech.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "749.99美元符号/月起，按房源扩展，一次性人工上线另报价；非自助，默认草稿/人工转交。", + "limitation": "报价不作ARR，首次费用/人工调优及自动化比例须拆，当前FAQ与目标客户限制不完全一致。" + }, + { + "id": "UNCLEAR5-31372-FACTS", + "companyId": "YC31372", + "title": "Trellis公司事实页：2026-08-24自述", + "url": "https://www.trellistech.com/ai-info", + "publishedAt": "2026-08-24", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自述2026-02成立、Trellis Tech Inc/Delaware；ARR600K+、45+公司、4000+房源。", + "limitation": "为公司维护的资料非独立注册/审计；美元符号未给货币代码，不与YC无截止日500K相加或视为同日冲突。 日期为页面最后更新，不是独立确认的财务截止日。" + }, + { + "id": "UNCLEAR5-31411-FOUNDER-HISTORY", + "companyId": "YC31411", + "title": "Andco创始人公开商业履历", + "url": "https://www.ycombinator.com/companies/andco", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Ryan Xue及Michael Lemm均将Andco X26列为当前公司、Layup W23列为此前公司；当前公司页却附2023—2025旧发布。", + "limitation": "页面发布映射并不证明法律主体相同，须结合原文/履历，不把旧公司成立及收入转移。" + }, + { + "id": "UNCLEAR5-31423-BENCH", + "companyId": "YC31423", + "title": "Bento Terminal-Bench2.0内部实验方法", + "url": "https://bentolabs.ai/blog/tb2-recursive-learning-lift", + "publishedAt": "2026-05-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "38/89任务、187试次，官方历史基线79/187与内部98/187比较；frozen-book且包含warmup来源内容，声明非竞赛提交。", + "limitation": "未独立复现；配对/任务相关性、warmup分布、基线比较及泛化须另核，p值和pass@1非全任务或客户实测。" + }, + { + "id": "UNCLEAR5-31438-TERMS", + "companyId": "AI001", + "title": "Result当前个人Agent条款", + "url": "https://result.dev/tos", + "publishedAt": "2026-10-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "2026-10-23条款署名Savio Martin，描述iPhone/Mac Agent、第三方开放权重模型及当前免费。", + "limitation": "同创始人支持产品关联，不独立证明公司法律连续；免费不作历史零收入，也不据条款作独立安全验证。" + }, + { + "id": "UNCLEAR5-INDEX", + "companyId": null, + "title": "原AI不明候选第五批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项第97—120项：13新增、2复用primitive/Result、9保留AI主营待核。", + "limitation": "五批120项及此前OpenSEO1项共121项有后续记录，另71项继续补核；原始审计不回写。" } ], "reviews": [ @@ -78409,6 +79938,135 @@ "UNCLEAR4-31279-LAUNCH1" ], "handling": "无新增可比MRR/ARR；软件/服务/预付与通道资金需按合同和确认期拆分，不能凭页面余额和厂商成果估造假概率。" + }, + { + "id": "UNCLEAR5-R-BUSINESS", + "type": "AI主营补证及当前/历史交付分类", + "company": "Replicas、Hexa、Chert、Trellis、Limrun、Kinro、transload、InstaAgent、Andco、BentoLabs AI、Parrot、smol machines、ValCtrl、Result、primitive", + "scope": "companies", + "companyIds": [ + "YC31345", + "YC31350", + "YC31364", + "YC31372", + "YC31377", + "YC31382", + "YC31403", + "YC31409", + "YC31411", + "YC31423", + "YC31439", + "YC31448", + "YC31457", + "AI001", + "AI002" + ], + "summary": "13新增、2复用；Result当前个人设备Agent暂C09，行业工作流、营销代理、训练/运行设施分别归类。", + "evidenceIds": [ + "UNCLEAR5-31345-YC", + "UNCLEAR5-31350-YC", + "UNCLEAR5-31364-YC", + "UNCLEAR5-31372-YC", + "UNCLEAR5-31377-YC", + "UNCLEAR5-31382-YC", + "UNCLEAR5-31403-YC", + "UNCLEAR5-31409-YC", + "UNCLEAR5-31411-YC", + "UNCLEAR5-31423-YC", + "UNCLEAR5-31439-YC", + "UNCLEAR5-31448-YC", + "UNCLEAR5-31457-YC", + "UNCLEAR5-31329-YC", + "UNCLEAR5-31438-YC" + ], + "handling": "不重复原公司/928发现来源，旧客户/员工/AI经历不迁入；法律主体与实际合同待核。" + }, + { + "id": "UNCLEAR5-R-PENDING", + "type": "通用金融、邻接硬件与空简介缺项", + "company": "YC AI不明候选第五批", + "scope": "dataset", + "summary": "9项保留AI主营待核；HEVN虽有AI操作、Oddpool有Agent文档仍需主营拆分，AICE官网2025/YC2026差异保留。", + "evidenceIds": [ + "UNCLEAR5-INDEX", + "UNCLEAR5-31298-YC", + "UNCLEAR5-31344-YC", + "UNCLEAR5-31367-YC", + "UNCLEAR5-31391-YC", + "UNCLEAR5-31399-YC", + "UNCLEAR5-31414-YC", + "UNCLEAR5-31429-YC", + "UNCLEAR5-31442-YC", + "UNCLEAR5-31450-YC" + ], + "handling": "通用API、AI客户、域名、历史ML履历、自动路由不单独确认主营；Inactive与可读官网不擅自等同停服/注销。" + }, + { + "id": "UNCLEAR5-R-TECH", + "type": "云环境、CV及内部基准的可核范围", + "company": "Replicas、Limrun、transload、BentoLabs AI、smol machines、Result", + "scope": "companies", + "companyIds": [ + "YC31345", + "YC31377", + "YC31403", + "YC31423", + "YC31448", + "AI001" + ], + "summary": "远程编译/VM/RL环境和视觉测量只读自述；Bento内部匹配子集不能升级独立榜单，Result用第三方开放权重。", + "evidenceIds": [ + "UNCLEAR5-31345-HOME", + "UNCLEAR5-31377-HOME", + "UNCLEAR5-31403-HOME", + "UNCLEAR5-31448-HOME", + "UNCLEAR5-31423-BENCH", + "UNCLEAR5-31438-TERMS" + ], + "handling": "未安装、运行、编译或复现；子集/试次相关、warmup和开场提示变化限制跨任务外推，未以自述效果估技术强弱分数。" + }, + { + "id": "UNCLEAR5-R-REVENUE", + "type": "ARR、年化服务收入、签单与旧事业分开", + "company": "Trellis、Kinro、InstaAgent、transload、Parrot、BentoLabs AI", + "scope": "companies", + "companyIds": [ + "YC31372", + "YC31382", + "YC31409", + "YC31403", + "YC31439", + "YC31423" + ], + "summary": "Trellis两来源500K/600K+、InstaAgent ARR/annual run rate及Kinro转型前年收入保留来源和期间；客户/旧事业及签约金额排除。", + "evidenceIds": [ + "UNCLEAR5-31372-YC", + "UNCLEAR5-31372-FACTS", + "UNCLEAR5-31372-PRICE", + "UNCLEAR5-31409-YC", + "UNCLEAR5-31409-LAUNCH1", + "UNCLEAR5-31382-LAUNCH1", + "UNCLEAR5-31439-LAUNCH1", + "UNCLEAR5-31423-LAUNCH1" + ], + "handling": "没有新增同口径平台MRR；Trellis上线费、代理制作/媒体费、保险保费/佣金、Parrot履约和回款均待拆，不因标签变化或快照差异推造假。" + }, + { + "id": "UNCLEAR5-R-IDENTITY", + "type": "创始人旧公司发布不代替当前公司成立", + "company": "Andco、Result", + "scope": "companies", + "companyIds": [ + "YC31411", + "AI001" + ], + "summary": "Andco创始人将Layup列此前公司，尽管旧发布映射当前YC ID；Result条款同创始人支持当前产品关联，仍保留实体限制。", + "evidenceIds": [ + "UNCLEAR5-31411-FOUNDER-HISTORY", + "UNCLEAR5-31411-LAUNCH6", + "UNCLEAR5-31438-TERMS" + ], + "handling": "Andco2026成立为当前自述，旧2023发布不回填成立或业绩；Result暂按当前官网归个人应用，非独立工商连续证明。" } ], "coverage": { @@ -82337,6 +83995,387 @@ "note": "原ai-unclear，YC自报2026年成立。多链入金API/SDK；服务Agent或AI客户不等AI核心主营，客户充值/结算与前公司3000万用户不迁为公司收入。 AI主营继续待核，不计公司表，不是永久排除。" } ] + }, + { + "id": "YC-AI-UNCLEAR-5", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明第97—120项按发现顺序补核；13新增、2复用、9仍AI主营待核。五批120项加此前OpenSEO1项已有记录，另71项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI5-31298", + "name": "Applied Electrodynamics, Inc.", + "url": "https://www.ycombinator.com/companies/applied-electrodynamics-inc", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31298-YC", + "UNCLEAR5-31298-LAUNCH1", + "UNCLEAR5-31298-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。穿透成像硬件/算法用于建筑和检查；机器可读、成像算法及创始人旧智能设备不足以单独确认当前AI模型主营。预购/1mm宣传非实销或独立性能证明。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31329", + "name": "primitive", + "url": "https://www.ycombinator.com/companies/primitive", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI002", + "evidenceIds": [ + "UNCLEAR5-31329-YC", + "UNCLEAR5-31329-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。复用既有primitive Agent通信设施，不重复新增，官网本轮读取未成功。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31344", + "name": "Totalis", + "url": "https://www.ycombinator.com/companies/totalis", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31344-YC", + "UNCLEAR5-31344-LAUNCH1", + "UNCLEAR5-31344-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。预测市场组合交易/RFQ；AI题材、相关性定价和数学优化不自动等AI主营，用户头寸/押注不当净收入，Team Size=0仅原自述字段不作无人运营结论。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31345", + "name": "Replicas", + "url": "https://www.ycombinator.com/companies/replicas", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31345", + "evidenceIds": [ + "UNCLEAR5-31345-YC", + "UNCLEAR5-31345-LAUNCH1", + "UNCLEAR5-31345-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。在云端VM中运行编码Agent，配置项目环境并按CI/代码评审反馈迭代PR。 2026-04称20+YC团队采用，未给付费；官网400万融资及Agent活动墙不是收入或实际并发规模。未连接仓库或运行。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31350", + "name": "Hexa", + "url": "https://www.ycombinator.com/companies/hexa", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31350", + "evidenceIds": [ + "UNCLEAR5-31350-YC", + "UNCLEAR5-31350-LAUNCH1", + "UNCLEAR5-31350-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。在ERP中用Agent处理RFQ报价、订单、采购及AP/AR。 官网明确驻场观察及定制部署；客户10%以上收入提升、15%推荐奖励与创始人旧5000用户不是Hexa收入，不能默认纯SaaS毛利。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31364", + "name": "Chert", + "url": "https://www.ycombinator.com/companies/chert", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31364", + "evidenceIds": [ + "UNCLEAR5-31364-YC", + "UNCLEAR5-31364-LAUNCH1", + "UNCLEAR5-31364-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。为AI Agent提供iMessage、SMS及FaceTime音视频通信。 官网明确Agent接口，当前CLI说明与尚未发布npm/Python SDK分开；不能因安装示例就称包已可用，未开通通信或核验送达/身份权限。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31367", + "name": "Andustry", + "url": "https://www.ycombinator.com/companies/andustry", + "categoryId": "C00", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31367-YC", + "UNCLEAR5-31367-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。当前YC无业务正文，官网无可读文字；业务类别、AI相关性、交付及收入保留未知。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31372", + "name": "Trellis", + "url": "https://www.ycombinator.com/companies/trellistech", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31372", + "evidenceIds": [ + "UNCLEAR5-31372-YC", + "UNCLEAR5-31372-LAUNCH1", + "UNCLEAR5-31372-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。用Agent执行客人消息、清洁维护、任务及业主报告等物业运营。 YC未注明业务截至日的500K ARR/35客户/3000房源，与官网2026-08-24的600K+ ARR/45+公司/4000+房源分别保存。报价749.99美元符号/月起，上线费另计，默认草稿/转人工，不当无监督全自动。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31377", + "name": "Limrun", + "url": "https://www.ycombinator.com/companies/limrun", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31377", + "evidenceIds": [ + "UNCLEAR5-31377-YC", + "UNCLEAR5-31377-LAUNCH1", + "UNCLEAR5-31377-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。向云Agent提供远程Xcode、iOS/Android模拟器及预览服务。 明确是扩展既有沙盒的远程能力，不是整套沙盒替换；Replit等采用及演示构建日志不证明实际付费/成功率。页面0分钟计数可能加载，未作零业务判断。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31382", + "name": "Kinro", + "url": "https://www.ycombinator.com/companies/kinro", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31382", + "evidenceIds": [ + "UNCLEAR5-31382-YC", + "UNCLEAR5-31382-LAUNCH1", + "UNCLEAR5-31382-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。以AI加持牌代理协助企业找保险并办理经纪流程；历史为向经纪商出售工作流。 2026-06发布称转型前年度收入100万、签单100万/约三分之一到账并放弃旧客户；均非当前经纪ARR。官网当前明确持牌代理支持；许可/承保首单为厂商自述未独立核，保费和佣金不混算。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31391", + "name": "HEVN, inc", + "url": "https://www.ycombinator.com/companies/hevn-inc", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31391-YC", + "UNCLEAR5-31391-LAUNCH1", + "UNCLEAR5-31391-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。跨境支付/企业账户；官网新增Claude/Codex支付操作功能，但核心支付业务与AI贡献占比未核。AI接口、旧钱包1500万用户、客户资金及报价不等AI主营或收入。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31399", + "name": "Madrone", + "url": "https://www.ycombinator.com/companies/madrone", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31399-YC", + "UNCLEAR5-31399-LAUNCH1", + "UNCLEAR5-31399-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。数据中心冷却/热力系统，属于AI算力邻接；创始人旧ML经历与GPU客户不等自身AI核心交付。7800万GPU收入/节省计算属于客户模型，不作公司收入。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31403", + "name": "transload", + "url": "https://www.ycombinator.com/companies/transload", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31403", + "evidenceIds": [ + "UNCLEAR5-31403-YC", + "UNCLEAR5-31403-LAUNCH1", + "UNCLEAR5-31403-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。用既有安防摄像机的计算机视觉测量货物、关联扫描和WMS/TMS。 官网明确AI分析动作/姿态关联货物；每站每月约5万美元再计费/利用率改善属于客户，不是transload收入。一天试点和全覆盖为自述，未独立测量精度或隐私控制。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31409", + "name": "InstaAgent", + "url": "https://www.ycombinator.com/companies/instaagent", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31409", + "evidenceIds": [ + "UNCLEAR5-31409-YC", + "UNCLEAR5-31409-LAUNCH1", + "UNCLEAR5-31409-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。AI生成面向细分受众的创意，并进行广告/社交分发及持续优化。 2026-05发布自称十个月100万ARR且明确从自助转agency；当前YC改称100万annual run rate。保留原标签/时点差异，不将服务年化等同SaaS ARR；官网500+服务客户为自述，创始人旧用户不迁入。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31411", + "name": "Andco", + "url": "https://www.ycombinator.com/companies/andco", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31411", + "evidenceIds": [ + "UNCLEAR5-31411-YC", + "UNCLEAR5-31411-LAUNCH1", + "UNCLEAR5-31411-LAUNCH6", + "UNCLEAR5-31411-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。以Agent索取及整理医疗、警方、保险材料，构建诉前案件。 YC自报2026成立；创始人履历明确此前为Layup W23，旧2023—2025发布被挂在当前公司页，不证明同一法律实体或Andco早已成立。保留新公司自述与旧事业关系，480万融资不作收入。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31414", + "name": "Dreach", + "url": "https://www.ycombinator.com/companies/dreach", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31414-YC", + "UNCLEAR5-31414-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。招聘机构的获客线索代办，官网明确逐条人工核查和服务交付；.ai域名、预测式宣传未补足AI核心实现。示例联系人/公司不是实际数据，按月或成功收费非已实现收入。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31423", + "name": "BentoLabs AI", + "url": "https://www.ycombinator.com/companies/bentolabs-ai", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31423", + "evidenceIds": [ + "UNCLEAR5-31423-YC", + "UNCLEAR5-31423-LAUNCH1", + "UNCLEAR5-31423-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。从运行轨迹检测静默失败/偏移，并生成可复用修复及学习记忆。 旧Emergent的100M ARR及500万用户属前雇主。Terminal-Bench2.0为厂商内部38/89任务、187试次的42.2到52.4比较，非榜单提交/独立复现；warmup及验证提示变化的泛化需另核。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31429", + "name": "Oddpool", + "url": "https://www.ycombinator.com/companies/oddpool", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31429-YC", + "UNCLEAR5-31429-LAUNCH1", + "UNCLEAR5-31429-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。预测市场机构数据基础设施；创始人ML节省和编码Agent可读文档不证明自身AI核心业务。YC Inactive但官网仍可读，不能据此确认停服/注销；数据API报价非实收。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31438", + "name": "Result", + "url": "https://www.ycombinator.com/companies/result", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI001", + "evidenceIds": [ + "UNCLEAR5-31438-YC", + "UNCLEAR5-31438-LAUNCH1", + "UNCLEAR5-31438-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。复用原公司；保留YC创业平台历史与当前个人iPhone/Mac Agent差异，客户ARR不作公司收入。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31439", + "name": "Parrot", + "url": "https://www.ycombinator.com/companies/useparrot", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31439", + "evidenceIds": [ + "UNCLEAR5-31439-YC", + "UNCLEAR5-31439-LAUNCH1", + "UNCLEAR5-31439-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。以AI理解维修估价/零件/保险上下文，打电话、追索赔并协调运营。 2026-06自述两门店各签30K年合同，未给服务期/回款，不推60K ARR；官网15K客户月增收也不是Parrot收入。现场学习与实际人工介入、准确率待核。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31442", + "name": "AICE", + "url": "https://www.ycombinator.com/companies/aice", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31442-YC", + "UNCLEAR5-31442-LAUNCH1", + "UNCLEAR5-31442-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。自主水下防务系统；AI模型/学习任务未确认，官网HTML元数据成立2025与YC2026冲突保留。原型/需求及旧能源方向不作已核部署或收入。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31448", + "name": "smol machines", + "url": "https://www.ycombinator.com/companies/smol-machines", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31448", + "evidenceIds": [ + "UNCLEAR5-31448-YC", + "UNCLEAR5-31448-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。提供可在本机、云和自托管之间运行的可移植VM，支持RL rollout和持久Agent。 YC简介泛化，本轮官网明确RL分叉/评分及持久Agent用途，据此补AI设施关联。100赠额、默认资源与小于200ms比较是厂商信息，未运行或验证隔离/性能。 后续补证关联，非完成独立审计。" + }, + { + "id": "YC-AI5-31450", + "name": "River Markets", + "url": "https://www.ycombinator.com/companies/river-markets", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR5-31450-YC", + "UNCLEAR5-31450-LAUNCH1", + "UNCLEAR5-31450-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。预测市场主经纪及跨市场执行；智能路由、量化策略或前雇主模型履历不足以证明核心AI主营。50M交易量、客户排名和850万融资不作公司净收入。 AI主营继续待核，不计主公司表，也非永久排除。" + }, + { + "id": "YC-AI5-31457", + "name": "ValCtrl", + "url": "https://www.ycombinator.com/companies/valctrl", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31457", + "evidenceIds": [ + "UNCLEAR5-31457-YC", + "UNCLEAR5-31457-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。从自然语言信念构建预测合约，以世界模型映射市场信号、评估风险及定价。 YC当前详细描述提供AI任务，官网只有标语/联系。模型定价做市为建设方向，未取得实盘、许可、收入或可靠定价验证，不将流动性和客户押注当公司收入。 后续补证关联，非完成独立审计。" + } + ] } ], "directoryRechecks": [ @@ -83001,6 +85040,184 @@ "UNCLEAR4-31289-HOME" ], "reason": "明确Agent/模型/AI任务补证；当前官网本轮无法读取，AI依据为YC明确Agent CRM业务，不当已核付费交付。合同、真实客户和联系权限尚待核。 原1428发现与928初始新增计数不回写。" + }, + { + "ycId": 31329, + "originalStatus": "ai-unclear", + "companyId": "AI002", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31329-YC", + "UNCLEAR5-31329-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，复用已有公司。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31345, + "originalStatus": "ai-unclear", + "companyId": "YC31345", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31345-YC", + "UNCLEAR5-31345-LAUNCH1", + "UNCLEAR5-31345-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，2026-04称20+YC团队采用，未给付费；官网400万融资及Agent活动墙不是收入或实际并发规模。未连接仓库或运行。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31350, + "originalStatus": "ai-unclear", + "companyId": "YC31350", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31350-YC", + "UNCLEAR5-31350-LAUNCH1", + "UNCLEAR5-31350-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，官网明确驻场观察及定制部署；客户10%以上收入提升、15%推荐奖励与创始人旧5000用户不是Hexa收入，不能默认纯SaaS毛利。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31364, + "originalStatus": "ai-unclear", + "companyId": "YC31364", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31364-YC", + "UNCLEAR5-31364-LAUNCH1", + "UNCLEAR5-31364-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，官网明确Agent接口，当前CLI说明与尚未发布npm/Python SDK分开；不能因安装示例就称包已可用，未开通通信或核验送达/身份权限。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31372, + "originalStatus": "ai-unclear", + "companyId": "YC31372", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31372-YC", + "UNCLEAR5-31372-LAUNCH1", + "UNCLEAR5-31372-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，YC未注明业务截至日的500K ARR/35客户/3000房源，与官网2026-08-24的600K+ ARR/45+公司/4000+房源分别保存。报价749.99美元符号/月起，上线费另计，默认草稿/转人工，不当无监督全自动。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31377, + "originalStatus": "ai-unclear", + "companyId": "YC31377", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31377-YC", + "UNCLEAR5-31377-LAUNCH1", + "UNCLEAR5-31377-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，明确是扩展既有沙盒的远程能力，不是整套沙盒替换；Replit等采用及演示构建日志不证明实际付费/成功率。页面0分钟计数可能加载，未作零业务判断。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31382, + "originalStatus": "ai-unclear", + "companyId": "YC31382", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31382-YC", + "UNCLEAR5-31382-LAUNCH1", + "UNCLEAR5-31382-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，2026-06发布称转型前年度收入100万、签单100万/约三分之一到账并放弃旧客户；均非当前经纪ARR。官网当前明确持牌代理支持；许可/承保首单为厂商自述未独立核，保费和佣金不混算。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31403, + "originalStatus": "ai-unclear", + "companyId": "YC31403", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31403-YC", + "UNCLEAR5-31403-LAUNCH1", + "UNCLEAR5-31403-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，官网明确AI分析动作/姿态关联货物；每站每月约5万美元再计费/利用率改善属于客户，不是transload收入。一天试点和全覆盖为自述，未独立测量精度或隐私控制。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31409, + "originalStatus": "ai-unclear", + "companyId": "YC31409", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31409-YC", + "UNCLEAR5-31409-LAUNCH1", + "UNCLEAR5-31409-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，2026-05发布自称十个月100万ARR且明确从自助转agency；当前YC改称100万annual run rate。保留原标签/时点差异，不将服务年化等同SaaS ARR；官网500+服务客户为自述，创始人旧用户不迁入。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31411, + "originalStatus": "ai-unclear", + "companyId": "YC31411", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31411-YC", + "UNCLEAR5-31411-LAUNCH1", + "UNCLEAR5-31411-LAUNCH6", + "UNCLEAR5-31411-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，YC自报2026成立；创始人履历明确此前为Layup W23，旧2023—2025发布被挂在当前公司页，不证明同一法律实体或Andco早已成立。保留新公司自述与旧事业关系，480万融资不作收入。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31423, + "originalStatus": "ai-unclear", + "companyId": "YC31423", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31423-YC", + "UNCLEAR5-31423-LAUNCH1", + "UNCLEAR5-31423-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，旧Emergent的100M ARR及500万用户属前雇主。Terminal-Bench2.0为厂商内部38/89任务、187试次的42.2到52.4比较，非榜单提交/独立复现；warmup及验证提示变化的泛化需另核。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31438, + "originalStatus": "ai-unclear", + "companyId": "AI001", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31438-YC", + "UNCLEAR5-31438-LAUNCH1", + "UNCLEAR5-31438-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，复用已有公司。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31439, + "originalStatus": "ai-unclear", + "companyId": "YC31439", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31439-YC", + "UNCLEAR5-31439-LAUNCH1", + "UNCLEAR5-31439-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，2026-06自述两门店各签30K年合同，未给服务期/回款，不推60K ARR；官网15K客户月增收也不是Parrot收入。现场学习与实际人工介入、准确率待核。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31448, + "originalStatus": "ai-unclear", + "companyId": "YC31448", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31448-YC", + "UNCLEAR5-31448-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，YC简介泛化，本轮官网明确RL分叉/评分及持久Agent用途，据此补AI设施关联。100赠额、默认资源与小于200ms比较是厂商信息，未运行或验证隔离/性能。 原1428发现审计与928初始新增计数不回写。" + }, + { + "ycId": 31457, + "originalStatus": "ai-unclear", + "companyId": "YC31457", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR5-31457-YC", + "UNCLEAR5-31457-HOME" + ], + "reason": "当前或历史资料明确AI/Agent任务，补证入表，YC当前详细描述提供AI任务，官网只有标语/联系。模型定价做市为建设方向，未取得实盘、许可、收入或可靠定价验证，不将流动性和客户押注当公司收入。 原1428发现审计与928初始新增计数不回写。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 15ad166..6f6f554 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-4", + "version": "2026-10-31-ai-unclear-5", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核四批96项：51新增、4复用、41保留AI主营待核；另此前OpenSEO1项，合计97项已有后续记录，其余95项继续补核。原发现审计及928条初始新增不回写。Fern历史会议/当前机器人RL、MochaCare软件/人工管理、Agent支付/客户资金、Laurence广告费、Ekpa连接资产及Regbase资助线索分开；无新增可比MRR/ARR。Klaus停服、Asimov清洁服务及其他旧收入/技术边界保留。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核五批120项：64新增、6复用、50保留AI主营待核；另此前OpenSEO1项，合计121项已有后续记录，其余71项继续补核。原发现审计/928初始新增不回写。新增Trellis两时点ARR、InstaAgent旧ARR/当前服务run rate和Kinro转型前年收入，均未进同口径MRR；Andco旧Layup发布归创始人此前事业，Result按当前官网/同创始人条款暂归个人应用，AI业务/法律主体和内部基准限制保留。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index af9bf20..fce8027 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-4", + "sourceVersion": "2026-10-31-ai-unclear-5", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 812749823b004db1ecf72c31a1935ab8afc14b49 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 04:16:25 +0800 Subject: [PATCH 26/29] =?UTF-8?q?=E8=A1=A5=E6=A0=B824=E9=A1=B9AI=E4=B8=8D?= =?UTF-8?q?=E6=98=8E=E5=80=99=E9=80=89=E5=B9=B6=E5=8C=BA=E5=88=86=E5=90=8C?= =?UTF-8?q?=E5=90=8D=E4=B8=BB=E4=BD=93=E4=B8=8E=E6=B5=81=E5=A4=B1=E6=94=B6?= =?UTF-8?q?=E5=85=A5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 63 +- content/research/ai-companies.seed.json | 2260 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 2318 insertions(+), 17 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index fd74752..547858b 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1115); + assert.equal(research.companies.length, 1128); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 3047); - assert.equal(research.observations.length, 413); + assert.equal(research.evidence.length, 3127); + assert.equal(research.observations.length, 426); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 34832eb..df9d760 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1115); - assert.equal(initial.evidence.length, 3047); - assert.equal(initial.observations.length, 413); + assert.equal(initial.companies.length, 1128); + assert.equal(initial.evidence.length, 3127); + assert.equal(initial.observations.length, 426); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 186); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 17); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 190); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 18); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1115); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 56); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1128); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 57); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1038); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1050); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,8 +124,8 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 104); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 21); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 115); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 22); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); @@ -614,6 +614,49 @@ test("the fifth uncertain cohort separates dated ARR, service run rates, booking assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR5-"))); }); +test("the sixth uncertain cohort preserves namesakes, churn and historical robotics MRR", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-6")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(120, 144); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 13); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 11); + const hera = snapshot.companies.find((c) => c.id === "YC32123")!; + const videoHera = snapshot.companies.find((c) => c.id === "AI025")!; + assert.equal(hera.cat, "C07"); + assert.equal(hera.year, 2026); + assert.equal(videoHera.cat, "C08"); + assert.equal(videoHera.year, 2025); + assert.notEqual(hera.url, videoHera.url, "same-name products with different YC pages must not be merged"); + for (const name of ["Aernata", "Maquoketa Research", "Fire Wallet", "Eden Robotics", "Edgerun"]) { + const row = batch.records.find((r) => r.name === name)!; + assert.equal(row.status, "pending-ai"); + assert.equal(row.companyId, undefined, "historical AI products, agent features and autonomous hardware need current-core evidence"); + } + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR6-")); + assert.equal(figures.length, 13); + const churn = figures.find((o) => o.id.endsWith("ARDENT-CHURN"))!; + assert.equal(churn.selection, "excluded"); + assert.equal(churn.metric, undefined, "lost ARR is not a positive current ARR observation"); + assert.equal(snapshot.companies.find((c) => c.id === "YC31475")!.revenueStatus, "unknown"); + const mrr = figures.find((o) => o.id.endsWith("AVEA-MRR"))!; + assert.equal(mrr.value, 18000); + assert.equal(mrr.metric, "mrr"); + assert.equal(mrr.selection, "historical"); + assert.match(mrr.unit, /无币种/); + assert.match(snapshot.companies.find((c) => c.id === "YC31530")!.notes, /Acquired/); + for (const suffix of ["PLAN0-PROJECTS-YC", "PLAN0-PROJECTS-LAUNCH", "SILMARIL-DAMAGE-YC", "SILMARIL-DAMAGE-CASE1", "SILMARIL-DAMAGE-CASE2", "EXPANSE-WASTE"]) { + assert.equal(figures.find((o) => o.id.endsWith(suffix))!.selection, "excluded"); + } + const openwork = snapshot.companies.find((c) => c.id === "YC31505")!; + assert.equal(openwork.technicalReview!.level, "public-artifact"); + assert.ok(openwork.technicalReview!.evidenceIds.includes("UNCLEAR6-31505-EE-LICENSE")); + assert.match(openwork.notes, /桌面MIT与ee目录/); + assert.ok(figures.every((o) => o.comparisonGroup === null)); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR6-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index e00dbeb..d69d603 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-5", + "version": "2026-10-31-ai-unclear-6", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -34390,6 +34390,488 @@ "businessModel": "AI辅助预测市场；交易费用、做市风险和软件收入未拆", "entityBasis": "同一YC页及所链官网；法律注册、历史转型/新公司关系和收费主体须结合独立材料核", "classificationBasis": "人工复核：按当前主要AI任务与交付，软件、行业服务、代理制作、硬件及运行设施分开；原发现审计不变。" + }, + { + "id": "YC31460", + "name": "PLAN0 AI", + "url": "https://www.ycombinator.com/companies/plan0-ai", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 4, + "location": null, + "business": "从建筑图纸提取工程量、估算成本，并以机器学习提供成本情景分析。", + "buyer": "建筑开发商、投资人及总承包商", + "delivery": "YC当前300亿及5月发布200亿为平台所涉工程价值，不是营业收入；官网明确模拟演示，展示估价和节省也不是实际客户回款。", + "notes": "YC当前300亿及5月发布200亿为平台所涉工程价值，不是营业收入；官网明确模拟演示，展示估价和节省也不是实际客户回款。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31460-YC", + "UNCLEAR6-31460-LAUNCH1", + "UNCLEAR6-31460-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://plan0.ai/", + "businessModel": "建筑成本软件/项目服务；按项目与经常性费用待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。" + }, + { + "id": "YC31475", + "name": "Ardent", + "url": "https://www.ycombinator.com/companies/ardent", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 3, + "location": null, + "business": "向编码Agent提供按需隔离的Postgres数据库副本，测试迁移、回填及数据修改。", + "buyer": "使用编码Agent的数据及工程团队", + "delivery": "旧AI Data Engineer产品近200K ARR流失是失败/转型证据，不是当前数据库分支产品ARR，也不推当前零收入。6秒和隔离为厂商自述，未连接数据库或实测。", + "notes": "旧AI Data Engineer产品近200K ARR流失是失败/转型证据，不是当前数据库分支产品ARR，也不推当前零收入。6秒和隔离为厂商自述，未连接数据库或实测。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2025年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网Scale原文$250/月加计算/存储；含$100额度，Starter基础费0但用量另计；实际合同未知", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31475-YC", + "UNCLEAR6-31475-LAUNCH1", + "UNCLEAR6-31475-HOME", + "UNCLEAR6-31475-PRICE" + ], + "revenueStatus": "unknown", + "extraUrl": "https://tryardent.com", + "businessModel": "基础套餐加计算/存储计量，企业BYOC另议；云成本与软件费待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "pricingEvidence": "UNCLEAR6-31475-PRICE", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "Postgres copy-on-write隔离分支与计量，未连接生产数据库或实测6秒/安全。", + "evidenceIds": [ + "UNCLEAR6-31475-HOME" + ] + } + }, + { + "id": "YC31478", + "name": "Silmaril", + "url": "https://www.ycombinator.com/companies/silmaril", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 2, + "location": null, + "business": "通过攻击探测、执行上下文分类器及再训练保护Agent运行。", + "buyer": "AI应用、Agent平台及安全团队", + "delivery": "YC2800万和官网6800万/2000万为估计避免损失，不是销售；比较基准、低延迟、漏洞案例和认证均未独立核验，示例执行轨迹不是本研究实际运行。", + "notes": "YC2800万和官网6800万/2000万为估计避免损失，不是销售；比较基准、低延迟、漏洞案例和认证均未独立核验，示例执行轨迹不是本研究实际运行。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31478-YC", + "UNCLEAR6-31478-LAUNCH1", + "UNCLEAR6-31478-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://silmaril.dev", + "businessModel": "Agent安全SDK/运行防护，托管与自托管；试点、定制及持续费待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "上下文分类器、红队和再训练及延迟/比较指标仅厂商描述，未独立复现或运行。", + "evidenceIds": [ + "UNCLEAR6-31478-HOME" + ] + } + }, + { + "id": "YC31482", + "name": "Memory Store", + "url": "https://www.ycombinator.com/companies/memory-store", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 4, + "location": null, + "business": "通过MCP为Agent提供共享公司记忆，并从协作工具生成团队简报和上下文。", + "buyer": "需要跨Agent共享知识的企业团队", + "delivery": "当前Memory Store官网跳转Mem Store，按成员150美元符号/月；页面示例简报不作真实客户业绩。Julep旧项目stars不迁入，法律主体与品牌迁移仍待核。", + "notes": "当前Memory Store官网跳转Mem Store，按成员150美元符号/月；页面示例简报不作真实客户业绩。Julep旧项目stars不迁入，法律主体与品牌迁移仍待核。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2025年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网原文$150/成员/月；实际付费和合同未知", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31482-YC", + "UNCLEAR6-31482-LAUNCH1", + "UNCLEAR6-31482-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://memory.store", + "businessModel": "按成员软件月费与实施接入；模型、存储和人工成本待核", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "pricingEvidence": "UNCLEAR6-31482-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "共享公司记忆MCP及团队简报，只读说明，未接入公司数据或验证检索/权限隔离。", + "evidenceIds": [ + "UNCLEAR6-31482-HOME" + ] + } + }, + { + "id": "YC31485", + "name": "ANORIA", + "url": "https://www.ycombinator.com/companies/anoria", + "channel": "S01", + "cat": "C09", + "year": 2026, + "team": 5, + "location": null, + "business": "以可穿戴设备采集音频/生物信号，通过SOMI模型推断情绪状态。", + "buyer": "创始人、创作者及个人用户", + "delivery": "5月仅少量早期原型用户，官网仍早期访问；情绪识别和150信号相关性为厂商主张，未取得独立心理/临床效度或成品交付证明，不按成熟健康产品估值。", + "notes": "5月仅少量早期原型用户，官网仍早期访问；情绪识别和150信号相关性为厂商主张，未取得独立心理/临床效度或成品交付证明，不按成熟健康产品估值。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31485-YC", + "UNCLEAR6-31485-LAUNCH1", + "UNCLEAR6-31485-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.anoria.com", + "businessModel": "个人硬件加软件服务；设备、订阅与数据采集成本未知", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "早期SOMI推断音频/生物状态主张；未取得独立情绪测量效度，未试戴。", + "evidenceIds": [ + "UNCLEAR6-31485-HOME" + ] + } + }, + { + "id": "YC31505", + "name": "OpenWork", + "url": "https://www.ycombinator.com/companies/openwork", + "channel": "S01", + "cat": "C05", + "year": 2026, + "team": 4, + "location": null, + "business": "提供桌面Agent工作区、共享技能和MCP连接，支持团队云端或自托管。", + "buyer": "企业知识工作者及IT管理团队", + "delivery": "README及许可可读；桌面MIT与ee目录受限许可分别保存，不能笼统称全栈MIT。下载/stars不是付费用户；计划中功能、厂商认证与实际运行未核。", + "notes": "README及许可可读；桌面MIT与ee目录受限许可分别保存，不能笼统称全栈MIT。下载/stars不是付费用户；计划中功能、厂商认证与实际运行未核。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网Team原文$10/人/月；可选云电脑$50/成员/月、推理$10/用户/月；企业另议", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31505-YC", + "UNCLEAR6-31505-LAUNCH1", + "UNCLEAR6-31505-HOME", + "UNCLEAR6-31505-PRICE", + "UNCLEAR6-31505-README", + "UNCLEAR6-31505-LICENSE", + "UNCLEAR6-31505-EE-LICENSE" + ], + "revenueStatus": "unknown", + "extraUrl": "https://openworklabs.com", + "businessModel": "免费MIT桌面入口，团队按席位及企业控制面订阅；云电脑/推理另收费", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "pricingEvidence": "UNCLEAR6-31505-PRICE", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开README及分目录许可可读；未运行/安装或验证模型、同步和安全功能。", + "evidenceIds": [ + "UNCLEAR6-31505-README", + "UNCLEAR6-31505-LICENSE", + "UNCLEAR6-31505-EE-LICENSE" + ] + } + }, + { + "id": "YC31516", + "name": "Expanse", + "url": "https://www.ycombinator.com/companies/expanse", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 4, + "location": null, + "business": "利用代码、遥测和学习模型预测作业资源/失败风险并诊断集群任务。", + "buyer": "自有SLURM/Kubernetes集群的AI及HPC团队", + "delivery": "运行于现有调度器旁而非替代；官网800万月计算浪费是客户资源估计。页面示例参数明确illustrative，内部基准和数据不出网主张未独立验证。", + "notes": "运行于现有调度器旁而非替代；官网800万月计算浪费是客户资源估计。页面示例参数明确illustrative，内部基准和数据不出网主张未独立验证。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2025年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31516-YC", + "UNCLEAR6-31516-LAUNCH1", + "UNCLEAR6-31516-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://expanse.sh", + "businessModel": "部署于客户集群的预测/诊断软件及试点服务；收费和持续运维待核", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "集群代码/遥测学习预测，与调度器并行；示例和厂商内部基准不等独立测量。", + "evidenceIds": [ + "UNCLEAR6-31516-HOME" + ] + } + }, + { + "id": "YC31530", + "name": "Avea Robotics", + "url": "https://www.ycombinator.com/companies/avea-robotics", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "提供遥操作、故障接管、监督自主及干预片段训练数据回流。", + "buyer": "部署自主机器人的机器人企业及运营团队", + "delivery": "YC当前Acquired；2026-06自述18k MRR及近30台机器人仅历史口径。当前官网仍可读不证明收购后的独立经营；软件/按量/托管人工拆分，100% uptime非独立测试。", + "notes": "YC当前Acquired；2026-06自述18k MRR及近30台机器人仅历史口径。当前官网仍可读不证明收购后的独立经营；软件/按量/托管人工拆分，100% uptime非独立测试。 法律主体、实际付费、确认收入和独立效果仍待核。 YC状态Acquired；收购日期/买方/交易/旧MRR持续性未核，不作存续独立公司的当前收入。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "Deploy原文$200/机器人/月加$0.90/遥操作小时；Scale可含托管操作员；实际合同未知", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31530-YC", + "UNCLEAR6-31530-LAUNCH1", + "UNCLEAR6-31530-LAUNCH2", + "UNCLEAR6-31530-HOME", + "UNCLEAR6-31530-PRICE" + ], + "revenueStatus": "self", + "extraUrl": "https://www.avearobotics.com", + "businessModel": "按机器月费加遥操作小时费，企业可含人工运营团队", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "pricingEvidence": "UNCLEAR6-31530-PRICE", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "客户自带自主软件，Sentinel供遥操作/接管与训练数据回流；不认定自研通用模型或100%uptime实证。", + "evidenceIds": [ + "UNCLEAR6-31530-HOME" + ] + } + }, + { + "id": "YC31547", + "name": "InstaBox", + "url": "https://www.ycombinator.com/companies/insforge-instacloud", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 6, + "location": null, + "business": "为Agent提供持久Linux云VM及命令、文件、快照和浏览器接口。", + "buyer": "需要长时间运行Agent的开发与平台团队", + "delivery": "YC页保留旧InsForge后端平台发布，当前InstaBox文档SDK仍用insforge命名空间；品牌/法律连续待核，未因改名重复建公司。未安装CLI、开VM、执行安装示例或发起构建。", + "notes": "YC页保留旧InsForge后端平台发布，当前InstaBox文档SDK仍用insforge命名空间；品牌/法律连续待核，未因改名重复建公司。未安装CLI、开VM、执行安装示例或发起构建。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2025年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网Pro原文$20、Builder$100、Team$500/月加按秒资源/存储/流量；实际合同未知", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31547-YC", + "UNCLEAR6-31547-LAUNCH1", + "UNCLEAR6-31547-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://instabox.sh/", + "businessModel": "套餐加计算/内存/存储/流量计量；云资源、预付余额与软件净收入待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "pricingEvidence": "UNCLEAR6-31547-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "持久microVM和Agent接口公开说明可读，未开VM、运行CLI、编译或验证隔离/性能。", + "evidenceIds": [ + "UNCLEAR6-31547-HOME" + ] + } + }, + { + "id": "YC31560", + "name": "Intelligence Factory", + "url": "https://www.ycombinator.com/companies/intelligence-factory", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 10, + "location": null, + "business": "用人类演示采集的视觉、动作和触觉训练可迁移的机器人操控模型。", + "buyer": "仓库、零售及数据中心机器人部署团队", + "delivery": "自有手套与数据采集、模型训练、硬件重定向及部署分开；40到99成功率是厂商目标/叙述，不当实测通用性能或已达商业规模。", + "notes": "自有手套与数据采集、模型训练、硬件重定向及部署分开；40到99成功率是厂商目标/叙述，不当实测通用性能或已达商业规模。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31560-YC", + "UNCLEAR6-31560-LAUNCH1", + "UNCLEAR6-31560-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://intelligence-factory.com", + "businessModel": "具身模型与数据采集工厂、硬件适配和部署；授权/服务/设备费待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "人类示范数据/手套、模型及硬件迁移方案可读，40到99为厂商目标叙述，未验证。", + "evidenceIds": [ + "UNCLEAR6-31560-HOME" + ] + } + }, + { + "id": "YC31725", + "name": "Hickory & Company", + "url": "https://www.ycombinator.com/companies/hickory-and-company", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 3, + "location": null, + "business": "由Agent检索证据、草拟政策及完成合规案例初审，交人工决策。", + "buyer": "银行、金融科技及信用合作社的合规/BSA团队", + "delivery": "官网明确专家配置、团队复核和批准；10倍效率及独立模型验证/认证字样只是公司主张，本轮未取得审计报告或监管接受证明。", + "notes": "官网明确专家配置、团队复核和批准；10倍效率及独立模型验证/认证字样只是公司主张，本轮未取得审计报告或监管接受证明。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-31725-YC", + "UNCLEAR6-31725-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://hickory.co", + "businessModel": "行业软件与专家定制工作流；集成/维护及人工服务费待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。" + }, + { + "id": "YC32123", + "name": "HERA", + "url": "https://www.ycombinator.com/companies/manufacturingintelligence", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "用AI分析技术图纸/文件、审查变更并生成带来源引用的工程文稿。", + "buyer": "重工程及制造企业", + "delivery": "官方招聘正文明确AI平台及AI/LLM集成，支持当前主营；与AI025自然语言视频工具Hera为不同YC页/创始团队/官网，不复用ID。标准检查是辅助审查，仍需工程师确认。", + "notes": "官方招聘正文明确AI平台及AI/LLM集成，支持当前主营；与AI025自然语言视频工具Hera为不同YC页/创始团队/官网，不复用ID。标准检查是辅助审查，仍需工程师确认。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-32123-YC", + "UNCLEAR6-32123-LAUNCH1", + "UNCLEAR6-32123-HOME", + "UNCLEAR6-32123-PRODUCT", + "UNCLEAR6-32123-JOB" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.manufacturingintelligence.org", + "businessModel": "制造工程软件及流程集成；定价/人工工程复核待核", + "entityBasis": "YC manufacturingintelligence（2026，Meera Patel/Noelle So）、官网重定向HeraEngineering及GIM Corp页脚；与AI025 hera-video（2025，德国视频工具）分开，法律注册未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "招聘正文明确AI/LLM处理图纸，产品带来源供工程师复核；未测标准符合性、误报或正确率。", + "evidenceIds": [ + "UNCLEAR6-32123-HOME", + "UNCLEAR6-32123-JOB", + "UNCLEAR6-32123-PRODUCT" + ] + } + }, + { + "id": "YC32128", + "name": "Mass Magnetics", + "url": "https://www.ycombinator.com/companies/mass-magnetics", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 3, + "location": null, + "business": "用机器视觉和学习模型分选回收磁材，销售材料并建设磁体制造能力。", + "buyer": "电机、机器人及稀土磁材买家", + "delivery": "不是因为机器人客户入表，而是官网明确AI分选环节；合金销售、磁体预购与未来烧结产能分开。3分钟/60秒宣传工序及合规/性能未独立核，预购不作ARR。", + "notes": "不是因为机器人客户入表，而是官网明确AI分选环节；合金销售、磁体预购与未来烧结产能分开。3分钟/60秒宣传工序及合规/性能未独立核，预购不作ARR。 法律主体、实际付费、确认收入和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得已履约合同及实际付费单价", + "stage": "公开资料；持续交付/商业成熟度待核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR6-32128-YC", + "UNCLEAR6-32128-LAUNCH1", + "UNCLEAR6-32128-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://massmagnetics.com/", + "businessModel": "实体材料/磁体销售及回收制造；设备、原料、能耗与存货成本待拆", + "entityBasis": "YC当前页及所链官网；法律注册、品牌迁移、转型和收购后的主体连续未独立核", + "classificationBasis": "人工复核：按当前AI任务及交付区分行业软件、Agent设施、具身/实体制造；历史AI业务不直接证明当前主营，原发现审计不改。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "官网明确训练视觉模型按磁材等级分选，未实测精度/制造性能或独立验证产能。", + "evidenceIds": [ + "UNCLEAR6-32128-HOME" + ] + } } ], "observations": [ @@ -40876,6 +41358,203 @@ "evidence": "UNCLEAR5-31345-LAUNCH1", "bound": ">", "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-PLAN0-PROJECTS-YC", + "company": "YC31460", + "name": "PLAN0 AI", + "kind": "平台涉及工程项目总价值", + "value": 30000000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，无业务截止日", + "scope": "工程项目金额，非公司收取的费用", + "selection": "excluded", + "reason": "不能将平台工程金额作公司营收/ARR，也不与旧快照相加", + "evidence": "UNCLEAR6-31460-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-PLAN0-PROJECTS-LAUNCH", + "company": "YC31460", + "name": "PLAN0 AI", + "kind": "历史平台工程项目总价值", + "value": 20000000000, + "unit": "原文$，币种待核", + "timing": "2026-05-13发布，业务截至日未给", + "scope": "平台项目总价值，非确认收入", + "selection": "excluded", + "reason": "保留旧时点200亿与当前300亿，不把项目总额增长当收入增长", + "evidence": "UNCLEAR6-31460-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-ARDENT-CHURN", + "company": "YC31475", + "name": "Ardent", + "kind": "旧AI数据工程产品流失的ARR数额", + "value": 200000, + "unit": "原文200K，无币种", + "timing": "2026-05-05发布，流失期间未给", + "scope": "旧产品流失金额，非现产品经常性收入", + "selection": "excluded", + "reason": "正数仅记录流失金额大小，不作正ARR/当前零收入，不能用于领域均值", + "evidence": "UNCLEAR6-31475-LAUNCH1", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-SILMARIL-DAMAGE-YC", + "company": "YC31478", + "name": "Silmaril", + "kind": "自述客户避免损失", + "value": 28000000, + "unit": "原文$，币种待核", + "timing": "YC当前，估算期未给", + "scope": "估计防损，非客户付款", + "selection": "excluded", + "reason": "防损估计和销售收入不同，不进入ARR或与官网案例相加", + "evidence": "UNCLEAR6-31478-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-SILMARIL-DAMAGE-CASE1", + "company": "YC31478", + "name": "Silmaril", + "kind": "官网客户案例估计避免损失", + "value": 68000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，案例截至日未给", + "scope": "客户风险估计，可能与其他来源重叠", + "selection": "excluded", + "reason": "未独立核算的潜在损失，不是确认营收或独立验证，不加总", + "evidence": "UNCLEAR6-31478-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-SILMARIL-DAMAGE-CASE2", + "company": "YC31478", + "name": "Silmaril", + "kind": "官网客户案例估计避免损失", + "value": 20000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，案例截至日未给", + "scope": "客户风险估计，可能与其他来源重叠", + "selection": "excluded", + "reason": "未独立核算的潜在损失，不是确认营收或独立验证，不加总", + "evidence": "UNCLEAR6-31478-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-SILMARIL-OLD-EMPLOYER", + "company": "YC31478", + "name": "Silmaril", + "kind": "创始人前雇主节省及新收入履历", + "value": 2200000000, + "unit": "原文$，币种待核", + "timing": "2026-04-13发布，旧工作期间未给", + "scope": "前雇主成果，非Silmaril自身收入", + "selection": "excluded", + "reason": "节省/增收混合且属于旧事业，不迁入公司ARR", + "evidence": "UNCLEAR6-31478-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-AVEA-MRR", + "company": "YC31530", + "name": "Avea Robotics", + "kind": "历史MRR公司自述", + "value": 18000, + "unit": "原文18k，无币种", + "timing": "2026-06-01发布称now，财务精确截止日未给", + "scope": "机器人运行软件/遥操作支持，收入构成与主体未核", + "selection": "historical", + "reason": "公司发布自述、非支付平台指标；软件/用量/人工及收购后存续未知，不进入同口径平台分布", + "evidence": "UNCLEAR6-31530-LAUNCH1", + "bound": "=", + "comparisonGroup": null, + "metric": "mrr", + "observedAt": "2026-06-01" + }, + { + "id": "UNCLEAR6-O-AVEA-ROBOTS", + "company": "YC31530", + "name": "Avea Robotics", + "kind": "历史帮助部署机器人数量", + "value": 30, + "unit": "机器人", + "timing": "2026-06-01发布", + "scope": "累计帮助部署，不代表当前付费/活跃机器", + "selection": "adoption", + "reason": "不能用机器数量或现行价表反推18k构成、收入或毛利", + "evidence": "UNCLEAR6-31530-LAUNCH1", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-EXPANSE-WASTE", + "company": "YC31516", + "name": "Expanse", + "kind": "客户每月计算浪费估计", + "value": 8000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，研究期间未给", + "scope": "客户集群资源浪费，不是Expanse收费", + "selection": "excluded", + "reason": "潜在节省及内部测量不当公司月收入，不能套12倍当ARR", + "evidence": "UNCLEAR6-31516-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-OPENWORK-STARS", + "company": "YC31505", + "name": "OpenWork", + "kind": "历史公开采用自述", + "value": 14000, + "unit": "GitHub stars", + "timing": "2026-04-23发布", + "scope": "累计stars/下载，非付费用户", + "selection": "adoption", + "reason": "历史采用不等活跃、付费或收入，也不以现行席位标价反推ARR", + "evidence": "UNCLEAR6-31505-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-OPENWORK-DOWNLOADS", + "company": "YC31505", + "name": "OpenWork", + "kind": "历史公开采用自述", + "value": 150000, + "unit": "下载", + "timing": "2026-04-23发布", + "scope": "累计stars/下载，非付费用户", + "selection": "adoption", + "reason": "历史采用不等活跃、付费或收入，也不以现行席位标价反推ARR", + "evidence": "UNCLEAR6-31505-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR6-O-HERA-COUNTRIES", + "company": "YC32123", + "name": "HERA", + "kind": "官网用户覆盖国家数", + "value": 18, + "unit": "国家", + "timing": "2026-10-31读取，统计期未给", + "scope": "覆盖地域，不是客户数", + "selection": "adoption", + "reason": "不能从覆盖国家反推付费企业数量或收入", + "evidence": "UNCLEAR6-32123-HOME", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -74395,6 +75074,886 @@ "kind": "公司自述官方资料复核", "summary": "原192项第97—120项：13新增、2复用primitive/Result、9保留AI主营待核。", "limitation": "五批120项及此前OpenSEO1项共121项有后续记录，另71项继续补核；原始审计不回写。" + }, + { + "id": "UNCLEAR6-31460-YC", + "companyId": "YC31460", + "title": "PLAN0 AI：当前YC复核", + "url": "https://www.ycombinator.com/companies/plan0-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队4人，状态Active。从建筑图纸提取工程量、估算成本，并以机器学习提供成本情景分析。 YC当前300亿及5月发布200亿为平台所涉工程价值，不是营业收入；官网明确模拟演示，展示估价和节省也不是实际客户回款。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31460-LAUNCH1", + "companyId": "YC31460", + "title": "PLAN0: AI-Powered construction cost estimates & analytics", + "url": "https://www.ycombinator.com/launches/QLl-plan0-ai-powered-construction-cost-estimates-analytics", + "publishedAt": "2026-05-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "从建筑图纸提取工程量、估算成本，并以机器学习提供成本情景分析。 YC当前300亿及5月发布200亿为平台所涉工程价值，不是营业收入；官网明确模拟演示，展示估价和节省也不是实际客户回款。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31465-YC", + "companyId": null, + "title": "Aseon Labs：当前YC复核", + "url": "https://www.ycombinator.com/companies/aseon-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队5人，状态Active。AV车队充电/清洁/检查机器人站。公开发布招聘ML/CV但未明确实际交付的学习任务；机器人硬件/AV客户不单独证明AI主营。5000站点属旧Pushme；客户每车增收5万与1000万融资均非当前收入，官网第三方车辆图仅示意。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31465-LAUNCH1", + "companyId": null, + "title": "Aseon Labs: robotic pitstops for self-driving cars", + "url": "https://www.ycombinator.com/launches/QKQ-aseon-labs-robotic-pitstops-for-self-driving-cars", + "publishedAt": "2026-05-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AV车队充电/清洁/检查机器人站。公开发布招聘ML/CV但未明确实际交付的学习任务；机器人硬件/AV客户不单独证明AI主营。5000站点属旧Pushme；客户每车增收5万与1000万融资均非当前收入，官网第三方车辆图仅示意。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31475-YC", + "companyId": "YC31475", + "title": "Ardent：当前YC复核", + "url": "https://www.ycombinator.com/companies/ardent", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队3人，状态Active。向编码Agent提供按需隔离的Postgres数据库副本，测试迁移、回填及数据修改。 旧AI Data Engineer产品近200K ARR流失是失败/转型证据，不是当前数据库分支产品ARR，也不推当前零收入。6秒和隔离为厂商自述，未连接数据库或实测。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31475-LAUNCH1", + "companyId": "YC31475", + "title": "Ardent - Clone any postgres DB of any size in <6s", + "url": "https://www.ycombinator.com/launches/QE3-ardent-clone-any-postgres-db-of-any-size-in-6s", + "publishedAt": "2026-05-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "向编码Agent提供按需隔离的Postgres数据库副本，测试迁移、回填及数据修改。 旧AI Data Engineer产品近200K ARR流失是失败/转型证据，不是当前数据库分支产品ARR，也不推当前零收入。6秒和隔离为厂商自述，未连接数据库或实测。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31478-YC", + "companyId": "YC31478", + "title": "Silmaril：当前YC复核", + "url": "https://www.ycombinator.com/companies/silmaril", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队2人，状态Active。通过攻击探测、执行上下文分类器及再训练保护Agent运行。 YC2800万和官网6800万/2000万为估计避免损失，不是销售；比较基准、低延迟、漏洞案例和认证均未独立核验，示例执行轨迹不是本研究实际运行。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31478-LAUNCH1", + "companyId": "YC31478", + "title": "Silmaril: Self-healing Prompt Injection Defense", + "url": "https://www.ycombinator.com/launches/Pvl-silmaril-self-healing-prompt-injection-defense", + "publishedAt": "2026-04-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "通过攻击探测、执行上下文分类器及再训练保护Agent运行。 YC2800万和官网6800万/2000万为估计避免损失，不是销售；比较基准、低延迟、漏洞案例和认证均未独立核验，示例执行轨迹不是本研究实际运行。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31482-YC", + "companyId": "YC31482", + "title": "Memory Store：当前YC复核", + "url": "https://www.ycombinator.com/companies/memory-store", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队4人，状态Active。通过MCP为Agent提供共享公司记忆，并从协作工具生成团队简报和上下文。 当前Memory Store官网跳转Mem Store，按成员150美元符号/月；页面示例简报不作真实客户业绩。Julep旧项目stars不迁入，法律主体与品牌迁移仍待核。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31482-LAUNCH1", + "companyId": "YC31482", + "title": "Memory Store - Your company's brain", + "url": "https://www.ycombinator.com/launches/QPs-memory-store-your-company-s-brain", + "publishedAt": "2026-05-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "通过MCP为Agent提供共享公司记忆，并从协作工具生成团队简报和上下文。 当前Memory Store官网跳转Mem Store，按成员150美元符号/月；页面示例简报不作真实客户业绩。Julep旧项目stars不迁入，法律主体与品牌迁移仍待核。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31485-YC", + "companyId": "YC31485", + "title": "ANORIA：当前YC复核", + "url": "https://www.ycombinator.com/companies/anoria", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队5人，状态Active。以可穿戴设备采集音频/生物信号，通过SOMI模型推断情绪状态。 5月仅少量早期原型用户，官网仍早期访问；情绪识别和150信号相关性为厂商主张，未取得独立心理/临床效度或成品交付证明，不按成熟健康产品估值。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31485-LAUNCH1", + "companyId": "YC31485", + "title": "ANORIA - Whoop for Emotions", + "url": "https://www.ycombinator.com/launches/QD5-anoria-whoop-for-emotions", + "publishedAt": "2026-05-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以可穿戴设备采集音频/生物信号，通过SOMI模型推断情绪状态。 5月仅少量早期原型用户，官网仍早期访问；情绪识别和150信号相关性为厂商主张，未取得独立心理/临床效度或成品交付证明，不按成熟健康产品估值。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31486-YC", + "companyId": null, + "title": "Ornadyne：当前YC复核", + "url": "https://www.ycombinator.com/companies/ornadyne", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队4人，状态Active。鸟形无人机/侦察硬件。自主飞行、仿生和创始人航天履历未提供明确AI模型/学习任务；官网无可读正文，示范/论文履历不自动证明实销或模型性能。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31486-LAUNCH1", + "companyId": null, + "title": "Ornadyne - Robot Birds for Reconnaissance", + "url": "https://www.ycombinator.com/launches/QAr-ornadyne-robot-birds-for-reconnaissance", + "publishedAt": "2026-05-01", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "鸟形无人机/侦察硬件。自主飞行、仿生和创始人航天履历未提供明确AI模型/学习任务；官网无可读正文，示范/论文履历不自动证明实销或模型性能。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31489-YC", + "companyId": null, + "title": "Eden Robotics：当前YC复核", + "url": "https://www.ycombinator.com/companies/eden-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队4人，状态Active。按小时提供制造/物流机器人，官网10美元符号/小时起及零设置费；本轮未取得具体AI模型/学习任务证据，physical agents名称不单独确认AI主营。按时服务需拆折旧、现场维护和人工接管，不当软件MRR或零人工成本。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31489-LAUNCH1", + "companyId": null, + "title": "Eden - Autonomous Services for Humanity", + "url": "https://www.ycombinator.com/launches/QXU-eden-autonomous-services-for-humanity", + "publishedAt": "2026-05-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "按小时提供制造/物流机器人，官网10美元符号/小时起及零设置费；本轮未取得具体AI模型/学习任务证据，physical agents名称不单独确认AI主营。按时服务需拆折旧、现场维护和人工接管，不当软件MRR或零人工成本。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31501-YC", + "companyId": null, + "title": "General Aviation Company：当前YC复核", + "url": "https://www.ycombinator.com/companies/general-aviation", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队5人，状态Active。机场数字/远程空管塔，当前官网未明确AI学习/识别核心；远程人工作业与AI自动空管需分开，基础设施客户规模不作收入或安全效度验证。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31505-YC", + "companyId": "YC31505", + "title": "OpenWork：当前YC复核", + "url": "https://www.ycombinator.com/companies/openwork", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队4人，状态Active。提供桌面Agent工作区、共享技能和MCP连接，支持团队云端或自托管。 README及许可可读；桌面MIT与ee目录受限许可分别保存，不能笼统称全栈MIT。下载/stars不是付费用户；计划中功能、厂商认证与实际运行未核。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31505-LAUNCH1", + "companyId": "YC31505", + "title": "OpenWork - The open source alternative to Claude Cowork", + "url": "https://www.ycombinator.com/launches/Q3p-openwork-the-open-source-alternative-to-claude-cowork", + "publishedAt": "2026-04-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供桌面Agent工作区、共享技能和MCP连接，支持团队云端或自托管。 README及许可可读；桌面MIT与ee目录受限许可分别保存，不能笼统称全栈MIT。下载/stars不是付费用户；计划中功能、厂商认证与实际运行未核。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31512-YC", + "companyId": null, + "title": "Aernata：当前YC复核", + "url": "https://www.ycombinator.com/companies/aernata", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队2人，状态Active。当前YC为CO2转甲醇化学公司，历史2026-05发布为Pentagon人/Agent协作。旧Pentagon官网仍可读、署名Arlington Labs，但与当前Aernata法律及业务延续未核；不能将旧AI业务搬成现行化学公司主营或成立/收入证明。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31512-LAUNCH1", + "companyId": null, + "title": "Pentagon - A coordination layer for humans and agents.", + "url": "https://www.ycombinator.com/launches/QS1-pentagon-a-coordination-layer-for-humans-and-agents", + "publishedAt": "2026-05-20", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前YC为CO2转甲醇化学公司，历史2026-05发布为Pentagon人/Agent协作。旧Pentagon官网仍可读、署名Arlington Labs，但与当前Aernata法律及业务延续未核；不能将旧AI业务搬成现行化学公司主营或成立/收入证明。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31516-YC", + "companyId": "YC31516", + "title": "Expanse：当前YC复核", + "url": "https://www.ycombinator.com/companies/expanse", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队4人，状态Active。利用代码、遥测和学习模型预测作业资源/失败风险并诊断集群任务。 运行于现有调度器旁而非替代；官网800万月计算浪费是客户资源估计。页面示例参数明确illustrative，内部基准和数据不出网主张未独立验证。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31516-LAUNCH1", + "companyId": "YC31516", + "title": "Expanse - Unlock wasted GPU capacity", + "url": "https://www.ycombinator.com/launches/QCF-expanse-unlock-wasted-gpu-capacity", + "publishedAt": "2026-05-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "利用代码、遥测和学习模型预测作业资源/失败风险并诊断集群任务。 运行于现有调度器旁而非替代；官网800万月计算浪费是客户资源估计。页面示例参数明确illustrative，内部基准和数据不出网主张未独立验证。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31529-YC", + "companyId": null, + "title": "Mochatrade：当前YC复核", + "url": "https://www.ycombinator.com/companies/mochatrade", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队3人，状态Active。面向印度的美股代币衍生品交易平台；AI公司标的、行情/执行自动化不证明自身AI主营。旧钱包200万安装/20亿交易量及市场规模不作当前收入；合规注册只保留自述、不作独立法律认定。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31529-LAUNCH1", + "companyId": null, + "title": "Mochatrade - US stock perps for Indian traders with up to 50x leverage", + "url": "https://www.ycombinator.com/launches/QJd-mochatrade-us-stock-perps-for-indian-traders-with-up-to-50x-leverage", + "publishedAt": "2026-05-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "面向印度的美股代币衍生品交易平台；AI公司标的、行情/执行自动化不证明自身AI主营。旧钱包200万安装/20亿交易量及市场规模不作当前收入；合规注册只保留自述、不作独立法律认定。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31530-YC", + "companyId": "YC31530", + "title": "Avea Robotics：当前YC复核", + "url": "https://www.ycombinator.com/companies/avea-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队2人，状态Acquired。提供遥操作、故障接管、监督自主及干预片段训练数据回流。 YC当前Acquired；2026-06自述18k MRR及近30台机器人仅历史口径。当前官网仍可读不证明收购后的独立经营；软件/按量/托管人工拆分，100% uptime非独立测试。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31530-LAUNCH1", + "companyId": "YC31530", + "title": "Avea Robotics - The human-in-the-loop system for robots", + "url": "https://www.ycombinator.com/launches/Qd1-avea-robotics-the-human-in-the-loop-system-for-robots", + "publishedAt": "2026-06-01", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供遥操作、故障接管、监督自主及干预片段训练数据回流。 YC当前Acquired；2026-06自述18k MRR及近30台机器人仅历史口径。当前官网仍可读不证明收购后的独立经营；软件/按量/托管人工拆分，100% uptime非独立测试。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31530-LAUNCH2", + "companyId": "YC31530", + "title": "Avea Robotics - Control robots from ANYWHERE in the world", + "url": "https://www.ycombinator.com/launches/QQy-avea-robotics-control-robots-from-anywhere-in-the-world", + "publishedAt": "2026-05-20", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供遥操作、故障接管、监督自主及干预片段训练数据回流。 YC当前Acquired；2026-06自述18k MRR及近30台机器人仅历史口径。当前官网仍可读不证明收购后的独立经营；软件/按量/托管人工拆分，100% uptime非独立测试。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31535-YC", + "companyId": null, + "title": "Arlo Industries：当前YC复核", + "url": "https://www.ycombinator.com/companies/arlo-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队3人，状态Active。被动分布式空中目标感知网络。当前文字是传感/通信/跟踪，未明确学习模型；不能仅因autonomy专家、边缘计算或演示即认定AI核心，10倍成本比较与合作非付费证明。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31535-LAUNCH1", + "companyId": null, + "title": "Arlo Industries: We track drones and missiles without radar 🚀", + "url": "https://www.ycombinator.com/launches/QWQ-arlo-industries-we-track-drones-and-missiles-without-radar", + "publishedAt": "2026-05-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "被动分布式空中目标感知网络。当前文字是传感/通信/跟踪，未明确学习模型；不能仅因autonomy专家、边缘计算或演示即认定AI核心，10倍成本比较与合作非付费证明。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31547-YC", + "companyId": "YC31547", + "title": "InstaBox：当前YC复核", + "url": "https://www.ycombinator.com/companies/insforge-instacloud", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队6人，状态Active。为Agent提供持久Linux云VM及命令、文件、快照和浏览器接口。 YC页保留旧InsForge后端平台发布，当前InstaBox文档SDK仍用insforge命名空间；品牌/法律连续待核，未因改名重复建公司。未安装CLI、开VM、执行安装示例或发起构建。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31547-LAUNCH1", + "companyId": "YC31547", + "title": "InsForge: The backend platform for AI-native developers", + "url": "https://www.ycombinator.com/launches/QP6-insforge-the-backend-platform-for-ai-native-developers", + "publishedAt": "2026-05-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为Agent提供持久Linux云VM及命令、文件、快照和浏览器接口。 YC页保留旧InsForge后端平台发布，当前InstaBox文档SDK仍用insforge命名空间；品牌/法律连续待核，未因改名重复建公司。未安装CLI、开VM、执行安装示例或发起构建。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31560-YC", + "companyId": "YC31560", + "title": "Intelligence Factory：当前YC复核", + "url": "https://www.ycombinator.com/companies/intelligence-factory", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队10人，状态Active。用人类演示采集的视觉、动作和触觉训练可迁移的机器人操控模型。 自有手套与数据采集、模型训练、硬件重定向及部署分开；40到99成功率是厂商目标/叙述，不当实测通用性能或已达商业规模。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31560-LAUNCH1", + "companyId": "YC31560", + "title": "Intelligence Factory", + "url": "https://www.ycombinator.com/launches/QbX-intelligence-factory", + "publishedAt": "2026-05-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用人类演示采集的视觉、动作和触觉训练可迁移的机器人操控模型。 自有手套与数据采集、模型训练、硬件重定向及部署分开；40到99成功率是厂商目标/叙述，不当实测通用性能或已达商业规模。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31561-YC", + "companyId": null, + "title": "Maquoketa Research：当前YC复核", + "url": "https://www.ycombinator.com/companies/maquoketa-research", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，团队5人，状态Active。当前YC仅称游戏LiveOps自动化、无正文；官网403，未能核现行AI任务。6月旧发布为防务视觉业务，其AI推理自述与当前产品、法律连续待核；创始人Roblox旧游戏4500万收入不迁入本公司。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31561-LAUNCH1", + "companyId": null, + "title": "Maquoketa Research: Guidance systems for one-way attack drones", + "url": "https://www.ycombinator.com/launches/QdV-maquoketa-research-guidance-systems-for-one-way-attack-drones", + "publishedAt": "2026-06-01", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前YC仅称游戏LiveOps自动化、无正文；官网403，未能核现行AI任务。6月旧发布为防务视觉业务，其AI推理自述与当前产品、法律连续待核；创始人Roblox旧游戏4500万收入不迁入本公司。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31575-YC", + "companyId": null, + "title": "Fire Wallet：当前YC复核", + "url": "https://www.ycombinator.com/companies/fire-wallet", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队3人，状态Active。隐私稳定币钱包/支付；YC提每Agent子钱包，当前官网仍以个人支付且Coming soon为主，AI贡献/专用交付待核。客户150万/月交易量、1亿/年GMV机会、LOI和旧MobileCoin融资/估值均非钱包净收入；免订阅不推总收入为零。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31582-YC", + "companyId": null, + "title": "Edgerun：当前YC复核", + "url": "https://www.ycombinator.com/companies/edgerun", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队5人，状态Active。军用外骨骼及步态传感控制，未明确学习模型/AI主营。YC1.5亿以上LOI非实收或确认销售；官网效率改进标注内部数据、第三方核验进行中，前公司自主矿业机器人履历不迁入当前产品。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31582-LAUNCH1", + "companyId": null, + "title": "Edgerun: The 10 lb Military Exoskeleton", + "url": "https://www.ycombinator.com/launches/TBu-edgerun-the-10-lb-military-exoskeleton", + "publishedAt": "2026-08-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "军用外骨骼及步态传感控制，未明确学习模型/AI主营。YC1.5亿以上LOI非实收或确认销售；官网效率改进标注内部数据、第三方核验进行中，前公司自主矿业机器人履历不迁入当前产品。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31725-YC", + "companyId": "YC31725", + "title": "Hickory & Company：当前YC复核", + "url": "https://www.ycombinator.com/companies/hickory-and-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队3人，状态Active。由Agent检索证据、草拟政策及完成合规案例初审，交人工决策。 官网明确专家配置、团队复核和批准；10倍效率及独立模型验证/认证字样只是公司主张，本轮未取得审计报告或监管接受证明。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31923-YC", + "companyId": null, + "title": "tash：当前YC复核", + "url": "https://www.ycombinator.com/companies/tash", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队4人，状态Active。交易卡组合投资平台，当前资料未明确AI任务。创始人100万收藏品买卖、资产价值、市场/指数收益不作平台收入；官网SEC资格仍进行中、曲线含插值，不能当已获资格或已实现策略回报。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-31923-LAUNCH1", + "companyId": null, + "title": "tash - Making the world’s most iconic trading cards investable", + "url": "https://www.ycombinator.com/launches/STN-tash-making-the-world-s-most-iconic-trading-cards-investable", + "publishedAt": "2026-08-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "交易卡组合投资平台，当前资料未明确AI任务。创始人100万收藏品买卖、资产价值、市场/指数收益不作平台收入；官网SEC资格仍进行中、曲线含插值，不能当已获资格或已实现策略回报。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-32123-YC", + "companyId": "YC32123", + "title": "HERA：当前YC复核", + "url": "https://www.ycombinator.com/companies/manufacturingintelligence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队2人，状态Active。用AI分析技术图纸/文件、审查变更并生成带来源引用的工程文稿。 官方招聘正文明确AI平台及AI/LLM集成，支持当前主营；与AI025自然语言视频工具Hera为不同YC页/创始团队/官网，不复用ID。标准检查是辅助审查，仍需工程师确认。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-32123-LAUNCH1", + "companyId": "YC32123", + "title": "HERA: catches thousand-dollar drawing mistakes before the shop floor.", + "url": "https://www.ycombinator.com/launches/RqI-hera-catches-thousand-dollar-drawing-mistakes-before-the-shop-floor", + "publishedAt": "2026-07-24", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI分析技术图纸/文件、审查变更并生成带来源引用的工程文稿。 官方招聘正文明确AI平台及AI/LLM集成，支持当前主营；与AI025自然语言视频工具Hera为不同YC页/创始团队/官网，不复用ID。标准检查是辅助审查，仍需工程师确认。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-32128-YC", + "companyId": "YC32128", + "title": "Mass Magnetics：当前YC复核", + "url": "https://www.ycombinator.com/companies/mass-magnetics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，团队3人，状态Active。用机器视觉和学习模型分选回收磁材，销售材料并建设磁体制造能力。 不是因为机器人客户入表，而是官网明确AI分选环节；合金销售、磁体预购与未来烧结产能分开。3分钟/60秒宣传工序及合规/性能未独立核，预购不作ARR。", + "limitation": "公司资料自述，法律注册/实际收费及信息业务截止日未独立核；原发现审计不回写。" + }, + { + "id": "UNCLEAR6-32128-LAUNCH1", + "companyId": "YC32128", + "title": "Mass Magnetics: USA-made magnets", + "url": "https://www.ycombinator.com/launches/Sm3-mass-magnetics-usa-made-magnets", + "publishedAt": "2026-08-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用机器视觉和学习模型分选回收磁材，销售材料并建设磁体制造能力。 不是因为机器人客户入表，而是官网明确AI分选环节；合金销售、磁体预购与未来烧结产能分开。3分钟/60秒宣传工序及合规/性能未独立核，预购不作ARR。", + "limitation": "历史发布为公司自述；旧事业、业务转型、采用/合同和收入分别记录，未运行产品或独立复现。" + }, + { + "id": "UNCLEAR6-31460-HOME", + "companyId": "YC31460", + "title": "PLAN0 AI：本轮官网读取", + "url": "https://plan0.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI建筑成本估计；官网示意项目明确为simulated demo。", + "limitation": "估价、零计数、设计节省及工程总价值不当实收/零收入，未上传工程图或实测。" + }, + { + "id": "UNCLEAR6-31465-HOME", + "companyId": null, + "title": "Aseon Labs：本轮官网读取", + "url": "https://aseon.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原aseonlabs.com重定向；机器人车队服务站、1000万seed公告、Aseon Labs Inc页脚。", + "limitation": "第三方车辆/品牌图为示意且明确不代表合作；招聘ML/CV不足以证明现行AI核心交付，融资非收入。" + }, + { + "id": "UNCLEAR6-31475-HOME", + "companyId": "YC31475", + "title": "Ardent：本轮官网读取", + "url": "https://www.tryardent.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "面向编码Agent的Postgres隔离分支，copy-on-write、自动缩容和CLI。", + "limitation": "6秒、无限分支/不影响生产为自述未实测；旧产品ARR流失与现产品收入分开，0计数不当零业务。" + }, + { + "id": "UNCLEAR6-31478-HOME", + "companyId": "YC31478", + "title": "Silmaril：本轮官网读取", + "url": "https://www.silmaril.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent安全探测、上下文分类器及再训练，官网给基准和防损案例。", + "limitation": "6800万/2000万案例防损不作自身收入，基准/延迟口径和认证未独立核；页面示例轨迹未执行。" + }, + { + "id": "UNCLEAR6-31482-HOME", + "companyId": "YC31482", + "title": "Memory Store：本轮官网读取", + "url": "https://mem.store/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "memory.store重定向；团队共享记忆、MCP与简报，按成员150美元符号/月。", + "limitation": "报价、示例简报和创业赠额不作收入；未接入团队数据、运行MCP或核验法律主体。" + }, + { + "id": "UNCLEAR6-31485-HOME", + "companyId": "YC31485", + "title": "ANORIA：本轮官网读取", + "url": "https://www.anoria.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "情绪可穿戴产品早期访问入口。", + "limitation": "网站未补独立模型或临床验证；早期原型/厂商SOMI描述不作量产销售、准确情绪读数或医疗结论。" + }, + { + "id": "UNCLEAR6-31486-HOME", + "companyId": null, + "title": "Ornadyne：本轮官网读取", + "url": "https://ornadyne.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网无可读文字。", + "limitation": "不能据空白读取认定停服；自主硬件与AI学习模型、实销均待核。" + }, + { + "id": "UNCLEAR6-31489-HOME", + "companyId": null, + "title": "Eden Robotics：本轮官网读取", + "url": "https://edenrobotics.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "按小时机器人服务，10美元符号/小时起、零设置费及企业fleet入口。", + "limitation": "当前模型/学习任务、人工介入、折旧及有效工时待核，报价非ARR。" + }, + { + "id": "UNCLEAR6-31501-HOME", + "companyId": null, + "title": "General Aviation Company：本轮官网读取", + "url": "https://www.generalaviation.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "面向缺少塔台机场的数字空管塔。", + "limitation": "没有取得当前AI学习/识别任务，远程人工作业不自动归AI；安全、客户及付费未独立核。" + }, + { + "id": "UNCLEAR6-31512-HOME", + "companyId": null, + "title": "Aernata：本轮官网读取", + "url": "https://aernata.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "浏览工具本轮无法访问；当前化学业务依据YC自述。", + "limitation": "未取得官网正文，不称官网已核；历史Pentagon与当前化学业务/法律关系待核。" + }, + { + "id": "UNCLEAR6-31505-HOME", + "companyId": "YC31505", + "title": "OpenWork：本轮官网读取", + "url": "https://openworklabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "企业Agent桌面/云端工作区及共享技能、MCP和模型网关。", + "limitation": "自备模型、平台费及云电脑/推理另计，未来功能状态与认证未独立核，不按宣传计性能等级。" + }, + { + "id": "UNCLEAR6-31516-HOME", + "companyId": "YC31516", + "title": "Expanse：本轮官网读取", + "url": "https://expanse.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "基于集群遥测和模型的作业资源预测/失败诊断，与既有调度器并行。", + "limitation": "官网比较参数标注示例，800万月浪费属客户；厂商基准/122000任务非独立测试，未部署或运行。" + }, + { + "id": "UNCLEAR6-31529-HOME", + "companyId": null, + "title": "Mochatrade：本轮官网读取", + "url": "https://mochatrade.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "印度用户美股代币/永续合约交易入口，自述FIU注册。", + "limitation": "交易标的包含AI公司不证明AI主营，旧钱包与当前收入分开；未核登记和法律合规，也未交易。" + }, + { + "id": "UNCLEAR6-31530-HOME", + "companyId": "YC31530", + "title": "Avea Robotics：本轮官网读取", + "url": "https://www.avearobotics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Sentinel遥操作、监督自主和干预数据学习回流，客户自带机器人及自主软件。", + "limitation": "AI机器人运行设施而非自有通用机器人模型；YC Acquired与网站可读分别保存，未独立核交易/连续运营或uptime。" + }, + { + "id": "UNCLEAR6-31535-HOME", + "companyId": null, + "title": "Arlo Industries：本轮官网读取", + "url": "https://arlo1.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "被动感知与空域跟踪网络、10倍成本比较。", + "limitation": "未取得明确学习模型证据或独立效果，示范/合作不自动等商业销售。仅作业务分类，不收录技术实施细节。" + }, + { + "id": "UNCLEAR6-31547-HOME", + "companyId": "YC31547", + "title": "InstaBox：本轮官网读取", + "url": "https://instabox.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent专用持久云Linux VM；免费及20/100/500美元符号月费套餐加资源计量。", + "limitation": "文档SDK保留insforge命名；迁移时点/法律主体未核，余额/额度不作收入；仅读公开说明，未安装/调用/构建。" + }, + { + "id": "UNCLEAR6-31560-HOME", + "companyId": "YC31560", + "title": "Intelligence Factory：本轮官网读取", + "url": "https://www.intelligence-factory.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人演示数据采集、操控模型训练、跨硬件迁移及部署。", + "limitation": "人体数据、工厂/手套成本和模型收费待拆，通用成功率目标/视频不是独立实测或付费规模。" + }, + { + "id": "UNCLEAR6-31561-HOME", + "companyId": null, + "title": "Maquoketa Research：本轮官网读取", + "url": "https://www.maquoketa.net/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮返回HTTP403，未取得正文；当前YC只给游戏LiveOps标语。", + "limitation": "不能绕过读取限制或把旧防务发布当当前AI游戏产品证明，旧游戏收入属于创始人此前作品。" + }, + { + "id": "UNCLEAR6-31575-HOME", + "companyId": null, + "title": "Fire Wallet：本轮官网读取", + "url": "https://fire.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "非托管钱包支付，iOS/Chrome仍Coming soon，免费且无订阅费。", + "limitation": "YC Agent子钱包与官网个人支付的AI贡献未核；演示余额、客户GMV、LOI和旧事业融资/估值不作净收入。" + }, + { + "id": "UNCLEAR6-31582-HOME", + "companyId": null, + "title": "Edgerun：本轮官网读取", + "url": "https://www.edgerun.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "军用外骨骼、步态辅助；效率数据明确内部测试且第三方验证进行中。", + "limitation": "未确认AI模型，LOI不是收入；不把前公司自主机器人经历迁入现行产品，不把厂商测试当独立验证。" + }, + { + "id": "UNCLEAR6-31725-HOME", + "companyId": "YC31725", + "title": "Hickory & Company：本轮官网读取", + "url": "https://hickory.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "金融合规Agent做证据/草稿初审，专家配置且每项判断保留人工。", + "limitation": "自称模型验证/认证不当独立报告；定制、人工、软件及监管接受程度未拆。" + }, + { + "id": "UNCLEAR6-31923-HOME", + "companyId": null, + "title": "tash：本轮官网读取", + "url": "https://tradetash.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "tash.cards跳转的卡牌投资平台；候补名单及SEC资格进行中。", + "limitation": "不是独立合规/收益验证；指数曲线注明部分插值和未来补日序列，不作公司收入，AI主营未明。" + }, + { + "id": "UNCLEAR6-32123-HOME", + "companyId": "YC32123", + "title": "HERA：本轮官网读取", + "url": "https://www.heraengineering.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "manufacturingintelligence.org重定向；制造图纸/文档辅助审查，要求工程复核，页脚GIM Corp。", + "limitation": "与视频工具Hera不同；当前用户18国家不是18付费客户，报价/标准符合性/法律主体未独立核。" + }, + { + "id": "UNCLEAR6-32128-HOME", + "companyId": "YC32128", + "title": "Mass Magnetics：本轮官网读取", + "url": "https://massmagnetics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "明确机器学习/视觉按磁材等级化学成分分选，销售回收材料并建设磁体产能。", + "limitation": "合规、工序时间和性能均公司主张未独立核；预购预计年底交付不作确认收入/ARR。" + }, + { + "id": "UNCLEAR6-31475-PRICE", + "companyId": "YC31475", + "title": "Ardent套餐与资源计量", + "url": "https://www.tryardent.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Starter基础费0加计算/存储；Scale250美元符号/月含100额度，另计资源；BYOC企业另议。", + "limitation": "包含额度/赠金和标价不是实际收款，云成本与软件经常性净收入待拆。" + }, + { + "id": "UNCLEAR6-31530-PRICE", + "companyId": "YC31530", + "title": "Avea软件、用量与人工托管边界", + "url": "https://www.avearobotics.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Demo免费一台；Deploy200美元符号/机器人/月，加每遥操作小时0.90；Scale可含托管操作员。", + "limitation": "报价不能反推历史18k MRR的机器数/毛利，人工运营费及软件/用量定义未核。" + }, + { + "id": "UNCLEAR6-31505-PRICE", + "companyId": "YC31505", + "title": "OpenWork席位、控制面及附加费用", + "url": "https://openworklabs.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "团队10美元符号/人/月，≤5人非Enterprise控制面免费；云电脑50/成员/月及推理10/用户/月可选附加。", + "limitation": "报价非收入；与自备模型/云资源成本分开，企业年度协议及许可例外按原文，未部署。" + }, + { + "id": "UNCLEAR6-31505-README", + "companyId": "YC31505", + "title": "OpenWork公开README", + "url": "https://raw.githubusercontent.com/different-ai/openwork/dev/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "桌面基于OpenCode，可自备模型，支持共享技能和MCP；控制面与桌面客户端是不同交付。", + "limitation": "只读材料，未下载可执行程序、安装、连接模型或复现；README说明不是独立功能/性能验证。" + }, + { + "id": "UNCLEAR6-31505-LICENSE", + "companyId": "YC31505", + "title": "OpenWork仓库许可范围", + "url": "https://raw.githubusercontent.com/different-ai/openwork/dev/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仓库区分ee目录、第三方组件与其余MIT内容；旧ee版本遵循发布时许可。", + "limitation": "不以桌面MIT概括全平台，自述开源不证明全部商业控制面无限制免费。" + }, + { + "id": "UNCLEAR6-31505-EE-LICENSE", + "companyId": "YC31505", + "title": "OpenWork企业目录许可", + "url": "https://raw.githubusercontent.com/different-ai/openwork/dev/ee/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "生产通常要求相应订阅，≤5总用户且排除Enterprise功能等例外；开发/测试和30日评估另列，第二周年另授MIT。", + "limitation": "仅读当前公开条款说明收费/交付边界，版本历史与实际合同未核，不作独立法律意见。" + }, + { + "id": "UNCLEAR6-32123-PRODUCT", + "companyId": "YC32123", + "title": "HERA制造审查产品范围", + "url": "https://www.heraengineering.com/product/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "图纸/变更审查和文稿输出带来源及要求，供工程师复核。", + "limitation": "标准条款引用能力不等通过认证或工程正确；未上传客户文件、调用模型或验证20倍效率。" + }, + { + "id": "UNCLEAR6-32123-JOB", + "companyId": "YC32123", + "title": "HERA当前官方招聘说明AI任务", + "url": "https://www.ycombinator.com/companies/manufacturingintelligence/jobs/ffZp9fi-industrial-software-engineer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "正文明确制造AI平台处理技术图纸和生产数据，并要求AI/LLM集成；创始人为Meera Patel及Noelle So。", + "limitation": "AI核心依据为公司招聘正文并结合产品，不单凭AI标签或创始人论文；与视频Hera不同，招聘薪资不作公司收入。" + }, + { + "id": "UNCLEAR6-31512-OLD-PENTAGON", + "companyId": null, + "title": "旧Pentagon产品官网", + "url": "https://pentagon.run/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "人/Agent协作与持续云Agent，页脚Arlington Labs Inc；旧发布所链官网当前仍可读。", + "limitation": "当前YC已为CO2化学业务，旧产品网站可读不证明同一公司法律连续、当下主营或付费；不另造重复主体。" + }, + { + "id": "UNCLEAR6-INDEX", + "companyId": null, + "title": "原AI不明候选第六批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项第121—144项：13新增、0复用、11继续AI主营待核。", + "limitation": "六批144项加此前OpenSEO共145项有后续记录，另47项继续；HERA同名不同公司，旧AI产品不证明当前主营，原发现审计不回写。" } ], "reviews": [ @@ -80067,6 +81626,151 @@ "UNCLEAR5-31438-TERMS" ], "handling": "Andco2026成立为当前自述，旧2023发布不回填成立或业绩；Result暂按当前官网归个人应用，非独立工商连续证明。" + }, + { + "id": "UNCLEAR6-R-BUSINESS", + "type": "主营补证：Agent设施、专业应用与AI实体制造", + "company": "PLAN0 AI、Ardent、Silmaril、Memory Store、ANORIA、OpenWork、Expanse、Avea Robotics、InstaBox、Intelligence Factory、Hickory & Company、HERA、Mass Magnetics", + "scope": "companies", + "companyIds": [ + "YC31460", + "YC31475", + "YC31478", + "YC31482", + "YC31485", + "YC31505", + "YC31516", + "YC31530", + "YC31547", + "YC31560", + "YC31725", + "YC32123", + "YC32128" + ], + "summary": "13新增；Mass Magnetics因明确视觉分选入表，非仅因机器人客户；HERA制造辅助审查与视频工具分开。", + "evidenceIds": [ + "UNCLEAR6-31460-YC", + "UNCLEAR6-31475-YC", + "UNCLEAR6-31478-YC", + "UNCLEAR6-31482-YC", + "UNCLEAR6-31485-YC", + "UNCLEAR6-31505-YC", + "UNCLEAR6-31516-YC", + "UNCLEAR6-31530-YC", + "UNCLEAR6-31547-YC", + "UNCLEAR6-31560-YC", + "UNCLEAR6-31725-YC", + "UNCLEAR6-32123-YC", + "UNCLEAR6-32128-YC" + ], + "handling": "保留成立年/团队自述，按交付拆软件、按量、硬件/材料和实施；未独立核财务与法律主体。" + }, + { + "id": "UNCLEAR6-R-PENDING", + "type": "当前主营、历史AI与邻接硬件缺项", + "company": "YC AI不明候选第六批", + "scope": "dataset", + "summary": "11项继续待核；Aernata当前化学、Maquoketa当前游戏与旧AI发布分开；Fire子钱包不足以证明AI主营。", + "evidenceIds": [ + "UNCLEAR6-INDEX", + "UNCLEAR6-31465-YC", + "UNCLEAR6-31486-YC", + "UNCLEAR6-31489-YC", + "UNCLEAR6-31501-YC", + "UNCLEAR6-31512-YC", + "UNCLEAR6-31529-YC", + "UNCLEAR6-31535-YC", + "UNCLEAR6-31561-YC", + "UNCLEAR6-31575-YC", + "UNCLEAR6-31582-YC", + "UNCLEAR6-31923-YC" + ], + "handling": "自主硬件、传感控制、ML招聘和AI客户不单独证明已交付AI；403/无正文/旧事业不补造，保留未来复核。" + }, + { + "id": "UNCLEAR6-R-TECH", + "type": "技术材料、许可和厂商指标的边界", + "company": "Ardent、Silmaril、Memory Store、ANORIA、OpenWork、Expanse、Avea Robotics、InstaBox、Intelligence Factory、HERA、Mass Magnetics", + "scope": "companies", + "companyIds": [ + "YC31475", + "YC31478", + "YC31482", + "YC31485", + "YC31505", + "YC31516", + "YC31530", + "YC31547", + "YC31560", + "YC32123", + "YC32128" + ], + "summary": "OpenWork README/分目录许可可读；其余模型、分支/VM隔离、具身演示、图纸/视觉模型均描述级。", + "evidenceIds": [ + "UNCLEAR6-31475-HOME", + "UNCLEAR6-31478-HOME", + "UNCLEAR6-31482-HOME", + "UNCLEAR6-31485-HOME", + "UNCLEAR6-31505-HOME", + "UNCLEAR6-31516-HOME", + "UNCLEAR6-31530-HOME", + "UNCLEAR6-31547-HOME", + "UNCLEAR6-31560-HOME", + "UNCLEAR6-32123-HOME", + "UNCLEAR6-32128-HOME", + "UNCLEAR6-31505-README", + "UNCLEAR6-31505-LICENSE", + "UNCLEAR6-31505-EE-LICENSE", + "UNCLEAR6-32123-JOB" + ], + "handling": "无本地编译、安装或远程模型运行；公开材料不等独立复现，桌面MIT不等全平台许可，早期情绪主张不当临床结果。" + }, + { + "id": "UNCLEAR6-R-REVENUE", + "type": "MRR、流失与工程金额/客户防损分开", + "company": "PLAN0 AI、Ardent、Silmaril、Avea Robotics、Expanse", + "scope": "companies", + "companyIds": [ + "YC31460", + "YC31475", + "YC31478", + "YC31530", + "YC31516" + ], + "summary": "Avea历史18k MRR仅公司自述；Ardent旧200K流失不当正ARR；PLAN0项目总值与Silmaril防损、Expanse客户浪费排除。", + "evidenceIds": [ + "UNCLEAR6-31530-LAUNCH1", + "UNCLEAR6-31530-PRICE", + "UNCLEAR6-31475-LAUNCH1", + "UNCLEAR6-31460-YC", + "UNCLEAR6-31460-LAUNCH1", + "UNCLEAR6-31478-HOME", + "UNCLEAR6-31516-HOME" + ], + "handling": "没有新增可比平台MRR；收费结构、服务/人工成本和收购后持续性待核，不能从不同金额/标签差异推造假。" + }, + { + "id": "UNCLEAR6-R-IDENTITY", + "type": "同名公司、品牌变化与收购后的主体", + "company": "HERA、Hera、InstaBox、Avea Robotics", + "scope": "companies", + "companyIds": [ + "YC32123", + "AI025", + "YC31547", + "YC31530" + ], + "summary": "制造HERA与视频Hera不同公司；InstaBox保留InsForge旧发布/文档命名，Avea当前YC Acquired但官网可读。", + "evidenceIds": [ + "UNCLEAR6-32123-JOB", + "UNCLEAR6-32123-HOME", + "E025", + "UNCLEAR6-31547-YC", + "UNCLEAR6-31547-LAUNCH1", + "UNCLEAR6-31547-HOME", + "UNCLEAR6-31530-YC" + ], + "handling": "不按公司名自动归并、不将旧产品收入搬入新业务；法律延续/买方和经营状态仍需独立材料，AI025原记录未修改。" } ], "coverage": { @@ -84376,6 +86080,396 @@ "note": "原ai-unclear，YC自报2025年成立。从自然语言信念构建预测合约，以世界模型映射市场信号、评估风险及定价。 YC当前详细描述提供AI任务，官网只有标语/联系。模型定价做市为建设方向，未取得实盘、许可、收入或可靠定价验证，不将流动性和客户押注当公司收入。 后续补证关联，非完成独立审计。" } ] + }, + { + "id": "YC-AI-UNCLEAR-6", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明第121—144项按发现顺序补核：13新增、0复用、11继续AI主营待核；六批144加此前OpenSEO共145项已有记录，另47项继续。", + "complete": false, + "records": [ + { + "id": "YC-AI6-31460", + "name": "PLAN0 AI", + "url": "https://www.ycombinator.com/companies/plan0-ai", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31460", + "evidenceIds": [ + "UNCLEAR6-31460-YC", + "UNCLEAR6-31460-LAUNCH1", + "UNCLEAR6-31460-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。从建筑图纸提取工程量、估算成本，并以机器学习提供成本情景分析。 YC当前300亿及5月发布200亿为平台所涉工程价值，不是营业收入；官网明确模拟演示，展示估价和节省也不是实际客户回款。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31465", + "name": "Aseon Labs", + "url": "https://www.ycombinator.com/companies/aseon-labs", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR6-31465-YC", + "UNCLEAR6-31465-LAUNCH1", + "UNCLEAR6-31465-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。AV车队充电/清洁/检查机器人站。公开发布招聘ML/CV但未明确实际交付的学习任务；机器人硬件/AV客户不单独证明AI主营。5000站点属旧Pushme；客户每车增收5万与1000万融资均非当前收入，官网第三方车辆图仅示意。 当前AI主营继续待核，不强行入表，也非永久排除。" + }, + { + "id": "YC-AI6-31475", + "name": "Ardent", + "url": "https://www.ycombinator.com/companies/ardent", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31475", + "evidenceIds": [ + "UNCLEAR6-31475-YC", + "UNCLEAR6-31475-LAUNCH1", + "UNCLEAR6-31475-HOME", + "UNCLEAR6-31475-PRICE" + ], + "note": "原ai-unclear，YC自报2025成立。向编码Agent提供按需隔离的Postgres数据库副本，测试迁移、回填及数据修改。 旧AI Data Engineer产品近200K ARR流失是失败/转型证据，不是当前数据库分支产品ARR，也不推当前零收入。6秒和隔离为厂商自述，未连接数据库或实测。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31478", + "name": "Silmaril", + "url": "https://www.ycombinator.com/companies/silmaril", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31478", + "evidenceIds": [ + "UNCLEAR6-31478-YC", + "UNCLEAR6-31478-LAUNCH1", + "UNCLEAR6-31478-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。通过攻击探测、执行上下文分类器及再训练保护Agent运行。 YC2800万和官网6800万/2000万为估计避免损失，不是销售；比较基准、低延迟、漏洞案例和认证均未独立核验，示例执行轨迹不是本研究实际运行。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31482", + "name": "Memory Store", + "url": "https://www.ycombinator.com/companies/memory-store", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31482", + "evidenceIds": [ + "UNCLEAR6-31482-YC", + "UNCLEAR6-31482-LAUNCH1", + "UNCLEAR6-31482-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。通过MCP为Agent提供共享公司记忆，并从协作工具生成团队简报和上下文。 当前Memory Store官网跳转Mem Store，按成员150美元符号/月；页面示例简报不作真实客户业绩。Julep旧项目stars不迁入，法律主体与品牌迁移仍待核。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31485", + "name": "ANORIA", + "url": "https://www.ycombinator.com/companies/anoria", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31485", + "evidenceIds": [ + "UNCLEAR6-31485-YC", + "UNCLEAR6-31485-LAUNCH1", + "UNCLEAR6-31485-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。以可穿戴设备采集音频/生物信号，通过SOMI模型推断情绪状态。 5月仅少量早期原型用户，官网仍早期访问；情绪识别和150信号相关性为厂商主张，未取得独立心理/临床效度或成品交付证明，不按成熟健康产品估值。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31486", + "name": "Ornadyne", + "url": "https://www.ycombinator.com/companies/ornadyne", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR6-31486-YC", + "UNCLEAR6-31486-LAUNCH1", + "UNCLEAR6-31486-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。鸟形无人机/侦察硬件。自主飞行、仿生和创始人航天履历未提供明确AI模型/学习任务；官网无可读正文，示范/论文履历不自动证明实销或模型性能。 当前AI主营继续待核，不强行入表，也非永久排除。" + }, + { + "id": "YC-AI6-31489", + "name": "Eden Robotics", + "url": "https://www.ycombinator.com/companies/eden-robotics", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR6-31489-YC", + "UNCLEAR6-31489-LAUNCH1", + "UNCLEAR6-31489-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。按小时提供制造/物流机器人，官网10美元符号/小时起及零设置费；本轮未取得具体AI模型/学习任务证据，physical agents名称不单独确认AI主营。按时服务需拆折旧、现场维护和人工接管，不当软件MRR或零人工成本。 当前AI主营继续待核，不强行入表，也非永久排除。" + }, + { + "id": "YC-AI6-31501", + "name": "General Aviation Company", + "url": "https://www.ycombinator.com/companies/general-aviation", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR6-31501-YC", + "UNCLEAR6-31501-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。机场数字/远程空管塔，当前官网未明确AI学习/识别核心；远程人工作业与AI自动空管需分开，基础设施客户规模不作收入或安全效度验证。 当前AI主营继续待核，不强行入表，也非永久排除。" + }, + { + "id": "YC-AI6-31505", + "name": "OpenWork", + "url": "https://www.ycombinator.com/companies/openwork", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31505", + "evidenceIds": [ + "UNCLEAR6-31505-YC", + "UNCLEAR6-31505-LAUNCH1", + "UNCLEAR6-31505-HOME", + "UNCLEAR6-31505-PRICE", + "UNCLEAR6-31505-README", + "UNCLEAR6-31505-LICENSE", + "UNCLEAR6-31505-EE-LICENSE" + ], + "note": "原ai-unclear，YC自报2026成立。提供桌面Agent工作区、共享技能和MCP连接，支持团队云端或自托管。 README及许可可读；桌面MIT与ee目录受限许可分别保存，不能笼统称全栈MIT。下载/stars不是付费用户；计划中功能、厂商认证与实际运行未核。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31512", + "name": "Aernata", + "url": "https://www.ycombinator.com/companies/aernata", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR6-31512-YC", + "UNCLEAR6-31512-LAUNCH1", + "UNCLEAR6-31512-HOME", + "UNCLEAR6-31512-OLD-PENTAGON" + ], + "note": "原ai-unclear，YC自报2026成立。当前YC为CO2转甲醇化学公司，历史2026-05发布为Pentagon人/Agent协作。旧Pentagon官网仍可读、署名Arlington Labs，但与当前Aernata法律及业务延续未核；不能将旧AI业务搬成现行化学公司主营或成立/收入证明。 当前AI主营继续待核，不强行入表，也非永久排除。" + }, + { + "id": "YC-AI6-31516", + "name": "Expanse", + "url": "https://www.ycombinator.com/companies/expanse", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31516", + "evidenceIds": [ + "UNCLEAR6-31516-YC", + "UNCLEAR6-31516-LAUNCH1", + "UNCLEAR6-31516-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。利用代码、遥测和学习模型预测作业资源/失败风险并诊断集群任务。 运行于现有调度器旁而非替代；官网800万月计算浪费是客户资源估计。页面示例参数明确illustrative，内部基准和数据不出网主张未独立验证。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31529", + "name": "Mochatrade", + "url": "https://www.ycombinator.com/companies/mochatrade", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR6-31529-YC", + "UNCLEAR6-31529-LAUNCH1", + "UNCLEAR6-31529-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。面向印度的美股代币衍生品交易平台；AI公司标的、行情/执行自动化不证明自身AI主营。旧钱包200万安装/20亿交易量及市场规模不作当前收入；合规注册只保留自述、不作独立法律认定。 当前AI主营继续待核，不强行入表，也非永久排除。" + }, + { + "id": "YC-AI6-31530", + "name": "Avea Robotics", + "url": "https://www.ycombinator.com/companies/avea-robotics", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31530", + "evidenceIds": [ + 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"companyId": "YC31547", + "evidenceIds": [ + "UNCLEAR6-31547-YC", + "UNCLEAR6-31547-LAUNCH1", + "UNCLEAR6-31547-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。为Agent提供持久Linux云VM及命令、文件、快照和浏览器接口。 YC页保留旧InsForge后端平台发布，当前InstaBox文档SDK仍用insforge命名空间；品牌/法律连续待核，未因改名重复建公司。未安装CLI、开VM、执行安装示例或发起构建。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31560", + "name": "Intelligence Factory", + "url": "https://www.ycombinator.com/companies/intelligence-factory", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31560", + "evidenceIds": [ + "UNCLEAR6-31560-YC", + "UNCLEAR6-31560-LAUNCH1", + "UNCLEAR6-31560-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。用人类演示采集的视觉、动作和触觉训练可迁移的机器人操控模型。 自有手套与数据采集、模型训练、硬件重定向及部署分开；40到99成功率是厂商目标/叙述，不当实测通用性能或已达商业规模。 补证关联并不等独立财务/技术审计。" + }, + { + "id": "YC-AI6-31561", + "name": "Maquoketa Research", + "url": "https://www.ycombinator.com/companies/maquoketa-research", + "categoryId": "C07", + "kind": "company", + 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"UNCLEAR6-31475-LAUNCH1", + "UNCLEAR6-31475-HOME", + "UNCLEAR6-31475-PRICE" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。旧AI Data Engineer产品近200K ARR流失是失败/转型证据，不是当前数据库分支产品ARR，也不推当前零收入。6秒和隔离为厂商自述，未连接数据库或实测。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31478, + "originalStatus": "ai-unclear", + "companyId": "YC31478", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31478-YC", + "UNCLEAR6-31478-LAUNCH1", + "UNCLEAR6-31478-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。YC2800万和官网6800万/2000万为估计避免损失，不是销售；比较基准、低延迟、漏洞案例和认证均未独立核验，示例执行轨迹不是本研究实际运行。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31482, + "originalStatus": "ai-unclear", + "companyId": "YC31482", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31482-YC", + "UNCLEAR6-31482-LAUNCH1", + "UNCLEAR6-31482-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。当前Memory Store官网跳转Mem Store，按成员150美元符号/月；页面示例简报不作真实客户业绩。Julep旧项目stars不迁入，法律主体与品牌迁移仍待核。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31485, + "originalStatus": "ai-unclear", + "companyId": "YC31485", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31485-YC", + "UNCLEAR6-31485-LAUNCH1", + "UNCLEAR6-31485-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。5月仅少量早期原型用户，官网仍早期访问；情绪识别和150信号相关性为厂商主张，未取得独立心理/临床效度或成品交付证明，不按成熟健康产品估值。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31505, + "originalStatus": "ai-unclear", + "companyId": "YC31505", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31505-YC", + "UNCLEAR6-31505-LAUNCH1", + "UNCLEAR6-31505-HOME", + "UNCLEAR6-31505-PRICE", + "UNCLEAR6-31505-README", + "UNCLEAR6-31505-LICENSE", + "UNCLEAR6-31505-EE-LICENSE" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。README及许可可读；桌面MIT与ee目录受限许可分别保存，不能笼统称全栈MIT。下载/stars不是付费用户；计划中功能、厂商认证与实际运行未核。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31516, + "originalStatus": "ai-unclear", + "companyId": "YC31516", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31516-YC", + "UNCLEAR6-31516-LAUNCH1", + "UNCLEAR6-31516-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。运行于现有调度器旁而非替代；官网800万月计算浪费是客户资源估计。页面示例参数明确illustrative，内部基准和数据不出网主张未独立验证。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31530, + "originalStatus": "ai-unclear", + "companyId": "YC31530", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31530-YC", + "UNCLEAR6-31530-LAUNCH1", + "UNCLEAR6-31530-LAUNCH2", + "UNCLEAR6-31530-HOME", + "UNCLEAR6-31530-PRICE" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。YC当前Acquired；2026-06自述18k MRR及近30台机器人仅历史口径。当前官网仍可读不证明收购后的独立经营；软件/按量/托管人工拆分，100% uptime非独立测试。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31547, + "originalStatus": "ai-unclear", + "companyId": "YC31547", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31547-YC", + "UNCLEAR6-31547-LAUNCH1", + "UNCLEAR6-31547-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。YC页保留旧InsForge后端平台发布，当前InstaBox文档SDK仍用insforge命名空间；品牌/法律连续待核，未因改名重复建公司。未安装CLI、开VM、执行安装示例或发起构建。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31560, + "originalStatus": "ai-unclear", + "companyId": "YC31560", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31560-YC", + "UNCLEAR6-31560-LAUNCH1", + "UNCLEAR6-31560-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。自有手套与数据采集、模型训练、硬件重定向及部署分开；40到99成功率是厂商目标/叙述，不当实测通用性能或已达商业规模。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 31725, + "originalStatus": "ai-unclear", + "companyId": "YC31725", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-31725-YC", + "UNCLEAR6-31725-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。官网明确专家配置、团队复核和批准；10倍效率及独立模型验证/认证字样只是公司主张，本轮未取得审计报告或监管接受证明。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 32123, + "originalStatus": "ai-unclear", + "companyId": "YC32123", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-32123-YC", + "UNCLEAR6-32123-LAUNCH1", + "UNCLEAR6-32123-HOME", + "UNCLEAR6-32123-PRODUCT", + "UNCLEAR6-32123-JOB" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。官方招聘正文明确AI平台及AI/LLM集成，支持当前主营；与AI025自然语言视频工具Hera为不同YC页/创始团队/官网，不复用ID。标准检查是辅助审查，仍需工程师确认。 不回写1428发现审计/928初始新增计数。" + }, + { + "ycId": 32128, + "originalStatus": "ai-unclear", + "companyId": "YC32128", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR6-32128-YC", + "UNCLEAR6-32128-LAUNCH1", + "UNCLEAR6-32128-HOME" + ], + "reason": "当前可读资料明确AI任务/专用运行交付，补证入表。不是因为机器人客户入表，而是官网明确AI分选环节；合金销售、磁体预购与未来烧结产能分开。3分钟/60秒宣传工序及合规/性能未独立核，预购不作ARR。 不回写1428发现审计/928初始新增计数。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 6f6f554..a4f90b7 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-5", + "version": "2026-10-31-ai-unclear-6", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核五批120项：64新增、6复用、50保留AI主营待核；另此前OpenSEO1项，合计121项已有后续记录，其余71项继续补核。原发现审计/928初始新增不回写。新增Trellis两时点ARR、InstaAgent旧ARR/当前服务run rate和Kinro转型前年收入，均未进同口径MRR；Andco旧Layup发布归创始人此前事业，Result按当前官网/同创始人条款暂归个人应用，AI业务/法律主体和内部基准限制保留。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核六批144项：77新增、6复用、61保留AI主营待核；另此前OpenSEO1项，合计145项有后续记录，其余47项继续。原发现审计/928初始新增不回写。Avea历史18k MRR、Ardent旧ARR流失及工程总额/客户防损分别保存，不进同口径平台分布；制造HERA与视频Hera分开，Aernata化学/Maquoketa游戏当前AI任务和旧AI发布的关系继续待核，OpenWork桌面MIT与企业控制面许可分开。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fce8027..186d708 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-5", + "sourceVersion": "2026-10-31-ai-unclear-6", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 5ee04f26ae5ef26d627139daaee643bcc609abce Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 04:26:29 +0800 Subject: [PATCH 27/29] =?UTF-8?q?=E8=A1=A5=E6=A0=B824=E9=A1=B9AI=E5=80=99?= =?UTF-8?q?=E9=80=89=E5=B9=B6=E5=8C=BA=E5=88=86=E5=AE=9E=E4=BD=93=E9=94=80?= =?UTF-8?q?=E5=94=AE=E4=B8=8E=E9=A2=84=E4=BB=98=E6=94=B6=E5=85=A5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 65 +- content/research/ai-companies.seed.json | 2507 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 2567 insertions(+), 17 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 547858b..65e3a33 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1128); + assert.equal(research.companies.length, 1144); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 3127); - assert.equal(research.observations.length, 426); + assert.equal(research.evidence.length, 3208); + assert.equal(research.observations.length, 444); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index df9d760..8d89570 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1128); - assert.equal(initial.evidence.length, 3127); - assert.equal(initial.observations.length, 426); + assert.equal(initial.companies.length, 1144); + assert.equal(initial.evidence.length, 3208); + assert.equal(initial.observations.length, 444); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 190); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 18); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 194); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 19); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1128); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 57); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1144); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 58); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1050); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1065); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,8 +124,8 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 115); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 22); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 128); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 23); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); @@ -657,6 +657,51 @@ test("the sixth uncertain cohort preserves namesakes, churn and historical robot assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR6-"))); }); +test("the seventh uncertain cohort separates hardware sales, prepayments and bounded verification", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-7")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(144, 168); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 16); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 8); + const robotNori = snapshot.companies.find((c) => c.id === "YC32553")!; + const healthNori = snapshot.companies.find((c) => c.id === "YC30657")!; + assert.equal(robotNori.cat, "C10"); + assert.equal(healthNori.cat, "C09"); + assert.notEqual(robotNori.url, healthNori.url, "same-name hardware and health companies retain distinct identities"); + assert.equal(batch.records.find((r) => r.name === "Nori")!.companyId, robotNori.id); + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR7-")); + assert.equal(figures.length, 18); + const sales = figures.find((o) => o.id.endsWith("NORI-SALES"))!; + assert.equal(sales.value, 440000); + assert.equal(sales.selection, "historical"); + assert.equal(sales.metric, undefined, "hardware sales with unverified preorder/delivery mix must not become ARR"); + assert.match(snapshot.companies.find((c) => c.id === "YC32164")!.price!, /额度/); + for (const suffix of ["GUT-PHARMACY", "MANIFOLD-PICKS", "ATC-CLIENT-FLEET", "OPERON-CLIENT-SAVE", "ANYALPHA-OLD-APPS", "LETTER-DEMO"]) { + assert.equal(figures.find((o) => o.id.endsWith(suffix))!.selection, "excluded"); + } + assert.match(figures.find((o) => o.id.endsWith("LETTER-DEMO"))!.scope, /fictional/); + assert.equal(snapshot.companies.find((c) => c.id === "YC34899")!.cat, "C06"); + const kailash = snapshot.companies.find((c) => c.id === "YC34828")!; + assert.equal(kailash.cat, "C10"); + assert.equal(kailash.technicalReview!.level, "description", "an open-weights claim without readable weights or a model card is not a reviewed public artifact"); + const graphify = snapshot.companies.find((c) => c.id === "YC32583")!; + assert.equal(graphify.technicalReview!.level, "public-artifact"); + const proof = snapshot.evidence.find((e) => e.id === "UNCLEAR7-32583-PROOF")!; + assert.match(proof.summary, /unknown/); + assert.match(proof.summary, /函数/); + assert.match(proof.limitation, /整库正确/); + assert.match(snapshot.companies.find((c) => c.id === "YC32518")!.notes, /Build标Coming soon/); + for (const name of ["Kara", "Molagri", "TareBio", "Atomarine", "Vernius Systems, Inc."]) { + const row = batch.records.find((r) => r.name === name)!; + assert.equal(row.status, "pending-ai"); + assert.equal(row.companyId, undefined); + } + assert.ok(figures.every((o) => o.comparisonGroup === null)); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR7-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index d69d603..628cfb4 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-6", + "version": "2026-10-31-ai-unclear-7", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -34872,6 +34872,594 @@ "UNCLEAR6-32128-HOME" ] } + }, + { + "id": "YC32164", + "name": "Prized", + "url": "https://www.ycombinator.com/companies/prized", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 2, + "location": null, + "business": "提供持久云开发机、本地文件同步及端口映射，另有API临时沙盒。", + "buyer": "需要持续运行编码Agent的开发团队", + "delivery": "当前云devbox与7月内部工具生成器分别保留；定价页明确旧工具另有tools.prized.dev。套餐转为额度、余额最多滚存两月，不把每月充值当MRR或实际资源消费。", + "notes": "当前云devbox与7月内部工具生成器分别保留；定价页明确旧工具另有tools.prized.dev。套餐转为额度、余额最多滚存两月，不把每月充值当MRR或实际资源消费。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "每月计划原文$10—$1000额度、页面默认$25；按资源抵扣并限时滚存，不当月订阅净收入", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32164-YC", + "UNCLEAR7-32164-LAUNCH1", + "UNCLEAR7-32164-LAUNCH2", + "UNCLEAR7-32164-HOME", + "UNCLEAR7-32164-PRICE" + ], + "revenueStatus": "unknown", + "extraUrl": "https://prized.dev", + "businessModel": "云资源计量/预付额度，非单纯软件席位费", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "pricingEvidence": "UNCLEAR7-32164-PRICE", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "持久Agent云机、文件/端口及按秒沙盒只读说明，未安装或运行/编译。", + "evidenceIds": [ + "UNCLEAR7-32164-HOME" + ] + } + }, + { + "id": "YC32170", + "name": "Gutgutgoose", + "url": "https://www.ycombinator.com/companies/gutgutgoose", + "channel": "S01", + "cat": "C09", + "year": 2026, + "team": 7, + "location": null, + "business": "用测序和混合机理-AI模型匹配益生菌配方，提供补充剂和复测。", + "buyer": "个人肠道健康用户", + "delivery": "官网明确Hybrid Mechanistic-AI，故补证入表；只是公司自述模型和补充剂，未取得独立临床效果。旧药房400万年收入不等本产品收入，订金、退费承诺与已确认订阅分开。", + "notes": "官网明确Hybrid Mechanistic-AI，故补证入表；只是公司自述模型和补充剂，未取得独立临床效果。旧药房400万年收入不等本产品收入，订金、退费承诺与已确认订阅分开。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "官网原文$93或$183/月的实体配方/测序复测组合；实际合同及退款未知", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32170-YC", + "UNCLEAR7-32170-LAUNCH1", + "UNCLEAR7-32170-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://gutgutgoose.com/", + "businessModel": "实体补充剂月费加测序/复测、配制服务；数据/研究成本待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "pricingEvidence": "UNCLEAR7-32170-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "Hybrid Mechanistic-AI及机理模型自述；未核独立临床设计/效果，未采样/服用。", + "evidenceIds": [ + "UNCLEAR7-32170-HOME" + ] + } + }, + { + "id": "YC32260", + "name": "Manifold", + "url": "https://www.ycombinator.com/companies/manifold-2", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "以学习式自主策略执行仓库搬运/拣选，并由远端人工处理例外。", + "buyer": "仓库及供应链运营商", + "delivery": "官网明确AI自主栈和远程操作员；500万picks为正在部署以执行的量，未证明已完成/已付。零前期费不等无资本/人工成本，目标参数与模拟画面不作独立性能。", + "notes": "官网明确AI自主栈和远程操作员；500万picks为正在部署以执行的量，未证明已完成/已付。零前期费不等无资本/人工成本，目标参数与模拟画面不作独立性能。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32260-YC", + "UNCLEAR7-32260-LAUNCH1", + "UNCLEAR7-32260-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.manifoldindustries.ai/", + "businessModel": "按pick计费机器人服务，硬件折旧/人工监督/维护与软件须拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "AI自主策略配合远端人工，模拟路径/目标规格与实际吞吐分开，未操作或实测。", + "evidenceIds": [ + "UNCLEAR7-32260-HOME" + ] + } + }, + { + "id": "YC32518", + "name": "Agency Tool Company", + "url": "https://www.ycombinator.com/companies/agency-tool-company", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 3, + "location": null, + "business": "交付机器人软件/模型的增量更新、回退和设备管理，计划提供目标硬件CI。", + "buyer": "部署学习模型的机器人研发及车队团队", + "delivery": "官网明确可部署模型及LeRobot/CUDA等机器人栈，作为AI机器人部署设施入表而非自研模型；Deploy为beta，Build标Coming soon，不把YC第二产品描述或演示CI结果当正式可用/本项目授权runner。", + "notes": "官网明确可部署模型及LeRobot/CUDA等机器人栈，作为AI机器人部署设施入表而非自研模型；Deploy为beta，Build标Coming soon，不把YC第二产品描述或演示CI结果当正式可用/本项目授权runner。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32518-YC", + "UNCLEAR7-32518-LAUNCH1", + "UNCLEAR7-32518-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://agencytool.com", + "businessModel": "机器人部署基础设施/托管嵌入计算，模型与非AI负载、服务费待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "机器人模型/软件OTA与目标硬件CI描述；Build Coming soon，未运行任何厂商CI/构建。", + "evidenceIds": [ + "UNCLEAR7-32518-HOME" + ] + } + }, + { + "id": "YC32527", + "name": "machine0", + "url": "https://www.ycombinator.com/companies/machine0", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 1, + "location": null, + "business": "通过CLI/MCP为Agent创建、暂停和恢复CPU/GPU云VM及配置环境。", + "buyer": "长时间运行Agent和自动研究的开发团队", + "delivery": "明确Agent专用接口，仍可托管通用负载；99.99% uptime和隔离未实测，挂起仍计镜像存储。旧Upflow多百万ARR及Hike用户不迁入，月价是连续用量估计不是MRR。", + "notes": "明确Agent专用接口，仍可托管通用负载；99.99% uptime和隔离未实测，挂起仍计镜像存储。旧Upflow多百万ARR及Hike用户不迁入，月价是连续用量估计不是MRR。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "CPU原文$0.013/小时起，GPU$0.836/小时起，按分钟计；挂起存储另计；月价为估算", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32527-YC", + "UNCLEAR7-32527-LAUNCH1", + "UNCLEAR7-32527-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://machine0.io", + "businessModel": "按分钟云计算与存储计量，预付余额和上游资源成本待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "pricingEvidence": "UNCLEAR7-32527-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "Agent驱动VM/配置接口描述，未启动机器或验证隔离/99.99%uptime。", + "evidenceIds": [ + "UNCLEAR7-32527-HOME" + ] + } + }, + { + "id": "YC32553", + "name": "Nori Robotics", + "url": "https://www.ycombinator.com/companies/noril1", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 5, + "location": null, + "business": "销售可训练的低价双臂移动机器人，并以部署数据训练通用机器人策略。", + "buyer": "机器人研究开发者及家庭/企业硬件买家", + "delivery": "YC自述六周440K+ sales、首台部署，官网1688全价非订金、秋季发货；不清楚sales含预售/已履约比例，不当ARR或已全部交付。与YC30657个人健康应用Nori不同公司，不能按同名复用。", + "notes": "YC自述六周440K+ sales、首台部署，官网1688全价非订金、秋季发货；不清楚sales含预售/已履约比例，不当ARR或已全部交付。与YC30657个人健康应用Nori不同公司，不能按同名复用。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "官网原文$1688全价、非订金，秋季发货，开发者beta另列；实际回款/履约未知", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32553-YC", + "UNCLEAR7-32553-LAUNCH1", + "UNCLEAR7-32553-HOME", + "UNCLEAR7-32553-BETA" + ], + "revenueStatus": "self", + "extraUrl": "http://norirobotics.com", + "businessModel": "机器人硬件销售、技能/软件及数据采集；出货/退款及物料成本待核", + "entityBasis": "YC noril1（2026，机器人，官网Nori Robotics）与YC30657 nori（2025，个人健康软件）分别建档；不是同名复用，法律注册仍未独立核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "pricingEvidence": "UNCLEAR7-32553-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "部署数据训练策略和开发者beta边界，未核量产交付、家庭任务或示范性能。", + "evidenceIds": [ + "UNCLEAR7-32553-HOME", + "UNCLEAR7-32553-BETA" + ] + } + }, + { + "id": "YC32583", + "name": "Graphify Labs", + "url": "https://www.ycombinator.com/companies/graphify-labs", + "channel": "S01", + "cat": "C04", + "year": 2026, + "team": 1, + "location": null, + "business": "构建代码知识图谱及共享上下文，并提供PR审查和限定范围的差异验证。", + "buyer": "工程团队及编码Agent开发者", + "delivery": "公开README/许可/基准可读；代码AST确定性解析与文档语义模型分开。proven只针对求解器模型中的函数、预算耗尽为unknown；非整库功能正确或本研究独立实测，下载/stars/注册不等付费。", + "notes": "公开README/许可/基准可读；代码AST确定性解析与文档语义模型分开。proven只针对求解器模型中的函数、预算耗尽为unknown；非整库功能正确或本研究独立实测，下载/stars/注册不等付费。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "Pro原文年付$120/年月等值$10、月付$15；Teams首100队年付$20/席/月且至少2席，之后$28", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32583-YC", + "UNCLEAR7-32583-LAUNCH1", + "UNCLEAR7-32583-HOME", + "UNCLEAR7-32583-PRICE", + "UNCLEAR7-32583-README", + "UNCLEAR7-32583-LICENSE", + "UNCLEAR7-32583-MIT", + "UNCLEAR7-32583-BENCH", + "UNCLEAR7-32583-PROOF" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.graphify.com/", + "businessModel": "开源代码引擎入口，云端按开发者/席位及企业自托管收费", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "pricingEvidence": "UNCLEAR7-32583-PRICE", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "README、许可及自有基准可读；函数solver模型内的差异证明有unknown，不等需求/整库正确；未运行或独立复现。", + "evidenceIds": [ + "UNCLEAR7-32583-HOME", + "UNCLEAR7-32583-README", + "UNCLEAR7-32583-LICENSE", + "UNCLEAR7-32583-MIT", + "UNCLEAR7-32583-BENCH", + "UNCLEAR7-32583-PROOF" + ] + } + }, + { + "id": "YC32621", + "name": "Aktoria Robotics", + "url": "https://www.ycombinator.com/companies/aktoria-robotics", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "提供机器人遥操作软件、24小时人工操作员网络及训练数据片段。", + "buyer": "部署机器人的企业及机器人训练实验室", + "delivery": "官网明确向训练实验室供数据，不只是泛用远控；40ms旧跨国宣传与官网130ms线路/5ms本地口径分别保留。没有把操作员劳动当全自主/纯软件毛利，数据样本可见不等已售或授权已核。", + "notes": "官网明确向训练实验室供数据，不只是泛用远控；40ms旧跨国宣传与官网130ms线路/5ms本地口径分别保留。没有把操作员劳动当全自主/纯软件毛利，数据样本可见不等已售或授权已核。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-32621-YC", + "UNCLEAR7-32621-LAUNCH1", + "UNCLEAR7-32621-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://aktoria.com/", + "businessModel": "软件加托管人工运营和非独家训练数据销售；价格/工时与数据权利待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "遥操作软件、人工运营和训练数据交付分开；延迟随线路口径，未测服务或下载数据。", + "evidenceIds": [ + "UNCLEAR7-32621-HOME" + ] + } + }, + { + "id": "YC33013", + "name": "Operon", + "url": "https://www.ycombinator.com/companies/operon", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 0, + "location": null, + "business": "将工厂图纸/文件/传感资料组织为上下文，并定制Agent执行专业工作流。", + "buyer": "制造、工程承包及流程工业企业", + "delivery": "官网首月工程师进入客户公司、3周上线且人工批准；单笔down payment覆盖一轮，不默认经常性订阅。平均280万年节省是客户价值非Operon ARR；YC团队0只原字段，不代表无人交付。", + "notes": "官网首月工程师进入客户公司、3周上线且人工批准；单笔down payment覆盖一轮，不默认经常性订阅。平均280万年节省是客户价值非Operon ARR；YC团队0只原字段，不代表无人交付。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给；0不作为实际无人团队结论", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-33013-YC", + "UNCLEAR7-33013-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://operonsolutions.com/en", + "businessModel": "驻场工程和行业定制交付；一次预付与持续收费待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。" + }, + { + "id": "YC33018", + "name": "Agentcard", + "url": "https://www.ycombinator.com/companies/agentcard", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 4, + "location": null, + "business": "为Agent提供卡片托管、发卡和购买执行接口，并保留用户支付授权。", + "buyer": "提供个人AI助手及Agent采购的产品团队", + "delivery": "当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。", + "notes": "当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "Vault≤5000用户免费；Issuing原文$5000/月和1% revenue share；购买Agent beta免费；合同净额未知", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-33018-YC", + "UNCLEAR7-33018-LAUNCH1", + "UNCLEAR7-33018-LAUNCH2", + "UNCLEAR7-33018-HOME", + "UNCLEAR7-33018-PRICE" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.agentcard.com", + "businessModel": "卡托管/发卡平台费、交易分成及购买请求；客户资金/结算额与净收入待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "pricingEvidence": "UNCLEAR7-33018-PRICE", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "卡托管/购买执行和人工付款授权的公开描述，未接卡/交易或验证成功率、合规。", + "evidenceIds": [ + "UNCLEAR7-33018-HOME" + ] + } + }, + { + "id": "YC33144", + "name": "Grip", + "url": "https://www.ycombinator.com/companies/grip", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 4, + "location": null, + "business": "用学习式场景理解/抓取规划和专用硬件分拣变化的垃圾流。", + "buyer": "有机垃圾及回收分选运营商", + "delivery": "YC正文明确从成功/失败抓取学习，官网仅简短标语；客户行业损失/工厂数不作收入，产品吞吐、实际部署与持续付费未核，不把未来所有垃圾覆盖当已交付。", + "notes": "YC正文明确从成功/失败抓取学习，官网仅简短标语；客户行业损失/工厂数不作收入，产品吞吐、实际部署与持续付费未核，不把未来所有垃圾覆盖当已交付。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-33144-YC", + "UNCLEAR7-33144-LAUNCH1", + "UNCLEAR7-33144-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.griprobotics.ai", + "businessModel": "分选机器人系统/现场运营；硬件、维护、数据与计费待核", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "学习式垃圾抓取及从失败数据学习为自述，未独立核实际装机、吞吐与分选准确率。", + "evidenceIds": [ + "UNCLEAR7-33144-HOME" + ] + } + }, + { + "id": "YC33313", + "name": "SubVysion", + "url": "https://www.ycombinator.com/companies/subvysion", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "以地面机器人采集地下传感数据，并用机器学习/Agent生成3D设施地图。", + "buyer": "施工、地下设施承包商及未来城市/能源客户", + "delivery": "8月发布明确机器学习/Agent任务，官网无可读正文；1500亿行业浪费和1400万/日云厂延期损失是客户/行业成本。精度/100倍细度/速度自述未独立核，不将采集点或节省当收入。", + "notes": "8月发布明确机器学习/Agent任务，官网无可读正文；1500亿行业浪费和1400万/日云厂延期损失是客户/行业成本。精度/100倍细度/速度自述未独立核，不将采集点或节省当收入。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-33313-YC", + "UNCLEAR7-33313-LAUNCH1", + "UNCLEAR7-33313-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://subvysion.com", + "businessModel": "机器人测绘及数据服务；按项目、地图许可和硬件运营待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "ML/Agent地下数据处理为发布自述，现场精度与性能未独立核、官网正文未取得。", + "evidenceIds": [ + "UNCLEAR7-33313-HOME" + ] + } + }, + { + "id": "YC33408", + "name": "Salem Robotics Inc", + "url": "https://www.ycombinator.com/companies/salem-robotics-inc", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "提供physical AI和动态规划，使机器人执行巡检/测量并输出可追溯记录。", + "buyer": "核设施及其他危险工业场所运营商", + "delivery": "官网明确physical AI；确定性运动保证与环境动态/现场风险边界分开，未独立验证安全或监管接受。合同洽谈不是销售，200K闲置机器人是客户资产价，派技术员测绘与后续维护成本需拆。", + "notes": "官网明确physical AI；确定性运动保证与环境动态/现场风险边界分开，未独立验证安全或监管接受。合同洽谈不是销售，200K闲置机器人是客户资产价，派技术员测绘与后续维护成本需拆。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-33408-YC", + "UNCLEAR7-33408-LAUNCH1", + "UNCLEAR7-33408-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://salemroboticsinc.com", + "businessModel": "自主软件加现场测绘/定制试点，可自带或采购合作伙伴机器人", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "physical AI/确定性运动与动态规划描述，现场风险/理论适用条件未独立验证。", + "evidenceIds": [ + "UNCLEAR7-33408-HOME" + ] + } + }, + { + "id": "YC34828", + "name": "Kailash Labs", + "url": "https://www.ycombinator.com/companies/kailash-labs", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "当前官网提供会学习工件的机器人工作站；YC仍描述视频模型工厂及Marlin 2B。", + "buyer": "需要自动化工作站的工厂及原视频模型客户", + "delivery": "当前同一YC所链官网暂按C10，保留原C01模型方向；7天试点、无capex不等持续收入或无人工成本。未取得可核Marlin权重/模型卡/许可及独立对比，不把open-weights自述当已读公开模型。", + "notes": "当前同一YC所链官网暂按C10，保留原C01模型方向；7天试点、无capex不等持续收入或无人工成本。未取得可核Marlin权重/模型卡/许可及独立对比，不把open-weights自述当已读公开模型。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-34828-YC", + "UNCLEAR7-34828-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.kailashlabs.com/", + "businessModel": "当前机器人工作站/运维服务与原小视频模型/蒸馏方案分开", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "YC原Marlin2B视频模型主张与当前机器人学习分开，未取得可核权重/模型卡，不当已读公开模型。", + "evidenceIds": [ + "UNCLEAR7-34828-HOME" + ] + } + }, + { + "id": "YC34897", + "name": "AnyAlpha", + "url": "https://www.ycombinator.com/companies/anyalpha", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "把自然语言交易想法转为Agent，研究/回测后连接账户执行。", + "buyer": "希望研究及执行策略的交易用户", + "delivery": "旧多款app合计500K ARR和创始人个人投资收益不当AnyAlpha收入；回测与示例策略不能证明实盘净收益，官网交易所Logo不自动证明集成可用/合作。未交易、开户或作投资建议。", + "notes": "旧多款app合计500K ARR和创始人个人投资收益不当AnyAlpha收入；回测与示例策略不能证明实盘净收益，官网交易所Logo不自动证明集成可用/合作。未交易、开户或作投资建议。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-34897-YC", + "UNCLEAR7-34897-LAUNCH1", + "UNCLEAR7-34897-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://anyalpha.ai/", + "businessModel": "AI交易软件/执行服务；订阅、平台费及交易资金待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。" + }, + { + "id": "YC34899", + "name": "The Letter Company", + "url": "https://www.ycombinator.com/companies/the-letter-company", + "channel": "S01", + "cat": "C06", + "year": 2026, + "team": 6, + "location": null, + "business": "以Agent可组合的内容、搜索可见度、线索和发信工具构建增长工作流。", + "buyer": "增长工程、营销及开发团队", + "delivery": "YC称增长编码Agent/harness，官网当前更明确营销原语，按C06；100+teams为采用自述。Acme/214家Stripe验证等为明确fictional/illustrative演示，不作真实客户付款或收入，未执行页面命令或发信。", + "notes": "YC称增长编码Agent/harness，官网当前更明确营销原语，按C06；100+teams为采用自述。Acme/214家Stripe验证等为明确fictional/illustrative演示，不作真实客户付款或收入，未执行页面命令或发信。 法律主体、实际付费/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立；独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同单价", + "stage": "公开业务资料；持续交付/商业成熟度待核", + "sourceType": "YC公司资料/历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR7-34899-YC", + "UNCLEAR7-34899-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://letter.dev", + "businessModel": "增长软件/API及定制上线；模型/内容制作/邮件设施成本待拆", + "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", + "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。" } ], "observations": [ @@ -41555,6 +42143,277 @@ "evidence": "UNCLEAR6-32123-HOME", "bound": "=", "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-NORI-SALES", + "company": "YC32553", + "name": "Nori Robotics", + "kind": "六周硬件sales自述", + "value": 440000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，称发布六周但业务截止日未给", + "scope": "机器人硬件sales，预售/已付/出货/退款及确认口径未给", + "selection": "historical", + "reason": "不是MRR或ARR；全价非订金也不证明履约，不能按1688反推已交付台数", + "evidence": "UNCLEAR7-32553-YC", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-NORI-DEPLOY", + "company": "YC32553", + "name": "Nori Robotics", + "kind": "首台机器人部署自述", + "value": 1, + "unit": "台", + "timing": "当前YC无明确业务截止日", + "scope": "早期部署，不代表全部订单完成", + "selection": "adoption", + "reason": "首台与sales分别保存，不按销量/预售反推付费/收入确认", + "evidence": "UNCLEAR7-32553-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GUT-PHARMACY", + "company": "YC32170", + "name": "Gutgutgoose", + "kind": "创始人另建药房年度收入", + "value": 4000000, + "unit": "原文$，币种待核", + "timing": "2026-07-30发布，年度及主体期未给", + "scope": "另有药房用于资助研究，非Gutgutgoose配方业务", + "selection": "excluded", + "reason": "相关药房收入不迁入本AI产品ARR，也不当利润或研发预算", + "evidence": "UNCLEAR7-32170-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GUT-INITIAL", + "company": "YC32170", + "name": "Gutgutgoose", + "kind": "首晚sign ups自述", + "value": 7, + "unit": "注册/预订", + "timing": "2026-07-30发布，称首晚开订金", + "scope": "含家庭推荐，已付款金额/履约未知", + "selection": "adoption", + "reason": "订金/注册不能当持续订阅或收入，样本极小不可外推转化", + "evidence": "UNCLEAR7-32170-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-MANIFOLD-PICKS", + "company": "YC32260", + "name": "Manifold", + "kind": "部署以执行的拣选数量自述", + "value": 5000000, + "unit": "picks", + "timing": "2026-08-24发布，实际执行期未给", + "scope": "部署目标/工作量，非已完成已付次数", + "selection": "excluded", + "reason": "原文deploying to perform不代表已实现吞吐；不能乘未知单价生成收入", + "evidence": "UNCLEAR7-32260-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-ATC-PARTNERS", + "company": "YC32518", + "name": "Agency Tool Company", + "kind": "发布合作伙伴数量", + "value": 3, + "unit": "launch partners", + "timing": "当前YC无业务截止日", + "scope": "采用/试点，付费合同未知", + "selection": "adoption", + "reason": "伙伴数不等付费客户或已用CI人数，Build coming soon另列", + "evidence": "UNCLEAR7-32518-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-ATC-CLIENT-FLEET", + "company": "YC32518", + "name": "Agency Tool Company", + "kind": "客户Burro已部署机队", + "value": 750, + "unit": "机器人", + "timing": "2026-07-28发布，客户累计规模", + "scope": "客户机队而非ATC直接付费设备数", + "selection": "excluded", + "reason": "不能把客户全部机器规模当工具收费设备/收入", + "evidence": "UNCLEAR7-32518-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-LAUNCH-STARS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 108000, + "unit": "GitHub stars", + "timing": "2026-08-19发布", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-LAUNCH-DOWNLOADS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 5000000, + "unit": "下载", + "timing": "2026-08-19发布", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-LAUNCH-SIGNUPS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 6000, + "unit": "注册", + "timing": "2026-08-19称首数周", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-YC-STARS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 116000, + "unit": "GitHub stars", + "timing": "当前YC无截至日", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-YC", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-YC-DOWNLOADS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 6500000, + "unit": "下载", + "timing": "当前YC无截至日", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-YC", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-HOME-STARS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 139174, + "unit": "GitHub stars", + "timing": "2026-10-31官网读取", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-GRAPHIFY-HOME-DOWNLOADS", + "company": "YC32583", + "name": "Graphify Labs", + "kind": "公开采用规模自述", + "value": 9600000, + "unit": "PyPI下载", + "timing": "2026-10-31官网读取", + "scope": "开源/注册累计量，不是独立付费客户", + "selection": "adoption", + "reason": "不同来源时点/统计方式不相加；不能乘席位价反推ARR，当前计数可动态变化", + "evidence": "UNCLEAR7-32583-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-OPERON-CLIENT-SAVE", + "company": "YC33013", + "name": "Operon", + "kind": "官网平均客户年度节省", + "value": 2800000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，测量样本/期间未给", + "scope": "客户收益，非Operon收费", + "selection": "excluded", + "reason": "单笔交付预付与客户节省不等自身经常性收入，未取得独立ROI测量", + "evidence": "UNCLEAR7-33013-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-ANYALPHA-OLD-APPS", + "company": "YC34897", + "name": "AnyAlpha", + "kind": "创始人此前多个app合计ARR", + "value": 500000, + "unit": "原文$，币种待核", + "timing": "2026-10-26发布，旧app期间未给", + "scope": "此前多个app业务，不是AnyAlpha平台已确认收入", + "selection": "excluded", + "reason": "原文ARR标签只保留旧业务归属，不迁入当前公司/产品或进行领域均值", + "evidence": "UNCLEAR7-34897-LAUNCH1", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "UNCLEAR7-O-LETTER-TEAMS", + "company": "YC34899", + "name": "The Letter Company", + "kind": "官网团队采用自述", + "value": 100, + "unit": "团队", + "timing": "2026-10-31读取，业务截至日未给", + "scope": "使用增长产品，付费/留存未给", + "selection": "adoption", + "reason": "100+teams不代表100付费合同，页面支付验证演示不是此数字的审计", + "evidence": "UNCLEAR7-34899-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR7-O-LETTER-DEMO", + "company": "YC34899", + "name": "The Letter Company", + "kind": "虚构示例验证公司数", + "value": 214, + "unit": "示例公司", + "timing": "2026-10-31读取", + "scope": "Acme fictional/illustrative演示，非真实客户/付款记录", + "selection": "excluded", + "reason": "不能把带Stripe/签名的演示数字当真实财务证据或平台规模", + "evidence": "UNCLEAR7-34899-HOME", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -75954,6 +76813,897 @@ "kind": "公司自述官方资料复核", "summary": "原192项第121—144项：13新增、0复用、11继续AI主营待核。", "limitation": "六批144项加此前OpenSEO共145项有后续记录，另47项继续；HERA同名不同公司，旧AI产品不证明当前主营，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32137-YC", + "companyId": null, + "title": "Kara：当前YC复核", + "url": "https://www.ycombinator.com/companies/kara", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。金刚石晶圆/热管理材料；AI芯片客户和.ai域名不证明自身AI模型主营。样品采购单/试点未给已确认收入，创始人旧钻石销售不迁入，材料参数不当公司产品独立实测。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32137-LAUNCH1", + "companyId": null, + "title": "Kara: Making Diamond an Engineering Material", + "url": "https://www.ycombinator.com/launches/Sc0-kara-making-diamond-an-engineering-material", + "publishedAt": "2026-08-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "金刚石晶圆/热管理材料；AI芯片客户和.ai域名不证明自身AI模型主营。样品采购单/试点未给已确认收入，创始人旧钻石销售不迁入，材料参数不当公司产品独立实测。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32164-YC", + "companyId": "YC32164", + "title": "Prized：当前YC复核", + "url": "https://www.ycombinator.com/companies/prized", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。提供持久云开发机、本地文件同步及端口映射，另有API临时沙盒。 当前云devbox与7月内部工具生成器分别保留；定价页明确旧工具另有tools.prized.dev。套餐转为额度、余额最多滚存两月，不把每月充值当MRR或实际资源消费。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32164-LAUNCH1", + "companyId": "YC32164", + "title": "Prized: A cloud devbox that feels local", + "url": "https://www.ycombinator.com/launches/TAm-prized-a-cloud-devbox-that-feels-local", + "publishedAt": "2026-08-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供持久云开发机、本地文件同步及端口映射，另有API临时沙盒。 当前云devbox与7月内部工具生成器分别保留；定价页明确旧工具另有tools.prized.dev。套餐转为额度、余额最多滚存两月，不把每月充值当MRR或实际资源消费。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32164-LAUNCH2", + "companyId": "YC32164", + "title": "Prized: Lovable for internal tools", + "url": "https://www.ycombinator.com/launches/RTz-prized-lovable-for-internal-tools", + "publishedAt": "2026-07-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供持久云开发机、本地文件同步及端口映射，另有API临时沙盒。 当前云devbox与7月内部工具生成器分别保留；定价页明确旧工具另有tools.prized.dev。套餐转为额度、余额最多滚存两月，不把每月充值当MRR或实际资源消费。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32170-YC", + "companyId": "YC32170", + "title": "Gutgutgoose：当前YC复核", + "url": "https://www.ycombinator.com/companies/gutgutgoose", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=7，状态Active。用测序和混合机理-AI模型匹配益生菌配方，提供补充剂和复测。 官网明确Hybrid Mechanistic-AI，故补证入表；只是公司自述模型和补充剂，未取得独立临床效果。旧药房400万年收入不等本产品收入，订金、退费承诺与已确认订阅分开。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32170-LAUNCH1", + "companyId": "YC32170", + "title": "Gutgutgoose: Personalized probiotics", + "url": "https://www.ycombinator.com/launches/SAP-gutgutgoose-personalized-probiotics", + "publishedAt": "2026-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用测序和混合机理-AI模型匹配益生菌配方，提供补充剂和复测。 官网明确Hybrid Mechanistic-AI，故补证入表；只是公司自述模型和补充剂，未取得独立临床效果。旧药房400万年收入不等本产品收入，订金、退费承诺与已确认订阅分开。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32260-YC", + "companyId": "YC32260", + "title": "Manifold：当前YC复核", + "url": "https://www.ycombinator.com/companies/manifold-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。以学习式自主策略执行仓库搬运/拣选，并由远端人工处理例外。 官网明确AI自主栈和远程操作员；500万picks为正在部署以执行的量，未证明已完成/已付。零前期费不等无资本/人工成本，目标参数与模拟画面不作独立性能。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32260-LAUNCH1", + "companyId": "YC32260", + "title": "Manifold - Robotic labor for the supply chain industry", + "url": "https://www.ycombinator.com/launches/T8S-manifold-robotic-labor-for-the-supply-chain-industry", + "publishedAt": "2026-08-24", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以学习式自主策略执行仓库搬运/拣选，并由远端人工处理例外。 官网明确AI自主栈和远程操作员；500万picks为正在部署以执行的量，未证明已完成/已付。零前期费不等无资本/人工成本，目标参数与模拟画面不作独立性能。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32518-YC", + "companyId": "YC32518", + "title": "Agency Tool Company：当前YC复核", + "url": "https://www.ycombinator.com/companies/agency-tool-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=3，状态Active。交付机器人软件/模型的增量更新、回退和设备管理，计划提供目标硬件CI。 官网明确可部署模型及LeRobot/CUDA等机器人栈，作为AI机器人部署设施入表而非自研模型；Deploy为beta，Build标Coming soon，不把YC第二产品描述或演示CI结果当正式可用/本项目授权runner。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32518-LAUNCH1", + "companyId": "YC32518", + "title": "Agency Tool Company: The build and deployment platform for robotics", + "url": "https://www.ycombinator.com/launches/S4s-agency-tool-company-the-build-and-deployment-platform-for-robotics", + "publishedAt": "2026-07-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "交付机器人软件/模型的增量更新、回退和设备管理，计划提供目标硬件CI。 官网明确可部署模型及LeRobot/CUDA等机器人栈，作为AI机器人部署设施入表而非自研模型；Deploy为beta，Build标Coming soon，不把YC第二产品描述或演示CI结果当正式可用/本项目授权runner。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32521-YC", + "companyId": null, + "title": "Molagri：当前YC复核", + "url": "https://www.ycombinator.com/companies/molagri", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。精准生物农药研发；结构生物学、进化建模和模块化生物制品不自动等AI核心，本轮未取得明确学习模型交付。首grower LOI、580万融资和论文不当产品收入/获准销售或独立安全效果。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32521-LAUNCH1", + "companyId": null, + "title": "Molagri: Resistance-free pesticides 🪲", + "url": "https://www.ycombinator.com/launches/SIm-molagri-resistance-free-pesticides", + "publishedAt": "2026-08-03", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "精准生物农药研发；结构生物学、进化建模和模块化生物制品不自动等AI核心，本轮未取得明确学习模型交付。首grower LOI、580万融资和论文不当产品收入/获准销售或独立安全效果。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32527-YC", + "companyId": "YC32527", + "title": "machine0：当前YC复核", + "url": "https://www.ycombinator.com/companies/machine0", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=1，状态Active。通过CLI/MCP为Agent创建、暂停和恢复CPU/GPU云VM及配置环境。 明确Agent专用接口，仍可托管通用负载；99.99% uptime和隔离未实测，挂起仍计镜像存储。旧Upflow多百万ARR及Hike用户不迁入，月价是连续用量估计不是MRR。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32527-LAUNCH1", + "companyId": "YC32527", + "title": "machine0: Cloud computers for AI agents", + "url": "https://www.ycombinator.com/launches/SBD-machine0-cloud-computers-for-ai-agents", + "publishedAt": "2026-07-31", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "通过CLI/MCP为Agent创建、暂停和恢复CPU/GPU云VM及配置环境。 明确Agent专用接口，仍可托管通用负载；99.99% uptime和隔离未实测，挂起仍计镜像存储。旧Upflow多百万ARR及Hike用户不迁入，月价是连续用量估计不是MRR。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32553-YC", + "companyId": "YC32553", + "title": "Nori：当前YC复核", + "url": "https://www.ycombinator.com/companies/noril1", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=5，状态Active。销售可训练的低价双臂移动机器人，并以部署数据训练通用机器人策略。 YC自述六周440K+ sales、首台部署，官网1688全价非订金、秋季发货；不清楚sales含预售/已履约比例，不当ARR或已全部交付。与YC30657个人健康应用Nori不同公司，不能按同名复用。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32553-LAUNCH1", + "companyId": "YC32553", + "title": "Nori: The $1688 humanoid robot", + "url": "https://www.ycombinator.com/launches/SxP-nori-the-1688-humanoid-robot", + "publishedAt": "2026-08-20", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "销售可训练的低价双臂移动机器人，并以部署数据训练通用机器人策略。 YC自述六周440K+ sales、首台部署，官网1688全价非订金、秋季发货；不清楚sales含预售/已履约比例，不当ARR或已全部交付。与YC30657个人健康应用Nori不同公司，不能按同名复用。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32583-YC", + "companyId": "YC32583", + "title": "Graphify Labs：当前YC复核", + "url": "https://www.ycombinator.com/companies/graphify-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=1，状态Active。构建代码知识图谱及共享上下文，并提供PR审查和限定范围的差异验证。 公开README/许可/基准可读；代码AST确定性解析与文档语义模型分开。proven只针对求解器模型中的函数、预算耗尽为unknown；非整库功能正确或本研究独立实测，下载/stars/注册不等付费。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32583-LAUNCH1", + "companyId": "YC32583", + "title": "Graphify Labs: Knowledge Graph Engine for Enterprises 🧠", + "url": "https://www.ycombinator.com/launches/SvA-graphify-labs-knowledge-graph-engine-for-enterprises", + "publishedAt": "2026-08-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "构建代码知识图谱及共享上下文，并提供PR审查和限定范围的差异验证。 公开README/许可/基准可读；代码AST确定性解析与文档语义模型分开。proven只针对求解器模型中的函数、预算耗尽为unknown；非整库功能正确或本研究独立实测，下载/stars/注册不等付费。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32584-YC", + "companyId": null, + "title": "Aerogen Systems：当前YC复核", + "url": "https://www.ycombinator.com/companies/aerogen-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。半导体设备污染控制及未来互连洁净系统；芯片客户、监测和仿真不自动证明AI核心。Talos试点与CleanPipe未来目标分开，产率/客户氮气成本非收入，净化效果只是厂商结果。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32584-LAUNCH1", + "companyId": null, + "title": "Aerogen Systems: Building Chip Fabs Without Cleanrooms", + "url": "https://www.ycombinator.com/launches/Ssk-aerogen-systems-building-chip-fabs-without-cleanrooms", + "publishedAt": "2026-08-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "半导体设备污染控制及未来互连洁净系统；芯片客户、监测和仿真不自动证明AI核心。Talos试点与CleanPipe未来目标分开，产率/客户氮气成本非收入，净化效果只是厂商结果。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32586-YC", + "companyId": null, + "title": "Greypoint Industries：当前YC复核", + "url": "https://www.ycombinator.com/companies/greypoint-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。无线信号感知无人机群；跟踪/定位与创始人AI履历未明确实际学习模型主营。自述加拿大政府合同未有金额/公开合同/履约证据，不能认定已确认收入；官网普通读取403，不声称读过正文。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32586-LAUNCH1", + "companyId": null, + "title": "Greypoint Industries: Drone swarms that find drone operators", + "url": "https://www.ycombinator.com/launches/SBr-greypoint-industries-drone-swarms-that-find-drone-operators", + "publishedAt": "2026-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "无线信号感知无人机群；跟踪/定位与创始人AI履历未明确实际学习模型主营。自述加拿大政府合同未有金额/公开合同/履约证据，不能认定已确认收入；官网普通读取403，不声称读过正文。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32587-YC", + "companyId": null, + "title": "TareBio：当前YC复核", + "url": "https://www.ycombinator.com/companies/tarebio", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=1，状态Active。免疫读出驱动疫苗研发；正文/官网未明确当前AI模型任务，招聘ML工程师不等已交付AI。小鼠结果/未来首患者时间不是人类疗效或许可；资助/合作不当ARR，不归基础模型公司。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32587-LAUNCH1", + "companyId": null, + "title": "TareBio: Vaccines for any cancer or infection in weeks", + "url": "https://www.ycombinator.com/launches/SIu-tarebio-vaccines-for-any-cancer-or-infection-in-weeks", + "publishedAt": "2026-08-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "免疫读出驱动疫苗研发；正文/官网未明确当前AI模型任务，招聘ML工程师不等已交付AI。小鼠结果/未来首患者时间不是人类疗效或许可；资助/合作不当ARR，不归基础模型公司。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-32621-YC", + "companyId": "YC32621", + "title": "Aktoria Robotics：当前YC复核", + "url": "https://www.ycombinator.com/companies/aktoria-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。提供机器人遥操作软件、24小时人工操作员网络及训练数据片段。 官网明确向训练实验室供数据，不只是泛用远控；40ms旧跨国宣传与官网130ms线路/5ms本地口径分别保留。没有把操作员劳动当全自主/纯软件毛利，数据样本可见不等已售或授权已核。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32621-LAUNCH1", + "companyId": "YC32621", + "title": "Aktoria Robotics is the teleoperation layer to speed up robot deployments", + "url": "https://www.ycombinator.com/launches/SSw-aktoria-robotics-is-the-teleoperation-layer-to-speed-up-robot-deployments", + "publishedAt": "2026-08-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供机器人遥操作软件、24小时人工操作员网络及训练数据片段。 官网明确向训练实验室供数据，不只是泛用远控；40ms旧跨国宣传与官网130ms线路/5ms本地口径分别保留。没有把操作员劳动当全自主/纯软件毛利，数据样本可见不等已售或授权已核。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33013-YC", + "companyId": "YC33013", + "title": "Operon：当前YC复核", + "url": "https://www.ycombinator.com/companies/operon", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=0，状态Active。将工厂图纸/文件/传感资料组织为上下文，并定制Agent执行专业工作流。 官网首月工程师进入客户公司、3周上线且人工批准；单笔down payment覆盖一轮，不默认经常性订阅。平均280万年节省是客户价值非Operon ARR；YC团队0只原字段，不代表无人交付。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33018-YC", + "companyId": "YC33018", + "title": "Agentcard：当前YC复核", + "url": "https://www.ycombinator.com/companies/agentcard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。为Agent提供卡片托管、发卡和购买执行接口，并保留用户支付授权。 当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33018-LAUNCH1", + "companyId": "YC33018", + "title": "Agentcard: Cards for AI agents", + "url": "https://www.ycombinator.com/launches/TCO-agentcard-cards-for-ai-agents", + "publishedAt": "2026-08-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为Agent提供卡片托管、发卡和购买执行接口，并保留用户支付授权。 当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33018-LAUNCH2", + "companyId": "YC33018", + "title": "Agentcard: Debit cards for AI agents", + "url": "https://www.ycombinator.com/launches/Qx6-agentcard-debit-cards-for-ai-agents", + "publishedAt": "2026-06-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "为Agent提供卡片托管、发卡和购买执行接口，并保留用户支付授权。 当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33144-YC", + "companyId": "YC33144", + "title": "Grip：当前YC复核", + "url": "https://www.ycombinator.com/companies/grip", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。用学习式场景理解/抓取规划和专用硬件分拣变化的垃圾流。 YC正文明确从成功/失败抓取学习，官网仅简短标语；客户行业损失/工厂数不作收入，产品吞吐、实际部署与持续付费未核，不把未来所有垃圾覆盖当已交付。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33144-LAUNCH1", + "companyId": "YC33144", + "title": "Grip - Robotics for Waste Management", + "url": "https://www.ycombinator.com/launches/SxR-grip-robotics-for-waste-management", + "publishedAt": "2026-08-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用学习式场景理解/抓取规划和专用硬件分拣变化的垃圾流。 YC正文明确从成功/失败抓取学习，官网仅简短标语；客户行业损失/工厂数不作收入，产品吞吐、实际部署与持续付费未核，不把未来所有垃圾覆盖当已交付。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33281-YC", + "companyId": null, + "title": "Earendil Robotics：当前YC复核", + "url": "https://www.ycombinator.com/companies/earendil-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，Team Size=7，状态Active。反无人机系统、传感及人员训练；自主操作和团队战斗经历不足以单独证明AI学习核心。团队旧战绩不当本产品验证或付费销售，合规/实战部署为厂商自述未独立核。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33281-LAUNCH1", + "companyId": null, + "title": "Earendil | Autonomous Air Defence", + "url": "https://www.ycombinator.com/launches/Sv9-earendil-autonomous-air-defence", + "publishedAt": "2026-08-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "反无人机系统、传感及人员训练；自主操作和团队战斗经历不足以单独证明AI学习核心。团队旧战绩不当本产品验证或付费销售，合规/实战部署为厂商自述未独立核。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33313-YC", + "companyId": "YC33313", + "title": "SubVysion：当前YC复核", + "url": "https://www.ycombinator.com/companies/subvysion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。以地面机器人采集地下传感数据，并用机器学习/Agent生成3D设施地图。 8月发布明确机器学习/Agent任务，官网无可读正文；1500亿行业浪费和1400万/日云厂延期损失是客户/行业成本。精度/100倍细度/速度自述未独立核，不将采集点或节省当收入。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33313-LAUNCH1", + "companyId": "YC33313", + "title": "SubVysion: Preventing $150B is wasted construction spending", + "url": "https://www.ycombinator.com/launches/Sys-subvysion-preventing-150b-is-wasted-construction-spending", + "publishedAt": "2026-08-19", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以地面机器人采集地下传感数据，并用机器学习/Agent生成3D设施地图。 8月发布明确机器学习/Agent任务，官网无可读正文；1500亿行业浪费和1400万/日云厂延期损失是客户/行业成本。精度/100倍细度/速度自述未独立核，不将采集点或节省当收入。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33319-YC", + "companyId": null, + "title": "Vernius Systems, Inc.：当前YC复核", + "url": "https://www.ycombinator.com/companies/vernius-systems-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=3，状态Active。雷达/感知硬件。自主或视觉引导未明确学习模型；当前580M+与旧500M LOI为不同时点意向，不能当销售/ARR或跨时点相加，成本比较不是定价实收，主体注册待核。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33319-LAUNCH1", + "companyId": null, + "title": "Vernius Systems - Autonomous radar guidance for interceptor drones", + "url": "https://www.ycombinator.com/launches/Sx8-vernius-systems-autonomous-radar-guidance-for-interceptor-drones", + "publishedAt": "2026-08-24", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "雷达/感知硬件。自主或视觉引导未明确学习模型；当前580M+与旧500M LOI为不同时点意向，不能当销售/ARR或跨时点相加，成本比较不是定价实收，主体注册待核。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33408-YC", + "companyId": "YC33408", + "title": "Salem Robotics Inc：当前YC复核", + "url": "https://www.ycombinator.com/companies/salem-robotics-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。提供physical AI和动态规划，使机器人执行巡检/测量并输出可追溯记录。 官网明确physical AI；确定性运动保证与环境动态/现场风险边界分开，未独立验证安全或监管接受。合同洽谈不是销售，200K闲置机器人是客户资产价，派技术员测绘与后续维护成本需拆。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33408-LAUNCH1", + "companyId": "YC33408", + "title": "Salem Robotics - Autonomous robots for hazardous spaces", + "url": "https://www.ycombinator.com/launches/SLg-salem-robotics-autonomous-robots-for-hazardous-spaces", + "publishedAt": "2026-08-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供physical AI和动态规划，使机器人执行巡检/测量并输出可追溯记录。 官网明确physical AI；确定性运动保证与环境动态/现场风险边界分开，未独立验证安全或监管接受。合同洽谈不是销售，200K闲置机器人是客户资产价，派技术员测绘与后续维护成本需拆。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-33607-YC", + "companyId": null, + "title": "Atomarine：当前YC复核", + "url": "https://www.ycombinator.com/companies/atomarine", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。海上电力与数据中心基础设施，AI客户需求不单独证明AI模型/专用计算交付。发布首燃气试点2028、核动力在未来，网页产能/速度目标不是现役规模；合作、融资/项目资本金与收入分开。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-33607-LAUNCH1", + "companyId": null, + "title": "Atomarine: Floating Nuclear Data Centers", + "url": "https://www.ycombinator.com/launches/Rwg-atomarine-floating-nuclear-data-centers", + "publishedAt": "2026-07-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "海上电力与数据中心基础设施，AI客户需求不单独证明AI模型/专用计算交付。发布首燃气试点2028、核动力在未来，网页产能/速度目标不是现役规模；合作、融资/项目资本金与收入分开。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-34828-YC", + "companyId": "YC34828", + "title": "Kailash Labs：当前YC复核", + "url": "https://www.ycombinator.com/companies/kailash-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。当前官网提供会学习工件的机器人工作站；YC仍描述视频模型工厂及Marlin 2B。 当前同一YC所链官网暂按C10，保留原C01模型方向；7天试点、无capex不等持续收入或无人工成本。未取得可核Marlin权重/模型卡/许可及独立对比，不把open-weights自述当已读公开模型。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-34897-YC", + "companyId": "YC34897", + "title": "AnyAlpha：当前YC复核", + "url": "https://www.ycombinator.com/companies/anyalpha", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。把自然语言交易想法转为Agent，研究/回测后连接账户执行。 旧多款app合计500K ARR和创始人个人投资收益不当AnyAlpha收入；回测与示例策略不能证明实盘净收益，官网交易所Logo不自动证明集成可用/合作。未交易、开户或作投资建议。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-34897-LAUNCH1", + "companyId": "YC34897", + "title": "AnyAlpha: The agentic trading platform", + "url": "https://www.ycombinator.com/launches/WOO-anyalpha-the-agentic-trading-platform", + "publishedAt": "2026-10-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "把自然语言交易想法转为Agent，研究/回测后连接账户执行。 旧多款app合计500K ARR和创始人个人投资收益不当AnyAlpha收入；回测与示例策略不能证明实盘净收益，官网交易所Logo不自动证明集成可用/合作。未交易、开户或作投资建议。", + "limitation": "历史公司发布；只记录业务/收入归属及交付，不将硬件/生物/防务宣传当独立效果，不运行产品或收录实施方案。" + }, + { + "id": "UNCLEAR7-34899-YC", + "companyId": "YC34899", + "title": "The Letter Company：当前YC复核", + "url": "https://www.ycombinator.com/companies/the-letter-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=6，状态Active。以Agent可组合的内容、搜索可见度、线索和发信工具构建增长工作流。 YC称增长编码Agent/harness，官网当前更明确营销原语，按C06；100+teams为采用自述。Acme/214家Stripe验证等为明确fictional/illustrative演示，不作真实客户付款或收入，未执行页面命令或发信。", + "limitation": "字段是公司自述，人数/业务截至日及法律注册、实际收费未独立核，原发现审计不回写。" + }, + { + "id": "UNCLEAR7-32137-HOME", + "companyId": null, + "title": "Kara：本轮官网读取", + "url": "https://www.karalabs.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "金刚石材料、热管理和量子/电子应用，原域名跳转www。", + "limitation": "没有明确AI学习任务；客户AI芯片、材料物理参数和样品不等AI主营/自身收入。" + }, + { + "id": "UNCLEAR7-32164-HOME", + "companyId": "YC32164", + "title": "Prized：本轮官网读取", + "url": "https://prized.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent持久云devbox和临时沙盒，文件双向同步/端口映射。", + "limitation": "页面机器/任务为演示，未连接、安装或运行；当前云资源与旧内部工具分开，赠额不作收入。" + }, + { + "id": "UNCLEAR7-32170-HOME", + "companyId": "YC32170", + "title": "Gutgutgoose：本轮官网读取", + "url": "https://gutgutgoose.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "明确混合机理-AI建模、个性化补充剂/复测，93/183美元符号月套餐。", + "limitation": "只核商业交付，不将宣传症状改善/模型匹配当临床因果证明；包测序、产品、退款及退订成本待核，报价非收入。" + }, + { + "id": "UNCLEAR7-32260-HOME", + "companyId": "YC32260", + "title": "Manifold：本轮官网读取", + "url": "https://www.manifoldindustries.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "明确AI自主策略、远端人工例外处理、ERP/WMS接入及按pick付费。", + "limitation": "目标规格及模拟路径不作实测；零前期费不等无硬件/人工成本，实际完成picks和付费待核。" + }, + { + "id": "UNCLEAR7-32518-HOME", + "companyId": "YC32518", + "title": "Agency Tool Company：本轮官网读取", + "url": "https://agencytool.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Deploy beta支持软件/模型交付；Build硬件CI明确Coming soon，支持机器人学习栈。", + "limitation": "不把示例CI通过当产品测试或本任务runner授权；型号/客户机队和20倍速度均非本公司规模/独立效果，安装链接尚未公开。" + }, + { + "id": "UNCLEAR7-32521-HOME", + "companyId": null, + "title": "Molagri：本轮官网读取", + "url": "https://molagri.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "生物农药研发、580万融资新闻，早期产品/农户合作。", + "limitation": "未确认AI学习任务；融资/LOI非收入、论文非本产品安全/许可或疗效证明，仅读业务不收录制备方案。" + }, + { + "id": "UNCLEAR7-32527-HOME", + "companyId": "YC32527", + "title": "machine0：本轮官网读取", + "url": "https://machine0.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "CLI/MCP驱动的Agent云VM，CPU/GPU按分钟计量。", + "limitation": "99.99% uptime/可复现与隔离仅自述；挂起计存储，预付和月估算价不是MRR，未执行VM/安装/构建示例。" + }, + { + "id": "UNCLEAR7-32553-HOME", + "companyId": "YC32553", + "title": "Nori：本轮官网读取", + "url": "https://www.norirobotics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Nori A3机器人训练/操作及技能，1688全价非订金，秋季发货。", + "limitation": "YC六周sales未拆已履约/预售，不能因full price就当已确认收入；与个人健康Nori不同，未购买/操作或验证能力。" + }, + { + "id": "UNCLEAR7-32583-HOME", + "companyId": "YC32583", + "title": "Graphify Labs：本轮官网读取", + "url": "https://graphify.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "知识图谱供编码Agent查询，代码AST解析与文档/媒体语义模型分开，另有受限差异验证。", + "limitation": "当前官网stars/下载与YC/8月发布不同快照保留，企业logo不证明合同或付费；默认本地代码解析不等所有云/语义调用不出网，未安装。" + }, + { + "id": "UNCLEAR7-32584-HOME", + "companyId": null, + "title": "Aerogen Systems：本轮官网读取", + "url": "https://www.aerogensystems.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "半导体工具污染净化试点，CleanPipe为下一阶段目标。", + "limitation": "未取得AI模型任务；单次厂商净化曲线不等独立批量结果、试点不等收入、芯片客户不自动等AI公司。" + }, + { + "id": "UNCLEAR7-32586-HOME", + "companyId": null, + "title": "Greypoint Industries：本轮官网读取", + "url": "https://greypointindustries.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "浏览工具不可访问；独立普通HTTP读取403。", + "limitation": "未取得官网正文，不称官网已读；主营/合同依据YC自述，AI模型任务与履约/金额待核。" + }, + { + "id": "UNCLEAR7-32587-HOME", + "companyId": null, + "title": "TareBio：本轮官网读取", + "url": "https://tarebio.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网仅疫苗研发标语/联系。", + "limitation": "未补当前AI核心任务；小鼠结果、未来人体开发及ML招聘不等临床验证、监管许可或已实现收入。" + }, + { + "id": "UNCLEAR7-32621-HOME", + "companyId": "YC32621", + "title": "Aktoria Robotics：本轮官网读取", + "url": "https://aktoria.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "遥操作软件、24x7人工操作中心及非独家训练数据，分列不同线路延迟。", + "limitation": "人工运营和训练数据分别收费/核权利；低延迟为厂商数值，不与旧不同线路40ms直接断言冲突，未开流/下载数据。" + }, + { + "id": "UNCLEAR7-33013-HOME", + "companyId": "YC33013", + "title": "Operon：本轮官网读取", + "url": "https://operonsolutions.com/en", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "工厂上下文和定制AI员工，首月工程师驻场、一轮单笔预付、人工批准。", + "limitation": "平均280万年节省属客户；未取得实际报价/已付或长期订阅，页面工厂/邮箱例子不作真实客户，YC团队0非无人实施。" + }, + { + "id": "UNCLEAR7-33018-HOME", + "companyId": "YC33018", + "title": "Agentcard：本轮官网读取", + "url": "https://agentcard.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent卡托管/发卡和购买接口，付款前有用户授权，语音早期访问。", + "limitation": "客户卡片/钱包资金不作公司净收入；示例订单、99%成功率/PCI认证未独立核，未接入或提交支付。" + }, + { + "id": "UNCLEAR7-33144-HOME", + "companyId": "YC33144", + "title": "Grip：本轮官网读取", + "url": "https://www.griprobotics.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网简短标语为从每次抓取学习的垃圾流智能。", + "limitation": "主要任务依据YC详细学习式抓取自述；未取得真实装机、吞吐、价格和收入，不以行业火灾/损失推销量。" + }, + { + "id": "UNCLEAR7-33281-HOME", + "companyId": null, + "title": "Earendil Robotics：本轮官网读取", + "url": "https://earendil.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "反无人机、传感/联网和训练产品，自述实际使用。", + "limitation": "未明确当前AI学习模型，不把自主字样、团队旧战绩、合规/部署宣传等同独立验证或本产品销售额。" + }, + { + "id": "UNCLEAR7-33313-HOME", + "companyId": "YC33313", + "title": "SubVysion：本轮官网读取", + "url": "https://subvysion.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮官网无可读文字。", + "limitation": "机器学习/Agent测绘依据8月公司发布；未取得现场数据、合同或性能复核，无正文不推停服。" + }, + { + "id": "UNCLEAR7-33319-HOME", + "companyId": null, + "title": "Vernius Systems, Inc.：本轮官网读取", + "url": "https://www.vernius.systems/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "雷达与自主/操作员辅助感知硬件，未给学习模型任务。", + "limitation": "LOI不是营收、成本比较不是标价；仅读业务类别，不收录装备实施/性能改进细节。" + }, + { + "id": "UNCLEAR7-33408-HOME", + "companyId": "YC33408", + "title": "Salem Robotics Inc：本轮官网读取", + "url": "https://www.salemroboticsinc.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "physical AI巡检/测量，现场技术员测绘，客户自带或合作方硬件。", + "limitation": "理论运动保证不等现实全场安全/监管接受；试点及主动合同洽谈不作收入，未访问设备或验证。" + }, + { + "id": "UNCLEAR7-33607-HOME", + "companyId": null, + "title": "Atomarine：本轮官网读取", + "url": "https://atomarine.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "海上数据中心/电力，网页区分燃气当前路线及核动力未来。", + "limitation": "首试点2028为发布目标，网页GW、PUE和速度数字非已验证现役规模；AI客户不证明当前AI任务，许可/造价及营收待核。" + }, + { + "id": "UNCLEAR7-34828-HOME", + "companyId": "YC34828", + "title": "Kailash Labs：本轮官网读取", + "url": "https://www.kailashlabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前机器人工作站、7日试点、无capex及工程师持续维护，会随工件学习。", + "limitation": "与YC视频模型工厂存在业务差异；按当前官网暂C10，品牌/主体连续待核；未核权重/模型卡或实际试点，不升格公开模型。" + }, + { + "id": "UNCLEAR7-34897-HOME", + "companyId": "YC34897", + "title": "AnyAlpha：本轮官网读取", + "url": "https://anyalpha.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI Agent研究、回测和连接账户交易的应用。", + "limitation": "示例回测/策略/排名非独立实盘净收益，更非平台收入；交易所logo不自动证明授权集成，未下载交易/开户。" + }, + { + "id": "UNCLEAR7-34899-HOME", + "companyId": "YC34899", + "title": "The Letter Company：本轮官网读取", + "url": "https://letter.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "普通HTTP读到当前营销增长平台：内容/搜索可见度、线索、发信原语，与编码Agent协作，称100+teams。", + "limitation": "浏览工具未读到，独立HTTP正文可读；Acme及214家验证明确fictional/illustrative，演示署名/支付轨迹非实际客户或审计收入，未调用或发信。" + }, + { + "id": "UNCLEAR7-32164-PRICE", + "companyId": "YC32164", + "title": "Prized预付资源额度及旧工具入口", + "url": "https://prized.dev/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "每月计划转为资源额度，最多滚存两个月；devbox按小时，临时沙盒按秒；另链tools.prized.dev。", + "limitation": "预付不等已消费/已确认经常性收入；对手价格为厂商估算并排除套餐/赠额，不当总成本独立比较。" + }, + { + "id": "UNCLEAR7-32583-PRICE", + "companyId": "YC32583", + "title": "Graphify月付/年付与企业交付", + "url": "https://graphify.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Pro年付月等值10、实际月付15；Teams首100队年付20/席/月，至少2席，之后28；企业自托管另议。", + "limitation": "美元符号未给代码；年付月等值不同月付价，免费/试用及标价不能乘下载/注册数反推ARR。" + }, + { + "id": "UNCLEAR7-33018-PRICE", + "companyId": "YC33018", + "title": "Agentcard各产品收费与分成边界", + "url": "https://agentcard.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Vault≤5000用户免费；Issuing5000美元符号/月、每卡0、原文1% revenue share；Purchase Agent beta免费，划线0.15/请求。", + "limitation": "1%分成方向/净额未核，不擅自当平台take rate；钱包/交易额非净收入，beta免费与未来标价分开，保险/合规未独立核。" + }, + { + "id": "UNCLEAR7-32583-README", + "companyId": "YC32583", + "title": "Graphify v8公开README", + "url": "https://raw.githubusercontent.com/Graphify-Labs/graphify/v8/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "代码AST本地确定性抽取，文档/媒体语义段调用配置模型，EXTRACTED/INFERRED边区分。", + "limitation": "只读材料未安装/运行；主张无需LLM仅对应代码图构建，不泛化所有内容/云服务，源码可读不等独立效果。" + }, + { + "id": "UNCLEAR7-32583-LICENSE", + "companyId": "YC32583", + "title": "Graphify公开Apache许可", + "url": "https://raw.githubusercontent.com/Graphify-Labs/graphify/v8/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "v8根LICENSE为Apache2.0。", + "limitation": "公开许可不证明企业托管实现/合同或全部第三方组件相同，不运行或部署。" + }, + { + "id": "UNCLEAR7-32583-MIT", + "companyId": "YC32583", + "title": "Graphify仓库并存MIT文件", + "url": "https://raw.githubusercontent.com/Graphify-Labs/graphify/v8/LICENSE-MIT", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仓库另有2026 Safi Shamsi MIT文件。", + "limitation": "记录两个许可文件并存，未逐组件法律审计，不擅自将整个企业/云产品称双重许可。" + }, + { + "id": "UNCLEAR7-32583-BENCH", + "companyId": "YC32583", + "title": "Graphify自有基准与比较限制", + "url": "https://github.com/Graphify-Labs/graphify/blob/v8/BENCHMARKS.md", + "publishedAt": "2026-07-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "公司自有harness，LOCOMO300、LongMemEval-S50、ERPNext跨工具6题；对手嵌入器存在混杂，明确标注。", + "limitation": "厂商内部测试非独立复现；小题集、judge和适配配置限制外推，较高检索不等所有QA最强或普遍省token。" + }, + { + "id": "UNCLEAR7-32583-PROOF", + "companyId": "YC32583", + "title": "Graphify差异证明的范围", + "url": "https://graphify.com/formal-verification", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "区分proven/changed/unknown，证明针对函数及solver模型，预算不足报告unknown；不保证函数外行为或意图正确。", + "limitation": "产品原文限定范围不能泛化为整库正确、需求被满足或本研究独立安全验证，未调用验证。" + }, + { + "id": "UNCLEAR7-32553-BETA", + "companyId": "YC32553", + "title": "Nori开发者beta与消费者功能状态", + "url": "https://www.norirobotics.com/beta-signups", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "开发/研究beta优先、文档在进行中且并非全部消费功能可用，标准A3购买另有入口。", + "limitation": "预购/全价、实际出货、退款和收入确认需独立凭据；开发者beta与全消费功能分开，不购买或提交表单。" + }, + { + "id": "UNCLEAR7-INDEX", + "companyId": null, + "title": "原AI不明候选第七批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项第145—168项：16新增、0复用、8继续AI主营待核。", + "limitation": "七批168项加此前OpenSEO共169项有后续记录，另23项继续；原发现审计不回写，Nori同名不同公司，行业硬件/药物不强归AI。" } ], "reviews": [ @@ -81771,6 +83521,167 @@ "UNCLEAR6-31530-YC" ], "handling": "不按公司名自动归并、不将旧产品收入搬入新业务；法律延续/买方和经营状态仍需独立材料，AI025原记录未修改。" + }, + { + "id": "UNCLEAR7-R-BUSINESS", + "type": "主营补证及当前交付分类", + "company": "Prized、Gutgutgoose、Manifold、Agency Tool Company、machine0、Nori Robotics、Graphify Labs、Aktoria Robotics、Operon、Agentcard、Grip、SubVysion、Salem Robotics Inc、Kailash Labs、AnyAlpha、The Letter Company", + "scope": "companies", + "companyIds": [ + "YC32164", + "YC32170", + "YC32260", + "YC32518", + "YC32527", + "YC32553", + "YC32583", + "YC32621", + "YC33013", + "YC33018", + "YC33144", + "YC33313", + "YC33408", + "YC34828", + "YC34897", + "YC34899" + ], + "summary": "16新增；Letter当前增长平台C06、Kailash当前机器人站C10并保留YC原方向，Nori Robotics与健康Nori分开。", + "evidenceIds": [ + "UNCLEAR7-32164-YC", + "UNCLEAR7-32170-YC", + "UNCLEAR7-32260-YC", + "UNCLEAR7-32518-YC", + "UNCLEAR7-32527-YC", + "UNCLEAR7-32553-YC", + "UNCLEAR7-32583-YC", + "UNCLEAR7-32621-YC", + "UNCLEAR7-33013-YC", + "UNCLEAR7-33018-YC", + "UNCLEAR7-33144-YC", + "UNCLEAR7-33313-YC", + "UNCLEAR7-33408-YC", + "UNCLEAR7-34828-YC", + "UNCLEAR7-34897-YC", + "UNCLEAR7-34899-YC" + ], + "handling": "按买家/当前交付区分专用Agent设施、行业软件、消费者补充剂、实体机器人与托管劳动，不直接由自述推成熟度/财务真实性。" + }, + { + "id": "UNCLEAR7-R-PENDING", + "type": "芯片材料、生物研发及自主硬件的AI缺项", + "company": "YC AI不明候选第七批", + "scope": "dataset", + "summary": "8项仍待核；Kara/Aerogen材料设备、Molagri/TareBio生物研发、海上算力/电力与防务传感未补足AI核心。", + "evidenceIds": [ + "UNCLEAR7-INDEX", + "UNCLEAR7-32137-YC", + "UNCLEAR7-32521-YC", + "UNCLEAR7-32584-YC", + "UNCLEAR7-32586-YC", + "UNCLEAR7-32587-YC", + "UNCLEAR7-33281-YC", + "UNCLEAR7-33319-YC", + "UNCLEAR7-33607-YC" + ], + "handling": "AI客户、域名、ML招聘、建模/自主字样不单独认定AI主营；580M/500M LOI不当销售/ARR，小鼠效果/未来患者不当临床验证，原发现计数保留。" + }, + { + "id": "UNCLEAR7-R-TECH", + "type": "公开代码、厂商验证与早期实体交付", + "company": "Prized、Gutgutgoose、Manifold、Agency Tool Company、machine0、Nori Robotics、Graphify Labs、Aktoria Robotics、Agentcard、Grip、SubVysion、Salem Robotics Inc、Kailash Labs", + "scope": "companies", + "companyIds": [ + "YC32164", + "YC32170", + "YC32260", + "YC32518", + "YC32527", + "YC32553", + "YC32583", + "YC32621", + "YC33018", + "YC33144", + "YC33313", + "YC33408", + "YC34828" + ], + "summary": "Graphify可读README/许可和自有harness，函数solver模型内差异证明有unknown；其余为描述级。", + "evidenceIds": [ + "UNCLEAR7-32164-HOME", + "UNCLEAR7-32170-HOME", + "UNCLEAR7-32260-HOME", + "UNCLEAR7-32518-HOME", + "UNCLEAR7-32527-HOME", + "UNCLEAR7-32553-HOME", + "UNCLEAR7-32583-HOME", + "UNCLEAR7-32621-HOME", + "UNCLEAR7-33018-HOME", + "UNCLEAR7-33144-HOME", + "UNCLEAR7-33313-HOME", + "UNCLEAR7-33408-HOME", + "UNCLEAR7-34828-HOME", + "UNCLEAR7-32583-README", + "UNCLEAR7-32583-LICENSE", + "UNCLEAR7-32583-MIT", + "UNCLEAR7-32583-BENCH", + "UNCLEAR7-32583-PROOF", + "UNCLEAR7-32553-BETA" + ], + "handling": "没有安装/编译/运行；源码可读或vendor比较不当独立复现，Kailash权重未取得不标公开模型，补充剂模型不当临床有效或获准治疗。" + }, + { + "id": "UNCLEAR7-R-REVENUE", + "type": "硬件sales、预付资源与客户/旧事业金额分开", + "company": "Nori Robotics、Prized、Gutgutgoose、Manifold、Agency Tool Company、Operon、Agentcard、AnyAlpha、The Letter Company", + "scope": "companies", + "companyIds": [ + "YC32553", + "YC32164", + "YC32170", + "YC32260", + "YC32518", + "YC33013", + "YC33018", + "YC34897", + "YC34899" + ], + "summary": "Nori440K+sales缺预售/交付拆分，不作ARR；Prized余额不作MRR，Operon一次预付和客户节省分开；Letter虚构支付验证排除。", + "evidenceIds": [ + "UNCLEAR7-32553-YC", + "UNCLEAR7-32553-HOME", + "UNCLEAR7-32164-PRICE", + "UNCLEAR7-32170-LAUNCH1", + "UNCLEAR7-32260-LAUNCH1", + "UNCLEAR7-33013-HOME", + "UNCLEAR7-33018-PRICE", + "UNCLEAR7-34897-LAUNCH1", + "UNCLEAR7-34899-HOME" + ], + "handling": "没有新增可比平台MRR；药房/旧app收入、客户机队、计划picks和演示不迁入，交易分成方向/净额、人工/硬件及退款成本需另核，不据自选小样本估造假概率。" + }, + { + "id": "UNCLEAR7-R-IDENTITY", + "type": "同名主体与当前/历史产品方向", + "company": "Nori Robotics、Nori、Prized、Kailash Labs、The Letter Company", + "scope": "companies", + "companyIds": [ + "YC32553", + "YC30657", + "YC32164", + "YC34828", + "YC34899" + ], + "summary": "机器人Nori另建YC32553；Prized当前云devbox另链旧内部工具；Kailash现机器人/原视频模型和Letter营销/增长编码描述分开。", + "evidenceIds": [ + "UNCLEAR7-32553-YC", + "UNCLEAR7-32553-HOME", + "UNCLEAR7-32164-PRICE", + "UNCLEAR7-34828-YC", + "UNCLEAR7-34828-HOME", + "UNCLEAR7-34899-YC", + "UNCLEAR7-34899-HOME" + ], + "handling": "按当前官方所链页面暂分类并保留差异/主体限制，不从同名自动合并，也不丢原资料；YC30657健康Nori原记录未改。" } ], "coverage": { @@ -86470,6 +88381,400 @@ "note": "原ai-unclear，YC自报2026成立。用机器视觉和学习模型分选回收磁材，销售材料并建设磁体制造能力。 不是因为机器人客户入表，而是官网明确AI分选环节；合金销售、磁体预购与未来烧结产能分开。3分钟/60秒宣传工序及合规/性能未独立核，预购不作ARR。 补证关联并不等独立财务/技术审计。" } ] + }, + { + "id": "YC-AI-UNCLEAR-7", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明第145—168项按发现顺序补核；16新增、0复用、8继续AI主营待核。七批168加此前OpenSEO共169项有后续记录，另23项继续。", + "complete": false, + "records": [ + { + "id": "YC-AI7-32137", + "name": "Kara", + "url": "https://www.ycombinator.com/companies/kara", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR7-32137-YC", + "UNCLEAR7-32137-LAUNCH1", + "UNCLEAR7-32137-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。金刚石晶圆/热管理材料；AI芯片客户和.ai域名不证明自身AI模型主营。样品采购单/试点未给已确认收入，创始人旧钻石销售不迁入，材料参数不当公司产品独立实测。 当前AI主营保留待核，不强行入表、也非永久排除。" + }, + { + "id": "YC-AI7-32164", + "name": "Prized", + "url": "https://www.ycombinator.com/companies/prized", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32164", + "evidenceIds": [ + "UNCLEAR7-32164-YC", + "UNCLEAR7-32164-LAUNCH1", + "UNCLEAR7-32164-LAUNCH2", + "UNCLEAR7-32164-HOME", + "UNCLEAR7-32164-PRICE" + ], + "note": "原ai-unclear，YC自报2026成立。提供持久云开发机、本地文件同步及端口映射，另有API临时沙盒。 当前云devbox与7月内部工具生成器分别保留；定价页明确旧工具另有tools.prized.dev。套餐转为额度、余额最多滚存两月，不把每月充值当MRR或实际资源消费。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32170", + "name": "Gutgutgoose", + "url": "https://www.ycombinator.com/companies/gutgutgoose", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32170", + "evidenceIds": [ + "UNCLEAR7-32170-YC", + "UNCLEAR7-32170-LAUNCH1", + "UNCLEAR7-32170-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。用测序和混合机理-AI模型匹配益生菌配方，提供补充剂和复测。 官网明确Hybrid Mechanistic-AI，故补证入表；只是公司自述模型和补充剂，未取得独立临床效果。旧药房400万年收入不等本产品收入，订金、退费承诺与已确认订阅分开。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32260", + "name": "Manifold", + "url": "https://www.ycombinator.com/companies/manifold-2", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32260", + "evidenceIds": [ + "UNCLEAR7-32260-YC", + "UNCLEAR7-32260-LAUNCH1", + "UNCLEAR7-32260-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。以学习式自主策略执行仓库搬运/拣选，并由远端人工处理例外。 官网明确AI自主栈和远程操作员；500万picks为正在部署以执行的量，未证明已完成/已付。零前期费不等无资本/人工成本，目标参数与模拟画面不作独立性能。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32518", + "name": "Agency Tool Company", + "url": "https://www.ycombinator.com/companies/agency-tool-company", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32518", + "evidenceIds": [ + "UNCLEAR7-32518-YC", + "UNCLEAR7-32518-LAUNCH1", + "UNCLEAR7-32518-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。交付机器人软件/模型的增量更新、回退和设备管理，计划提供目标硬件CI。 官网明确可部署模型及LeRobot/CUDA等机器人栈，作为AI机器人部署设施入表而非自研模型；Deploy为beta，Build标Coming soon，不把YC第二产品描述或演示CI结果当正式可用/本项目授权runner。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32521", + "name": "Molagri", + "url": "https://www.ycombinator.com/companies/molagri", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR7-32521-YC", + "UNCLEAR7-32521-LAUNCH1", + "UNCLEAR7-32521-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。精准生物农药研发；结构生物学、进化建模和模块化生物制品不自动等AI核心，本轮未取得明确学习模型交付。首grower LOI、580万融资和论文不当产品收入/获准销售或独立安全效果。 当前AI主营保留待核，不强行入表、也非永久排除。" + }, + { + "id": "YC-AI7-32527", + "name": "machine0", + "url": "https://www.ycombinator.com/companies/machine0", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32527", + "evidenceIds": [ + "UNCLEAR7-32527-YC", + "UNCLEAR7-32527-LAUNCH1", + "UNCLEAR7-32527-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。通过CLI/MCP为Agent创建、暂停和恢复CPU/GPU云VM及配置环境。 明确Agent专用接口，仍可托管通用负载；99.99% uptime和隔离未实测，挂起仍计镜像存储。旧Upflow多百万ARR及Hike用户不迁入，月价是连续用量估计不是MRR。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32553", + "name": "Nori", + "url": "https://www.ycombinator.com/companies/noril1", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32553", + "evidenceIds": [ + "UNCLEAR7-32553-YC", + "UNCLEAR7-32553-LAUNCH1", + "UNCLEAR7-32553-HOME", + "UNCLEAR7-32553-BETA" + ], + "note": "原ai-unclear，YC自报2026成立。销售可训练的低价双臂移动机器人，并以部署数据训练通用机器人策略。 YC自述六周440K+ sales、首台部署，官网1688全价非订金、秋季发货；不清楚sales含预售/已履约比例，不当ARR或已全部交付。与YC30657个人健康应用Nori不同公司，不能按同名复用。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32583", + "name": "Graphify Labs", + "url": "https://www.ycombinator.com/companies/graphify-labs", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32583", + "evidenceIds": [ + "UNCLEAR7-32583-YC", + "UNCLEAR7-32583-LAUNCH1", + "UNCLEAR7-32583-HOME", + "UNCLEAR7-32583-PRICE", + "UNCLEAR7-32583-README", + "UNCLEAR7-32583-LICENSE", + "UNCLEAR7-32583-MIT", + "UNCLEAR7-32583-BENCH", + "UNCLEAR7-32583-PROOF" + ], + "note": "原ai-unclear，YC自报2026成立。构建代码知识图谱及共享上下文，并提供PR审查和限定范围的差异验证。 公开README/许可/基准可读；代码AST确定性解析与文档语义模型分开。proven只针对求解器模型中的函数、预算耗尽为unknown；非整库功能正确或本研究独立实测，下载/stars/注册不等付费。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-32584", + "name": "Aerogen Systems", + "url": "https://www.ycombinator.com/companies/aerogen-systems", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR7-32584-YC", + "UNCLEAR7-32584-LAUNCH1", + "UNCLEAR7-32584-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。半导体设备污染控制及未来互连洁净系统；芯片客户、监测和仿真不自动证明AI核心。Talos试点与CleanPipe未来目标分开，产率/客户氮气成本非收入，净化效果只是厂商结果。 当前AI主营保留待核，不强行入表、也非永久排除。" + }, + { + "id": "YC-AI7-32586", + "name": "Greypoint Industries", + "url": "https://www.ycombinator.com/companies/greypoint-industries", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR7-32586-YC", + "UNCLEAR7-32586-LAUNCH1", + "UNCLEAR7-32586-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。无线信号感知无人机群；跟踪/定位与创始人AI履历未明确实际学习模型主营。自述加拿大政府合同未有金额/公开合同/履约证据，不能认定已确认收入；官网普通读取403，不声称读过正文。 当前AI主营保留待核，不强行入表、也非永久排除。" + }, + { + "id": "YC-AI7-32587", + "name": "TareBio", + "url": "https://www.ycombinator.com/companies/tarebio", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR7-32587-YC", + "UNCLEAR7-32587-LAUNCH1", + "UNCLEAR7-32587-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。免疫读出驱动疫苗研发；正文/官网未明确当前AI模型任务，招聘ML工程师不等已交付AI。小鼠结果/未来首患者时间不是人类疗效或许可；资助/合作不当ARR，不归基础模型公司。 当前AI主营保留待核，不强行入表、也非永久排除。" + }, + { + "id": "YC-AI7-32621", + "name": "Aktoria Robotics", + "url": "https://www.ycombinator.com/companies/aktoria-robotics", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC32621", + "evidenceIds": [ + "UNCLEAR7-32621-YC", + "UNCLEAR7-32621-LAUNCH1", + "UNCLEAR7-32621-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。提供机器人遥操作软件、24小时人工操作员网络及训练数据片段。 官网明确向训练实验室供数据，不只是泛用远控；40ms旧跨国宣传与官网130ms线路/5ms本地口径分别保留。没有把操作员劳动当全自主/纯软件毛利，数据样本可见不等已售或授权已核。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-33013", + "name": "Operon", + "url": "https://www.ycombinator.com/companies/operon", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC33013", + "evidenceIds": [ + "UNCLEAR7-33013-YC", + "UNCLEAR7-33013-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。将工厂图纸/文件/传感资料组织为上下文，并定制Agent执行专业工作流。 官网首月工程师进入客户公司、3周上线且人工批准；单笔down payment覆盖一轮，不默认经常性订阅。平均280万年节省是客户价值非Operon ARR；YC团队0只原字段，不代表无人交付。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-33018", + "name": "Agentcard", + "url": "https://www.ycombinator.com/companies/agentcard", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC33018", + "evidenceIds": [ + "UNCLEAR7-33018-YC", + "UNCLEAR7-33018-LAUNCH1", + "UNCLEAR7-33018-LAUNCH2", + "UNCLEAR7-33018-HOME", + "UNCLEAR7-33018-PRICE" + ], + "note": "原ai-unclear，YC自报2026成立。为Agent提供卡片托管、发卡和购买执行接口，并保留用户支付授权。 当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。 补证关联不代表财务、法律和技术已独立审计。" + }, + { + "id": "YC-AI7-33144", + "name": "Grip", + "url": "https://www.ycombinator.com/companies/grip", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC33144", + "evidenceIds": [ + "UNCLEAR7-33144-YC", + "UNCLEAR7-33144-LAUNCH1", + "UNCLEAR7-33144-HOME" + ], + "note": 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"本轮明确当前AI任务/专用模型运行或训练交付，补证入表。官网首月工程师进入客户公司、3周上线且人工批准；单笔down payment覆盖一轮，不默认经常性订阅。平均280万年节省是客户价值非Operon ARR；YC团队0只原字段，不代表无人交付。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 33018, + "originalStatus": "ai-unclear", + "companyId": "YC33018", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-33018-YC", + "UNCLEAR7-33018-LAUNCH1", + "UNCLEAR7-33018-LAUNCH2", + "UNCLEAR7-33018-HOME", + "UNCLEAR7-33018-PRICE" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。当前主打代客户存卡/购买，保留6月独立借记卡旧发布；Vault免费额度、Issuing月费与1% revenue share分别保存，不臆定分成方向/费率净额。语音早期访问、Purchase Agent beta免费，成功率/合规仅自述。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 33144, + "originalStatus": "ai-unclear", + "companyId": "YC33144", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-33144-YC", + "UNCLEAR7-33144-LAUNCH1", + "UNCLEAR7-33144-HOME" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。YC正文明确从成功/失败抓取学习，官网仅简短标语；客户行业损失/工厂数不作收入，产品吞吐、实际部署与持续付费未核，不把未来所有垃圾覆盖当已交付。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 33313, + "originalStatus": "ai-unclear", + "companyId": "YC33313", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-33313-YC", + "UNCLEAR7-33313-LAUNCH1", + "UNCLEAR7-33313-HOME" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。8月发布明确机器学习/Agent任务，官网无可读正文；1500亿行业浪费和1400万/日云厂延期损失是客户/行业成本。精度/100倍细度/速度自述未独立核，不将采集点或节省当收入。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 33408, + "originalStatus": "ai-unclear", + "companyId": "YC33408", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-33408-YC", + "UNCLEAR7-33408-LAUNCH1", + "UNCLEAR7-33408-HOME" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。官网明确physical AI；确定性运动保证与环境动态/现场风险边界分开，未独立验证安全或监管接受。合同洽谈不是销售，200K闲置机器人是客户资产价，派技术员测绘与后续维护成本需拆。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 34828, + "originalStatus": "ai-unclear", + "companyId": "YC34828", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-34828-YC", + "UNCLEAR7-34828-HOME" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。当前同一YC所链官网暂按C10，保留原C01模型方向；7天试点、无capex不等持续收入或无人工成本。未取得可核Marlin权重/模型卡/许可及独立对比，不把open-weights自述当已读公开模型。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 34897, + "originalStatus": "ai-unclear", + "companyId": "YC34897", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-34897-YC", + "UNCLEAR7-34897-LAUNCH1", + "UNCLEAR7-34897-HOME" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。旧多款app合计500K ARR和创始人个人投资收益不当AnyAlpha收入；回测与示例策略不能证明实盘净收益，官网交易所Logo不自动证明集成可用/合作。未交易、开户或作投资建议。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 34899, + "originalStatus": "ai-unclear", + "companyId": "YC34899", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR7-34899-YC", + "UNCLEAR7-34899-HOME" + ], + "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。YC称增长编码Agent/harness，官网当前更明确营销原语，按C06；100+teams为采用自述。Acme/214家Stripe验证等为明确fictional/illustrative演示，不作真实客户付款或收入，未执行页面命令或发信。 不回写1428原发现审计及928初始新增。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index a4f90b7..c7bc9f0 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-6", + "version": "2026-10-31-ai-unclear-7", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核六批144项：77新增、6复用、61保留AI主营待核；另此前OpenSEO1项，合计145项有后续记录，其余47项继续。原发现审计/928初始新增不回写。Avea历史18k MRR、Ardent旧ARR流失及工程总额/客户防损分别保存，不进同口径平台分布；制造HERA与视频Hera分开，Aernata化学/Maquoketa游戏当前AI任务和旧AI发布的关系继续待核，OpenWork桌面MIT与企业控制面许可分开。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核七批168项：93新增、6复用、69保留AI主营待核；另此前OpenSEO1项，合计169项有后续记录，其余23项继续。原发现审计/928初始新增不回写。Nori机器人与健康软件分开；Letter当前营销、Kailash当前机器人与YC旧方向差异保留。Nori硬件sales、预付计算余额、客户节省/机队、旧药房/app收入和虚构支付演示不进平台MRR；Graphify函数solver/预算边界及自有基准不当独立验证，生物/材料/自主硬件AI核心缺项继续核。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 186d708..d03916b 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-6", + "sourceVersion": "2026-10-31-ai-unclear-7", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 652b0fd53921297c8240c0aac08f06aa6f471243 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 04:37:52 +0800 Subject: [PATCH 28/29] =?UTF-8?q?=E5=AE=8C=E6=88=90192=E9=A1=B9AI=E4=B8=8D?= =?UTF-8?q?=E6=98=8E=E5=90=8D=E5=8D=95=E8=A1=A5=E6=A0=B8=E5=B9=B6=E6=A0=B8?= =?UTF-8?q?=E5=AF=B9=E9=A2=84=E8=AE=A2=E4=B8=8E=E4=BA=A4=E4=BB=98=E5=8F=A3?= =?UTF-8?q?=E5=BE=84?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 62 +- content/research/ai-companies.seed.json | 1927 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- scripts/audit-ai-research.py | 28 +- 6 files changed, 2006 insertions(+), 23 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 65e3a33..5358205 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1144); + assert.equal(research.companies.length, 1154); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 3208); - assert.equal(research.observations.length, 444); + assert.equal(research.evidence.length, 3274); + assert.equal(research.observations.length, 453); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 8d89570..175a2ea 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1144); - assert.equal(initial.evidence.length, 3208); - assert.equal(initial.observations.length, 444); + assert.equal(initial.companies.length, 1154); + assert.equal(initial.evidence.length, 3274); + assert.equal(initial.observations.length, 453); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,8 +64,8 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 194); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 19); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 198); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 21); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1144); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1154); assert.equal(summary.reduce((n, c) => n + c.self, 0), 58); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1065); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1075); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -124,7 +124,7 @@ test("service run rates, legacy freight revenue and paid adoption do not become test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 128); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 138); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 23); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); @@ -702,6 +702,52 @@ test("the seventh uncertain cohort separates hardware sales, prepayments and bou assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR7-"))); }); +test("all original AI-unclear candidates retain a unique follow-up without counting EveryApp twice", () => { + const snapshot = seed as ResearchSnapshot; + const rows = snapshot.candidateBatches!.filter((b) => b.id.startsWith("YC-AI-UNCLEAR-")).flatMap((b) => b.records); + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear"); + assert.equal(rows.length, 192); + assert.equal(new Set(rows.map((r) => r.url)).size, 192); + assert.deepEqual(rows.map((r) => r.url), original.map((r) => r.source)); + assert.equal(rows.filter((r) => r.status === "linked").length, 110); + assert.equal(rows.filter((r) => r.status === "pending-ai").length, 82); + assert.equal(snapshot.directoryRechecks!.filter((r) => r.ycId === 36088).length, 1); + const everyapp = rows.find((r) => r.name === "EveryApp")!; + assert.equal(everyapp.companyId, "AI074"); + assert.equal(snapshot.companies.filter((c) => c.id === "AI074").length, 1); + for (const row of rows.filter((r) => r.status === "pending-ai")) { + assert.equal(row.companyId, undefined); + assert.ok(row.evidenceIds!.length > 0, "unresolved AI relevance has explicit evidence and gaps"); + } + assert.equal(snapshot.coverage!.newProfiles, 928, "later evidence does not rewrite the original discovery accounting"); +}); + +test("the final uncertain cohort separates delivery-start rentals, reservations and upstream costs", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-8")!; + assert.equal(batch.complete, false, "reading the full pool does not resolve all AI, year or financial gaps"); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 11); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 13); + const rhem = snapshot.companies.find((c) => c.id === "YC35127")!; + assert.match(rhem.price!, /确认交付后/); + assert.match(rhem.price!, /99 USD/); + assert.equal(rhem.revenueStatus, "unknown"); + assert.match(snapshot.companies.find((c) => c.id === "YC37272")!.price!, /预约/); + assert.match(snapshot.companies.find((c) => c.id === "AI074")!.price!, /有效订阅/); + assert.match(snapshot.companies.find((c) => c.id === "YC35396")!.notes, /Coming next/); + assert.match(snapshot.companies.find((c) => c.id === "YC36774")!.notes, /Early access/); + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR8-")); + assert.equal(figures.length, 9); + assert.ok(figures.every((o) => ["excluded", "adoption"].includes(o.selection) && !o.metric && o.comparisonGroup === null)); + for (const suffix of ["OASIVE-OLD-WELLS", "OASIVE-OLD-GOOGLE", "OBSESSION-CALCULATOR", "EVERYAPP-UPSTREAM"]) { + assert.equal(figures.find((o) => o.id.endsWith(suffix))!.selection, "excluded"); + } + for (const name of ["Clean", "STASIS", "RATLOG", "Inflection Space Systems", "twentyfour26"]) { + assert.equal(batch.records.find((r) => r.name === name)!.status, "pending-ai"); + } + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR8-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 628cfb4..73e6cfc 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-7", + "version": "2026-10-31-ai-unclear-8", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -31147,11 +31147,11 @@ "business": "在用户Cloudflare账户托管开源应用，通过统一网关与MCP供人和AI Agent使用；OpenSEO为其SEO数据及Agent工具产品。", "buyer": "开发者、使用Agent的企业团队及SEO从业者", "delivery": "公开自托管代码和OpenSEO商业套餐可读；EveryApp托管服务仍以计划描述，未独立运行。", - "notes": "YC列2026成立。原候选36088曾标AI业务待确认，本次通过PH关联与官网/代码补核入表；原台账不回写。OpenSEO不另计公司，用户与星标不当收入。", + "notes": "YC列2026成立。原候选36088曾标AI业务待确认，本次通过PH关联与官网/代码补核入表；原台账不回写。OpenSEO不另计公司，用户与星标不当收入。 本轮原AI不明候选末批复用原ID；保留OpenSEO已披露套餐与EveryApp未来托管、上游Cloudflare费用和采用规模边界。 OpenSEO当前需有效订阅才能使用充值，套餐含额度每期重置而top-up不失效；EveryApp的Cloudflare$5是上游，managed$10起仍是发布计划，不计MRR。", "cohort": "2026年成立（YC公司自述）", "teamBasis": "YC Team Size为2；2026-10-30读取，业务截止日未列", - "price": "OpenSEO月额10/30/200（原文$），含用量额度；额外数据请求按供应商成本加价28%并取整；EveryApp托管计划待核", - "pricingEvidence": "SEO-PRICE", + "price": "OpenSEO原文$10/$30/$200月费含用量，数据额外成本+28%；top-up不失效但需有效订阅。EveryApp托管$10/月起为2026-10-26发布计划，Cloudflare$5/月为上游费，实际合同未知", + "pricingEvidence": "UNCLEAR8-36088-SEO-PRICE", "stage": "开源自托管与产品商业套餐公开；平台托管进度及收入待核", "sourceType": "Product Hunt线索复查YC、公司官网与官方源码", "evidenceIds": [ @@ -31161,7 +31161,12 @@ "SEO-PRICE", "SEO-CODE", "EA-CODE", - "PH-SEO" + "PH-SEO", + "UNCLEAR8-36088-YC", + "UNCLEAR8-36088-LAUNCH1", + "UNCLEAR8-36088-HOME", + "UNCLEAR8-36088-SEO-HOME", + "UNCLEAR8-36088-SEO-PRICE" ], "revenueStatus": "unknown", "businessModel": "开源自托管获客、托管与数据用量收费；订阅额度、数据转付和平台净额分开", @@ -35460,6 +35465,393 @@ "businessModel": "增长软件/API及定制上线；模型/内容制作/邮件设施成本待拆", "entityBasis": "同一YC页及所链官网；同名公司、品牌变化、原业务与现产品及法律连续须分别核", "classificationBasis": "人工复核：依据当前可读AI任务和主要交付；软件/Agent设施与实体、托管劳动、模型方向分开，原发现审计不变。" + }, + { + "id": "YC35127", + "name": "Rhem Labs", + "url": "https://www.ycombinator.com/companies/rhem-labs", + "channel": "S01", + "cat": "C09", + "year": 2025, + "team": 2, + "location": null, + "business": "以语音AI桌面设备协助日常任务、记录健康趋势并联系家属。", + "buyer": "老年人、复杂照护需求用户及其家属", + "delivery": "当前官网明确AI companion、99 USD/月从确认交付后计期，2027-01-20至31预计发货且尚未就绪；与10月发布1099买断加两年Plus不同方案分别保留。读数为非医疗估计，任务演示不证明药物已配发或护理替代。", + "notes": "当前官网明确AI companion、99 USD/月从确认交付后计期，2027-01-20至31预计发货且尚未就绪；与10月发布1099买断加两年Plus不同方案分别保留。读数为非医疗估计，任务演示不证明药物已配发或护理替代。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2025年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "当前官网99 USD/月租赁，确认交付后开始计期，2027-01-20至31预计发货；旧发布$1099买断加2年Plus不同方案", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-35127-YC", + "UNCLEAR8-35127-LAUNCH1", + "UNCLEAR8-35127-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://rhem.ai", + "businessModel": "个人硬件租赁加AI/联网服务；也有购买选项，硬件折旧/售后需拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR8-35127-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "语音AI任务/rPPG非医疗估计，未试用或核临床效果；尚未交付的租赁不能视为已验证持续服务。", + "evidenceIds": [ + "UNCLEAR8-35127-HOME", + "UNCLEAR8-35127-YC" + ] + } + }, + { + "id": "YC35261", + "name": "Asakana", + "url": "https://www.ycombinator.com/companies/asakana", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 4, + "location": null, + "business": "以AI读取手写/多语订单与历史上下文，匹配商品并写入既有ERP。", + "buyer": "食品及海鲜分销商", + "delivery": "官网明确训练于手写资料的AI和搜索，不只创始人Gemini经历；有歧义先交人工，零错误/精度比较为自述。客户节省40%工时、60单/日不作Asakana收入或自身订单量。", + "notes": "官网明确训练于手写资料的AI和搜索，不只创始人Gemini经历；有歧义先交人工，零错误/精度比较为自述。客户节省40%工时、60单/日不作Asakana收入或自身订单量。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2025年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同价", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-35261-YC", + "UNCLEAR8-35261-LAUNCH1", + "UNCLEAR8-35261-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.asakana.co/", + "businessModel": "行业软件/定制ERP集成；订阅、实施及人工异常处理待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "手写/多语资料AI检索匹配ERP方案，有歧义交人；未核零错误/精度主张或接入客户数据。", + "evidenceIds": [ + "UNCLEAR8-35261-HOME", + "UNCLEAR8-35261-YC" + ] + } + }, + { + "id": "YC35396", + "name": "Oasive", + "url": "https://www.ycombinator.com/companies/oasive", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 1, + "location": null, + "business": "以AI研究助手、估值/提前偿付模型提供利率及机构MBS研究分析。", + "buyer": "固定收益机构分析师及投资团队", + "delivery": "YC当前强调市政债，官网仍将Municipal/ABS/Corporate列Coming next，按已显示MBS/利率交付保留差异。15+机构desk为采用而非付费；创始人旧350B/17B资产组合及示例2.8B不是公司收入/AUM。", + "notes": "YC当前强调市政债，官网仍将Municipal/ABS/Corporate列Coming next，按已显示MBS/利率交付保留差异。15+机构desk为采用而非付费；创始人旧350B/17B资产组合及示例2.8B不是公司收入/AUM。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2025年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "官网原文$200/用户/月、14日试用需卡；MBS机构先付费试点再年度协议，实际付费未知", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-35396-YC", + "UNCLEAR8-35396-LAUNCH1", + "UNCLEAR8-35396-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.oasive.ai", + "businessModel": "个人按席位软件/月费，机构付费试点后年度协议；数据/模型/支持成本待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR8-35396-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "AI研究及自有估值/提前偿付模型为公司自述，当前MBS/利率与市政债未来交付区别，未回测或评估投资效果。", + "evidenceIds": [ + "UNCLEAR8-35396-HOME", + "UNCLEAR8-35396-YC" + ] + } + }, + { + "id": "YC35455", + "name": "Deploy", + "url": "https://www.ycombinator.com/companies/deploy", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "将通用机器人模型接到具体任务，跟踪执行并将人工干预回流训练。", + "buyer": "仓库、3PL及制造企业", + "delivery": "当前官网聚焦退货、kitting及FBA prep，YC发布明确模型/人工干预训练。保证吞吐、24/7和无capex是公司主张，未独立核实际履约；不是出售机器人或纯软件毛利。", + "notes": "当前官网聚焦退货、kitting及FBA prep，YC发布明确模型/人工干预训练。保证吞吐、24/7和无capex是公司主张，未独立核实际履约；不是出售机器人或纯软件毛利。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同价", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-35455-YC", + "UNCLEAR8-35455-LAUNCH1", + "UNCLEAR8-35455-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://deployrobotics.co/", + "businessModel": "按完成工作收费的机器人运营服务；人工监督/硬件折旧/维护待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "通用机器人模型任务编排/人工干预回流训练，只读自述，未实测吞吐、可靠性或自主率。", + "evidenceIds": [ + "UNCLEAR8-35455-HOME", + "UNCLEAR8-35455-YC" + ] + } + }, + { + "id": "YC36114", + "name": "Particularity", + "url": "https://www.ycombinator.com/companies/particularity", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "用AI Agent检查公开网站及投诉，整理带时间戳的执法调查材料。", + "buyer": "政府消费者保护监管机构", + "delivery": "YC发布明确AI调查；官网普通HTTP403未读正文。court-ready和法条匹配为厂商主张，不代表法院接受/违规已认定；未检查第三方网站或替政府发起行动。", + "notes": "YC发布明确AI调查；官网普通HTTP403未读正文。court-ready和法条匹配为厂商主张，不代表法院接受/违规已认定；未检查第三方网站或替政府发起行动。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同价", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-36114-YC", + "UNCLEAR8-36114-LAUNCH1", + "UNCLEAR8-36114-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://particularity.io", + "businessModel": "政府专业软件/调查工作流及采购实施；合同和人工法律复核待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "AI网站调查与证据组织为发布自述，官网403；未验证法条映射、司法接受或对外运行。", + "evidenceIds": [ + "UNCLEAR8-36114-HOME", + "UNCLEAR8-36114-YC", + "UNCLEAR8-36114-LAUNCH1" + ] + } + }, + { + "id": "YC36411", + "name": "Vyra", + "url": "https://www.ycombinator.com/companies/vyra", + "channel": "S01", + "cat": "C08", + "year": 2026, + "team": 2, + "location": null, + "business": "以对话Agent理解用户素材、剪辑/字幕并生成可导出的成片草稿。", + "buyer": "短视频创作者及内容团队", + "delivery": "官网95591 creators为采用自述非付费，展示播放量也非收入；MCP套餐24/65与内置AI54/129美元符号/月不混算。三日试用、额度和外部模型成本待核，未上传/生成或运行示例。", + "notes": "官网95591 creators为采用自述非付费，展示播放量也非收入；MCP套餐24/65与内置AI54/129美元符号/月不混算。三日试用、额度和外部模型成本待核，未上传/生成或运行示例。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "官网原文MCP $24/$65月费需自带模型，内置AI $54/$129月费，均含额度/存储，实际合同未知", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-36411-YC", + "UNCLEAR8-36411-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://usevyra.com", + "businessModel": "视频软件月费与处理额度/存储；自带模型或内置AI套餐分开", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR8-36411-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "素材理解/剪辑Agent及MCP/自带模型说明可读，未上传媒体、导出或测剪辑质量。", + "evidenceIds": [ + "UNCLEAR8-36411-HOME", + "UNCLEAR8-36411-YC" + ] + } + }, + { + "id": "YC36444", + "name": "Odin Robotics", + "url": "https://www.ycombinator.com/companies/odin-robotics", + "channel": "S01", + "cat": "C10", + "year": 2026, + "team": 2, + "location": null, + "business": "用确定性控制配合学习式技能执行机床上下料、包装等多变工序。", + "buyer": "中小制造工厂", + "delivery": "官方明确trained models/LLM与学习式技能；试点满意才收费、后续月租/买断分开。演示有2/2.5/3倍速且文字不完全一致，未观看或独立测量吞吐、安全/可靠性。", + "notes": "官方明确trained models/LLM与学习式技能；试点满意才收费、后续月租/买断分开。演示有2/2.5/3倍速且文字不完全一致，未观看或独立测量吞吐、安全/可靠性。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "试点满意才收费，后续月租或买断；价格及接管/维护合同待核", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-36444-YC", + "UNCLEAR8-36444-LAUNCH1", + "UNCLEAR8-36444-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://odin-robotics.com", + "businessModel": "完整机器人集成，可月租或买断；人工远程接管/硬件维护及试点成本待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR8-36444-HOME", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "确定性控制/学习技能及远程接管，倍速演示不当吞吐测试，未验证安全/泛化。", + "evidenceIds": [ + "UNCLEAR8-36444-HOME", + "UNCLEAR8-36444-YC" + ] + } + }, + { + "id": "YC36774", + "name": "ObsessionDB", + "url": "https://www.ycombinator.com/companies/obsessiondb", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 5, + "location": null, + "business": "以ClickHouse分支及计算存储分离处理Agent日志/轨迹，并提供Agent操作接口。", + "buyer": "Agent数据、实时API及分析平台团队", + "delivery": "官网明确Agent隔离只读计算/MCP，分支沙盒Early access、自动伸缩/scale-to-zero Coming with2.0。50TB客户数据及百万请求不是收入；4090 USD/月为默认估算非实际MRR，厂商基准未独立复现。", + "notes": "官网明确Agent隔离只读计算/MCP，分支沙盒Early access、自动伸缩/scale-to-zero Coming with2.0。50TB客户数据及百万请求不是收入；4090 USD/月为默认估算非实际MRR，厂商基准未独立复现。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "托管USD资源月费、默认计算器4090/月仅估算；BYOC另按年度许可/运维/支持费，客户云账单另计", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-36774-YC", + "UNCLEAR8-36774-LAUNCH1", + "UNCLEAR8-36774-HOME", + "UNCLEAR8-36774-PRICE" + ], + "revenueStatus": "unknown", + "extraUrl": "https://obsessiondb.com", + "businessModel": "全托管资源月费或BYOC年度许可/运维费；客户云账单与软件净收入待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR8-36774-PRICE", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "Agent专用隔离计算/MCP与计算存储分离，sandbox early access/scale-to-zero未来；未运行或复现性能。", + "evidenceIds": [ + "UNCLEAR8-36774-HOME", + "UNCLEAR8-36774-YC" + ] + } + }, + { + "id": "YC37105", + "name": "Tilion", + "url": "https://www.ycombinator.com/companies/tilion", + "channel": "S01", + "cat": "C03", + "year": 2026, + "team": 4, + "location": null, + "business": "提供面向Agent的自修复浏览器运行设施。", + "buyer": "大规模Agent网页任务及监控团队", + "delivery": "YC称每天百万级Agent操作，官网只有候补/联系及愿景；规模/自修复/无监督为自述，未取得运行记录、价格/付费或可靠性验证，没有测试访问限制。", + "notes": "YC称每天百万级Agent操作，官网只有候补/联系及愿景；规模/自修复/无监督为自述，未取得运行记录、价格/付费或可靠性验证，没有测试访问限制。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "未取得实际已付合同价", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-37105-YC", + "UNCLEAR8-37105-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://tilion.com", + "businessModel": "浏览器托管/任务或资源计量；实际单价、上游成本与人工处理待核", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "自修复/百万Agent操作仅YC自述，官网候补，未取得运行材料或独立可靠性测试。", + "evidenceIds": [ + "UNCLEAR8-37105-HOME", + "UNCLEAR8-37105-YC" + ] + } + }, + { + "id": "YC37272", + "name": "The Subvocal Company", + "url": "https://www.ycombinator.com/companies/the-subvocal-company", + "channel": "S01", + "cat": "C09", + "year": 2026, + "team": 3, + "location": null, + "business": "用眼镜RF传感及解码模型把无声发音动作转为文字输入。", + "buyer": "需要隐蔽语音输入的个人计算机用户", + "delivery": "10月30发布仍是半便携原型/小数据集，官网最终外形为目标；199美元符号预约不是完整最终价或收入。200+WPM及短校准通用模型未独立核，官网无可读正文/预约页不可访问，不按示意图认定已量产。", + "notes": "10月30发布仍是半便携原型/小数据集，官网最终外形为目标；199美元符号预约不是完整最终价或收入。200+WPM及短校准通用模型未独立核，官网无可读正文/预约页不可访问，不按示意图认定已量产。 法律主体、已付/履约和独立效果仍待核。", + "cohort": "YC自述2026年成立，独立注册待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未给", + "price": "2026-10-30发布原文$199预约，最终货价另享$200早鸟折扣；不是全价，预约页未读、退款/发货待核", + "stage": "公开资料；原型/试点与持续商用需逐项核", + "sourceType": "YC当前资料、历史发布及可读官方页面", + "evidenceIds": [ + "UNCLEAR8-37272-YC", + "UNCLEAR8-37272-LAUNCH1", + "UNCLEAR8-37272-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://subvocal.company", + "businessModel": "个人可穿戴硬件与未来软件；预约款、最终货款和数据采集成本待拆", + "entityBasis": "同一YC页与所链官网；法律注册、同名公司与现/原产品关系仍须独立材料", + "classificationBasis": "人工复核：以可读当前AI任务/Agent专用交付分类，行业应用、个人设备、机器人服务及运行设施分开；原发现审计不变。", + "pricingEvidence": "UNCLEAR8-37272-LAUNCH1", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "RF信号到文本模型是小数据集半便携原型自述，200WPM/普适校准及成品外形未独立验证。", + "evidenceIds": [ + "UNCLEAR8-37272-HOME", + "UNCLEAR8-37272-YC", + "UNCLEAR8-37272-LAUNCH1" + ] + } } ], "observations": [ @@ -42414,6 +42806,141 @@ "evidence": "UNCLEAR7-34899-HOME", "bound": "=", "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-OASIVE-DESKS", + "company": "YC35396", + "name": "Oasive", + "kind": "机构交易台采用自述", + "value": 15, + "unit": "desks", + "timing": "2026-09-23发布，无具体采用截至日", + "scope": "机构团队使用，不是独立付费企业数", + "selection": "adoption", + "reason": "desk不等公司/当前付费席位，不与客户AUM相乘或推ARR", + "evidence": "UNCLEAR8-35396-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-OASIVE-OLD-WELLS", + "company": "YC35396", + "name": "Oasive", + "kind": "创始人前雇主资产组合规模", + "value": 350000000000, + "unit": "原文$，币种待核", + "timing": "2026-09-23发布，旧履历期间未给", + "scope": "前雇主组合资产，不是Oasive收入或自有AUM", + "selection": "excluded", + "reason": "资产规模不作公司收入/ARR，旧雇主和当前产品分开", + "evidence": "UNCLEAR8-35396-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-OASIVE-OLD-GOOGLE", + "company": "YC35396", + "name": "Oasive", + "kind": "创始人前雇主资产组合规模", + "value": 17000000000, + "unit": "原文$，币种待核", + "timing": "2026-09-23发布，旧履历期间未给", + "scope": "前雇主组合资产，不是Oasive收入或自有AUM", + "selection": "excluded", + "reason": "资产规模不作公司收入/ARR，旧雇主和当前产品分开", + "evidence": "UNCLEAR8-35396-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-OBSESSION-DATA", + "company": "YC36774", + "name": "ObsessionDB", + "kind": "客户实时API数据规模自述", + "value": 50, + "unit": "TB", + "timing": "2026-10-20发布，客户业务截至日未给", + "scope": "客户数据处理规模，不是付费/收入", + "selection": "adoption", + "reason": "数据容量不能推公司营业额，旧公司petabyte经历也不迁当前规模", + "evidence": "UNCLEAR8-36774-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-OBSESSION-CALCULATOR", + "company": "YC36774", + "name": "ObsessionDB", + "kind": "托管月费计算器示例", + "value": 4090, + "unit": "USD", + "timing": "2026-10-31读取，默认资源配置", + "scope": "报价估算，不是实际客户账单或MRR", + "selection": "excluded", + "reason": "资源/地区决定价格，不能将默认计算器当平台月收入", + "evidence": "UNCLEAR8-36774-PRICE", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-VYRA-CREATORS", + "company": "YC36411", + "name": "Vyra", + "kind": "官网creators采用自述", + "value": 95591, + "unit": "creators", + "timing": "2026-10-31读取，统计期未给", + "scope": "采用/注册口径不明，非付费订阅", + "selection": "adoption", + "reason": "不能乘套餐标价推收入或把作品播放量当公司营收", + "evidence": "UNCLEAR8-36411-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-EVERYAPP-SEO-STARS", + "company": "AI074", + "name": "EveryApp（含OpenSEO）", + "kind": "OpenSEO历史stars自述", + "value": 24000, + "unit": "GitHub stars", + "timing": "2026-10-26发布", + "scope": "同公司产品采用，不是公司数量/付费", + "selection": "adoption", + "reason": "与官网25k显示不同快照，不跨时点相加或当收入", + "evidence": "UNCLEAR8-36088-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-EVERYAPP-SEO-USERS", + "company": "AI074", + "name": "EveryApp（含OpenSEO）", + "kind": "OpenSEO创业者采用自述", + "value": 3000, + "unit": "entrepreneurs", + "timing": "2026-10-31读取，统计期未给", + "scope": "采用，未说明当前付费/活跃", + "selection": "adoption", + "reason": "产品采用不等独立客户/合同，订阅和数据用量收入需实际账单", + "evidence": "UNCLEAR8-36088-SEO-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR8-O-EVERYAPP-UPSTREAM", + "company": "AI074", + "name": "EveryApp（含OpenSEO）", + "kind": "Cloudflare上游方案价格", + "value": 5, + "unit": "原文$，币种待核", + "timing": "2026-10-26发布", + "scope": "Cloudflare Workers Paid上游费用，不是EveryApp收费", + "selection": "excluded", + "reason": "上游价格和未来托管10/月计划不作EveryApp已实现收入", + "evidence": "UNCLEAR8-36088-LAUNCH1", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -77704,6 +78231,732 @@ "kind": "公司自述官方资料复核", "summary": "原192项第145—168项：16新增、0复用、8继续AI主营待核。", "limitation": "七批168项加此前OpenSEO共169项有后续记录，另23项继续；原发现审计不回写，Nori同名不同公司，行业硬件/药物不强归AI。" + }, + { + "id": "UNCLEAR8-35025-YC", + "companyId": null, + "title": "Inflection Space Systems：当前YC复核", + "url": "https://www.ycombinator.com/companies/inflection-space-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，Team Size=None，状态Active。航天器量产/工厂自动化，官网和发布称未来各环节AI-native但未明确现行学习任务/交付；首发射Q1 2028、年万台为目标。USD单价150万等报价及客户预约不等已实现销售/ARR，模拟机队不当现役规模。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35025-LAUNCH1", + "companyId": null, + "title": "Inflection Space Systems - Hyperscaling Spacecraft Manufacturing (>10,000/year)", + "url": "https://www.ycombinator.com/launches/Vdy-inflection-space-systems-hyperscaling-spacecraft-manufacturing-10-000-year", + "publishedAt": "2026-10-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "航天器量产/工厂自动化，官网和发布称未来各环节AI-native但未明确现行学习任务/交付；首发射Q1 2028、年万台为目标。USD单价150万等报价及客户预约不等已实现销售/ARR，模拟机队不当现役规模。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-35093-YC", + "companyId": null, + "title": "Aviern：当前YC复核", + "url": "https://www.ycombinator.com/companies/aviern", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。无人货机、自研autopilot/perception及自主飞行示范，未明确学习模型/AI核心实现。原型、Q1 2027/2028目标及官网1000磅规划不作量产/商业获准或收入，行业货值8.3万亿非公司营收。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35093-LAUNCH1", + "companyId": null, + "title": "Aviern: Unmanned cargo airplanes for autonomous airports", + "url": "https://www.ycombinator.com/launches/WdT-aviern-unmanned-cargo-airplanes-for-autonomous-airports", + "publishedAt": "2026-10-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "无人货机、自研autopilot/perception及自主飞行示范，未明确学习模型/AI核心实现。原型、Q1 2027/2028目标及官网1000磅规划不作量产/商业获准或收入，行业货值8.3万亿非公司营收。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-35127-YC", + "companyId": "YC35127", + "title": "Rhem Labs：当前YC复核", + "url": "https://www.ycombinator.com/companies/rhem-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，Team Size=2，状态Active。以语音AI桌面设备协助日常任务、记录健康趋势并联系家属。 当前官网明确AI companion、99 USD/月从确认交付后计期，2027-01-20至31预计发货且尚未就绪；与10月发布1099买断加两年Plus不同方案分别保留。读数为非医疗估计，任务演示不证明药物已配发或护理替代。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35127-LAUNCH1", + "companyId": "YC35127", + "title": "Rhem Labs: Health assistant robots for your parents", + "url": "https://www.ycombinator.com/launches/Ug5-rhem-labs-health-assistant-robots-for-your-parents", + "publishedAt": "2026-10-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以语音AI桌面设备协助日常任务、记录健康趋势并联系家属。 当前官网明确AI companion、99 USD/月从确认交付后计期，2027-01-20至31预计发货且尚未就绪；与10月发布1099买断加两年Plus不同方案分别保留。读数为非医疗估计，任务演示不证明药物已配发或护理替代。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-35157-YC", + "companyId": null, + "title": "Nitroduck：当前YC复核", + "url": "https://www.ycombinator.com/companies/nitroduck", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=3，状态Active。作物基因编辑平台，当前简介及无正文官网未确认AI学习任务；基因编辑/效果方向不自动等AI主营，未核许可、独立效果/实际产品收入。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35224-YC", + "companyId": null, + "title": "Micora：当前YC复核", + "url": "https://www.ycombinator.com/companies/micora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。集装箱太阳能/储能微电网。自主部署、故障监控及数据中心客户未明确AI模型核心；功率、98% uptime与展示面板不是实销规模/独立可靠性，能源项目与软件ARR需分开。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35261-YC", + "companyId": "YC35261", + "title": "Asakana：当前YC复核", + "url": "https://www.ycombinator.com/companies/asakana", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，Team Size=4，状态Active。以AI读取手写/多语订单与历史上下文，匹配商品并写入既有ERP。 官网明确训练于手写资料的AI和搜索，不只创始人Gemini经历；有歧义先交人工，零错误/精度比较为自述。客户节省40%工时、60单/日不作Asakana收入或自身订单量。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35261-LAUNCH1", + "companyId": "YC35261", + "title": "Asakana: Automating sales and the entire back office for food distributors", + "url": "https://www.ycombinator.com/launches/VrR-asakana-automating-sales-and-the-entire-back-office-for-food-distributors", + "publishedAt": "2026-10-16", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI读取手写/多语订单与历史上下文，匹配商品并写入既有ERP。 官网明确训练于手写资料的AI和搜索，不只创始人Gemini经历；有歧义先交人工，零错误/精度比较为自述。客户节省40%工时、60单/日不作Asakana收入或自身订单量。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-35389-YC", + "companyId": null, + "title": "Open Actuation：当前YC复核", + "url": "https://www.ycombinator.com/companies/open-actuation", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。定制电机/执行器制造，专有设计/加工软件和机器人客户不证明AI模型核心；首工厂每月数千台是产能主张，未给已售/交付或确认收入。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35396-YC", + "companyId": "YC35396", + "title": "Oasive：当前YC复核", + "url": "https://www.ycombinator.com/companies/oasive", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，Team Size=1，状态Active。以AI研究助手、估值/提前偿付模型提供利率及机构MBS研究分析。 YC当前强调市政债，官网仍将Municipal/ABS/Corporate列Coming next，按已显示MBS/利率交付保留差异。15+机构desk为采用而非付费；创始人旧350B/17B资产组合及示例2.8B不是公司收入/AUM。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35396-LAUNCH1", + "companyId": "YC35396", + "title": "Oasive: Find better bonds to buy", + "url": "https://www.ycombinator.com/launches/UEq-oasive-find-better-bonds-to-buy", + "publishedAt": "2026-09-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI研究助手、估值/提前偿付模型提供利率及机构MBS研究分析。 YC当前强调市政债，官网仍将Municipal/ABS/Corporate列Coming next，按已显示MBS/利率交付保留差异。15+机构desk为采用而非付费；创始人旧350B/17B资产组合及示例2.8B不是公司收入/AUM。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-35455-YC", + "companyId": "YC35455", + "title": "Deploy：当前YC复核", + "url": "https://www.ycombinator.com/companies/deploy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。将通用机器人模型接到具体任务，跟踪执行并将人工干预回流训练。 当前官网聚焦退货、kitting及FBA prep，YC发布明确模型/人工干预训练。保证吞吐、24/7和无capex是公司主张，未独立核实际履约；不是出售机器人或纯软件毛利。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35455-LAUNCH1", + "companyId": "YC35455", + "title": "Deploy - The Generalist Robot Deployment Company", + "url": "https://www.ycombinator.com/launches/Ve4-deploy-the-generalist-robot-deployment-company", + "publishedAt": "2026-10-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "将通用机器人模型接到具体任务，跟踪执行并将人工干预回流训练。 当前官网聚焦退货、kitting及FBA prep，YC发布明确模型/人工干预训练。保证吞吐、24/7和无capex是公司主张，未独立核实际履约；不是出售机器人或纯软件毛利。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-35457-YC", + "companyId": null, + "title": "Kairox Systems：当前YC复核", + "url": "https://www.ycombinator.com/companies/kairox-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=3，状态Active。水空两栖无人系统，未明确学习模型；官网TRL4/仿真及真实测试进行中不同于YC用户验证的商业部署，概念图/军方交流不作付费或独立实证。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35487-YC", + "companyId": null, + "title": "Streamline Systems：当前YC复核", + "url": "https://www.ycombinator.com/companies/streamline-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。无GPS导航模块，当前自报自主飞行/控制器适配不足以确认学习模型；官网403无正文，未独立核实部署、许可或收入。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35523-YC", + "companyId": null, + "title": "twentyfour26：当前YC复核", + "url": "https://www.ycombinator.com/companies/twentyfour26", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。CNC快速打样及CAD软件规划，官网明确自营生产/检验、逐步教会加工单元；未明确AI学习模型，自动报价/几何分析不自动等AI。示例程序/验收不作客户订单或实测。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36088-YC", + "companyId": "AI074", + "title": "EveryApp：当前YC复核", + "url": "https://www.ycombinator.com/companies/everyapp", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。复用EveryApp（含OpenSEO）AI074；开源自托管、未来托管与当前OpenSEO产品分别保存，用户/星标/Cloudflare费用不作公司收入。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36088-LAUNCH1", + "companyId": "AI074", + "title": "EveryApp - Make every app open source", + "url": "https://www.ycombinator.com/launches/WKA-everyapp-make-every-app-open-source", + "publishedAt": "2026-10-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "复用EveryApp（含OpenSEO）AI074；开源自托管、未来托管与当前OpenSEO产品分别保存，用户/星标/Cloudflare费用不作公司收入。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-36114-YC", + "companyId": "YC36114", + "title": "Particularity：当前YC复核", + "url": "https://www.ycombinator.com/companies/particularity", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。用AI Agent检查公开网站及投诉，整理带时间戳的执法调查材料。 YC发布明确AI调查；官网普通HTTP403未读正文。court-ready和法条匹配为厂商主张，不代表法院接受/违规已认定；未检查第三方网站或替政府发起行动。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36114-LAUNCH1", + "companyId": "YC36114", + "title": "Particularity: AI investigators for government regulators", + "url": "https://www.ycombinator.com/launches/Vq1-particularity-ai-investigators-for-government-regulators", + "publishedAt": "2026-10-15", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI Agent检查公开网站及投诉，整理带时间戳的执法调查材料。 YC发布明确AI调查；官网普通HTTP403未读正文。court-ready和法条匹配为厂商主张，不代表法院接受/违规已认定；未检查第三方网站或替政府发起行动。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-36411-YC", + "companyId": "YC36411", + "title": "Vyra：当前YC复核", + "url": "https://www.ycombinator.com/companies/vyra", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。以对话Agent理解用户素材、剪辑/字幕并生成可导出的成片草稿。 官网95591 creators为采用自述非付费，展示播放量也非收入；MCP套餐24/65与内置AI54/129美元符号/月不混算。三日试用、额度和外部模型成本待核，未上传/生成或运行示例。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36444-YC", + "companyId": "YC36444", + "title": "Odin Robotics：当前YC复核", + "url": "https://www.ycombinator.com/companies/odin-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。用确定性控制配合学习式技能执行机床上下料、包装等多变工序。 官方明确trained models/LLM与学习式技能；试点满意才收费、后续月租/买断分开。演示有2/2.5/3倍速且文字不完全一致，未观看或独立测量吞吐、安全/可靠性。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36444-LAUNCH1", + "companyId": "YC36444", + "title": "Odin Robotics: Robot arms that do repetitive manual work in existing factories", + "url": "https://www.ycombinator.com/launches/WJg-odin-robotics-robot-arms-that-do-repetitive-manual-work-in-existing-factories", + "publishedAt": "2026-10-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用确定性控制配合学习式技能执行机床上下料、包装等多变工序。 官方明确trained models/LLM与学习式技能；试点满意才收费、后续月租/买断分开。演示有2/2.5/3倍速且文字不完全一致，未观看或独立测量吞吐、安全/可靠性。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-36708-YC", + "companyId": null, + "title": "Sinter：当前YC复核", + "url": "https://www.ycombinator.com/companies/sinter-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025成立，Team Size=2，状态Active。塑料制造及快速报价，官网模流仿真/聚合物模具均Coming soon；autonomous/intelligent宣传未明确现行学习模型。示例模具/产线不是实际订单收入，已售FDM与未来模具分开。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36774-YC", + "companyId": "YC36774", + "title": "ObsessionDB：当前YC复核", + "url": "https://www.ycombinator.com/companies/obsessiondb", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=5，状态Active。以ClickHouse分支及计算存储分离处理Agent日志/轨迹，并提供Agent操作接口。 官网明确Agent隔离只读计算/MCP，分支沙盒Early access、自动伸缩/scale-to-zero Coming with2.0。50TB客户数据及百万请求不是收入；4090 USD/月为默认估算非实际MRR，厂商基准未独立复现。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-36774-LAUNCH1", + "companyId": "YC36774", + "title": "ObsessionDB: a real-time data warehouse built for agents", + "url": "https://www.ycombinator.com/launches/VpG-obsessiondb-a-real-time-data-warehouse-built-for-agents", + "publishedAt": "2026-10-20", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以ClickHouse分支及计算存储分离处理Agent日志/轨迹，并提供Agent操作接口。 官网明确Agent隔离只读计算/MCP，分支沙盒Early access、自动伸缩/scale-to-zero Coming with2.0。50TB客户数据及百万请求不是收入；4090 USD/月为默认估算非实际MRR，厂商基准未独立复现。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-37105-YC", + "companyId": "YC37105", + "title": "Tilion：当前YC复核", + "url": "https://www.ycombinator.com/companies/tilion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。提供面向Agent的自修复浏览器运行设施。 YC称每天百万级Agent操作，官网只有候补/联系及愿景；规模/自修复/无监督为自述，未取得运行记录、价格/付费或可靠性验证，没有测试访问限制。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-37137-YC", + "companyId": null, + "title": "Clean：当前YC复核", + "url": "https://www.ycombinator.com/companies/clean", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=5，状态Active。实体信号获客、ICP问答和带来源研究，已读官网/方法/隐私但未明确核心AI模型任务及人工/规则占比；AI Labs名称不单独入表。客户60K签单/120K管线、示例贷款和创始人旧MRR/合同均非Clean当前收入。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-37272-YC", + "companyId": "YC37272", + "title": "The Subvocal Company：当前YC复核", + "url": "https://www.ycombinator.com/companies/the-subvocal-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=3，状态Active。用眼镜RF传感及解码模型把无声发音动作转为文字输入。 10月30发布仍是半便携原型/小数据集，官网最终外形为目标；199美元符号预约不是完整最终价或收入。200+WPM及短校准通用模型未独立核，官网无可读正文/预约页不可访问，不按示意图认定已量产。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-37272-LAUNCH1", + "companyId": "YC37272", + "title": "The Subvocal Company: Talk without talking", + "url": "https://www.ycombinator.com/launches/Wf9-the-subvocal-company-talk-without-talking", + "publishedAt": "2026-10-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用眼镜RF传感及解码模型把无声发音动作转为文字输入。 10月30发布仍是半便携原型/小数据集，官网最终外形为目标；199美元符号预约不是完整最终价或收入。200+WPM及短校准通用模型未独立核，官网无可读正文/预约页不可访问，不按示意图认定已量产。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-37797-YC", + "companyId": null, + "title": "STASIS：当前YC复核", + "url": "https://www.ycombinator.com/companies/stasis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=2，状态Active。眼动/健康指标眼镜及自动调光，未取得具体AI模型/学习任务；官网原域跳wearstasis。299预售、激活后才开10/月分析订阅，2026年底至2027初预计出货；不能作当前MRR或临床效度，库存余数/成功提示是页面状态。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-37999-YC", + "companyId": null, + "title": "RATLOG：当前YC复核", + "url": "https://www.ycombinator.com/companies/ratlog", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=4，状态Active。可复用运载火箭，当前公开资料未明确AI主营。400M发射预约协议非确认销售/ARR；旧Lio经历/航天客户及未来11月热试目标不证明AI/已实现经营，官网403未读正文。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-37999-LAUNCH1", + "companyId": null, + "title": "RATLOG: Reusable heavy-lift rockets powered by an engine with 90% fewer parts", + "url": "https://www.ycombinator.com/launches/Vkz-ratlog-reusable-heavy-lift-rockets-powered-by-an-engine-with-90-fewer-parts", + "publishedAt": "2026-10-15", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "可复用运载火箭，当前公开资料未明确AI主营。400M发射预约协议非确认销售/ARR；旧Lio经历/航天客户及未来11月热试目标不证明AI/已实现经营，官网403未读正文。", + "limitation": "历史公司发布；只核业务、交付和指标归属，目标/预约/资产及前事业与收入分开，未运行或独立复现。" + }, + { + "id": "UNCLEAR8-38589-YC", + "companyId": null, + "title": "Keres：当前YC复核", + "url": "https://www.ycombinator.com/companies/keres", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026成立，Team Size=3，状态Active。可复用无人拦截航空器；自主识别/无人飞行未明确学习模型任务，官网仅航天防务简介。创始人军旅经历与成本宣传不当现产品独立性能、交付或收入。", + "limitation": "成立年/人数及业务截至日为公司自述，法律注册/实际收费未独立核，原初筛不回写。" + }, + { + "id": "UNCLEAR8-35025-HOME", + "companyId": null, + "title": "Inflection Space Systems：本轮官网读取", + "url": "https://inflection-space.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "航天器标准化/工厂自动化，AI-native制造为设计方向，USD按量报价。", + "limitation": "未确认现行学习任务，年万台和Q1 2028首发射是目标；模拟机队和报价不是收入/现役数量。" + }, + { + "id": "UNCLEAR8-35093-HOME", + "companyId": null, + "title": "Aviern：本轮官网读取", + "url": "https://www.aviern.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "普通HTTP读到无人货机、自主飞行示范和A1000规划。", + "limitation": "浏览工具不可读，HTTP正文可读但未明确学习模型；150英里示范、1000磅规划和成本是自述，非许可/实销证明。" + }, + { + "id": "UNCLEAR8-35127-HOME", + "companyId": "YC35127", + "title": "Rhem Labs：本轮官网读取", + "url": "https://www.rhem.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "普通HTTP读到语音AI companion、99 USD/月租赁和尚未就绪/2027-01预计出货。", + "limitation": "确认交付后才开始计期；租赁/买断/旧Plus方案分开，non-medical estimates及续方请求示例不作临床/配药结果，未订购。" + }, + { + "id": "UNCLEAR8-35157-HOME", + "companyId": null, + "title": "Nitroduck：本轮官网读取", + "url": "https://nitroduck.tech/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网无可读正文。", + "limitation": "未补当前AI模型/学习任务、产品交付和收入，不因生物模型或网站空白补造数据/认定停服。" + }, + { + "id": "UNCLEAR8-35224-HOME", + "companyId": null, + "title": "Micora：本轮官网读取", + "url": "https://www.micora.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "集装箱太阳能/电池系统及监测，原域重定向www。", + "limitation": "没有明确AI学习模型；展示功率、98%uptime/健康状态不当独立实测/已交付规模。" + }, + { + "id": "UNCLEAR8-35261-HOME", + "companyId": "YC35261", + "title": "Asakana：本轮官网读取", + "url": "https://www.asakana.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网明确手写/多语资料AI、商品检索及ERP集成，有歧义交人。", + "limitation": "客户工时/订单规模不是Asakana收入，零错误和对手准确率比较为自述，未接入ERP或客户资料。" + }, + { + "id": "UNCLEAR8-35389-HOME", + "companyId": null, + "title": "Open Actuation：本轮官网读取", + "url": "https://openactuation.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "普通HTTP正文可读，定制电机/执行器销售入口。", + "limitation": "浏览工具不可访问，未明确AI学习核心；机器人客户及产能主张不等公司销售/AI主营。" + }, + { + "id": "UNCLEAR8-35396-HOME", + "companyId": "YC35396", + "title": "Oasive：本轮官网读取", + "url": "https://www.oasive.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "普通HTTP读到AI研究、利率和Agency MBS；200美元符号/席/月，机构付费试点后年度协议。", + "limitation": "Municipal/ABS/Corporate仍Coming next，与YC市政债简介差异保留；示例2.8B组合/前雇主资产及采用desk非公司收入或自有AUM。" + }, + { + "id": "UNCLEAR8-35455-HOME", + "companyId": "YC35455", + "title": "Deploy：本轮官网读取", + "url": "https://deployrobotics.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前退货、kitting、FBA prep机器人站服务、无capex和试点入口。", + "limitation": "YC明确通用模型与人工干预训练；保证吞吐/24x7未独立核，人工/折旧/维护成本待拆。" + }, + { + "id": "UNCLEAR8-35457-HOME", + "companyId": null, + "title": "Kairox Systems：本轮官网读取", + "url": "https://www.kairoxsys.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "两栖无人系统概念/仿真、真实测试进行中，自报TRL4。", + "limitation": "未明确学习模型任务；用户验证/仿真与商业部署分开，只记录高层业务状态不收录实施细节。" + }, + { + "id": "UNCLEAR8-35487-HOME", + "companyId": null, + "title": "Streamline Systems：本轮官网读取", + "url": "https://streamlinesystems.ltd/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "浏览工具不可访问，普通HTTP403。", + "limitation": "未取得官网正文，AI模型、商业部署与财务继续待核；不绕过访问限制或称官网已核。" + }, + { + "id": "UNCLEAR8-35523-HOME", + "companyId": null, + "title": "twentyfour26：本轮官网读取", + "url": "https://twentyfour26.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "CNC打样、CAD几何/报价/规划软件，团队自营加工与检验并逐步自动化。", + "limitation": "没有明确学习模型证据；几何算法/自动报价不自动归AI，示例文件/程序/订单非实际本次生产，不上传CAD。" + }, + { + "id": "UNCLEAR8-36088-HOME", + "companyId": "AI074", + "title": "EveryApp：本轮官网读取", + "url": "https://everyapp.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "开源应用在用户Cloudflare账户内托管、统一网关/MCP，OpenSEO/OpenCRM/OpenMail等分别列出。", + "limitation": "5美元/月是Cloudflare上游方案非EveryApp收入；未用页面设置提示运行/部署，未来托管10/月来自历史发布计划。" + }, + { + "id": "UNCLEAR8-36114-HOME", + "companyId": "YC36114", + "title": "Particularity：本轮官网读取", + "url": "https://particularity.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "浏览工具不可访问，普通HTTP403。", + "limitation": "本轮官网正文未取得，AI调查依据公司YC发布；court-ready/违规定性与实际司法接受不能混同。" + }, + { + "id": "UNCLEAR8-36411-HOME", + "companyId": "YC36411", + "title": "Vyra：本轮官网读取", + "url": "https://www.usevyra.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "视频素材理解/剪辑Agent、MCP及内置AI两种交付，创作者采用计数与套餐。", + "limitation": "95591 creators和作品播放量不当付费订阅/收入，外部模型与内置AI成本/额度不同，未上传媒体或运行。" + }, + { + "id": "UNCLEAR8-36444-HOME", + "companyId": "YC36444", + "title": "Odin Robotics：本轮官网读取", + "url": "https://odin-robotics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "确定性控制加学习技能，完整机器人集成，试点后月租或买断，可远程介入。", + "limitation": "预览倍速标注不完全一致，不以文字/演示推吞吐或独立安全；满意才收费不等收入已实现。" + }, + { + "id": "UNCLEAR8-36708-HOME", + "companyId": null, + "title": "Sinter：本轮官网读取", + "url": "https://www.sinter.systems/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "塑料FDM报价/自营生产；模流仿真与聚合物模具标Coming soon。", + "limitation": "自主/智能宣传未补具体学习任务，演示和未来工艺非当前已履约产品/收入。" + }, + { + "id": "UNCLEAR8-36774-HOME", + "companyId": "YC36774", + "title": "ObsessionDB：本轮官网读取", + "url": "https://obsessiondb.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent隔离计算/MCP/CHKit接口；客户自带云按年度许可运维费，托管资源另计。", + "limitation": "早期Agent数据分支、将来scale-to-zero与现行服务分开；50TB/请求数、客户云费及成本比较不是平台收入，未运行查询/迁移。" + }, + { + "id": "UNCLEAR8-37105-HOME", + "companyId": "YC37105", + "title": "Tilion：本轮官网读取", + "url": "https://tilion.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent浏览器设施标语与候补入口。", + "limitation": "当前操作量/自修复任务来自YC自述，未取得产品记录/计费/独立可靠性；未执行访问或绕过限制。" + }, + { + "id": "UNCLEAR8-37137-HOME", + "companyId": null, + "title": "Clean：本轮官网读取", + "url": "https://www.tryclean.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "实体记录信号获客、ICP问答/推理及客户案例，页面含.example演示。", + "limitation": "核心AI模型/人工规则占比未核，客户60K签单/120Kpipeline、演示贷款和旧事业金额不当Clean收入；未联系客户或连接账户。" + }, + { + "id": "UNCLEAR8-37272-HOME", + "companyId": "YC37272", + "title": "The Subvocal Company：本轮官网读取", + "url": "https://subvocal.company/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网无可读正文；公司发布另链预约页subvocal.co/preorder，浏览工具无法访问。", + "limitation": "RF解码模型/199预约依据2026-10-30发布，不称预约页已核，最终图/200WPM是原型/厂商自述不是量产实证。" + }, + { + "id": "UNCLEAR8-37797-HOME", + "companyId": null, + "title": "STASIS：本轮官网读取", + "url": "https://www.wearstasis.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "get-stasis重定向后普通HTTP可读：眼动/调光指标、299预售、激活后分析月费10。", + "limitation": "预计2026年底至2027初出货，预售未收分析订阅；页面确认提示/剩余库存不是已支付/出货证据，未明确AI模型或独立效度。" + }, + { + "id": "UNCLEAR8-37999-HOME", + "companyId": null, + "title": "RATLOG：本轮官网读取", + "url": "https://www.ratlog.space/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "浏览工具不可访问，普通HTTP403。", + "limitation": "火箭与400M预约协议依公司发布，不是确认收入/ARR；AI任务仍未明确，只做业务研究不收录工程实施细节。" + }, + { + "id": "UNCLEAR8-38589-HOME", + "companyId": null, + "title": "Keres：本轮官网读取", + "url": "https://www.keresaero.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "可复用航空防务简短公司简介/联系。", + "limitation": "没有取得具体AI模型任务、已交付/付费或独立效果，不以无人/自动识别文字推学习算法。" + }, + { + "id": "UNCLEAR8-36088-SEO-HOME", + "companyId": "AI074", + "title": "OpenSEO当前产品及EveryApp关联", + "url": "https://openseo.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent SEO数据/工具、AI可见度及MCP，页脚Every App Inc/Part of EveryApp；3000+entrepreneurs为采用自述。", + "limitation": "不另计公司，采用/stars不作收入；官网标题pay by use与价表需要有效订阅的条件结合理解，法律并表待核。" + }, + { + "id": "UNCLEAR8-36088-SEO-PRICE", + "companyId": "AI074", + "title": "OpenSEO订阅、用量额度及上游费用", + "url": "https://openseo.so/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Base10/Pro30/Agency200美元符号月费含10/36/240用量；额外数据成本加28%，计划额度每期重置，top-up不失效但使用需有效订阅。", + "limitation": "报价/充值/供应商成本/平台净额分开，不能将28%直接当全部收入或利润，Agency含人工启用支持，未取得实际合同/收款。" + }, + { + "id": "UNCLEAR8-36774-PRICE", + "companyId": "YC36774", + "title": "ObsessionDB托管估算与BYOC年度费", + "url": "https://obsessiondb.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "默认配置4090 USD/月为indicative estimate；BYOC另按年度许可/运维/支持费，基础设施由客户云商结算。", + "limitation": "默认计算器不是实际MRR；区域/资源和人工迁移/值班成本待核，auto-scaling/scale-to-zero为2.0计划，未创建实例。" + }, + { + "id": "UNCLEAR8-37137-METHOD", + "companyId": null, + "title": "Clean公开获客方法与缺项", + "url": "https://www.tryclean.ai/how-it-works", + "publishedAt": "2026-09-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "公开记录归一、排序、推理后给出买家理由/来源，页面有演示企业和记录。", + "limitation": "没有明确模型/学习任务或人工/规则占比；来源方法不等已核准确率，never sends与当前可选Gmail发送描述差异保留。" + }, + { + "id": "UNCLEAR8-37137-PRIVACY", + "companyId": null, + "title": "Clean当前可选账户功能说明", + "url": "https://www.tryclean.ai/privacy", + "publishedAt": "2026-10-22", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自述可选Gmail读选定潜客及用户开启的campaign发送，LinkedIn只读；运营方Clean AI Labs Inc。", + "limitation": "协议非独立安全/合规审计，也不单独证明AI核心；与旧方法页never sends不同的当前功能说明，未连接或发送。" + }, + { + "id": "UNCLEAR8-INDEX", + "companyId": null, + "title": "原AI不明候选末批24项与全池核对", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原第169—192项：10新增、1复用EveryApp、13继续AI主营待核；八批192项全池逐条有后续记录。", + "limitation": "110项关联公司、82项继续AI主营待核；已读不是全部确认AI，也非所有来源/财务/技术研究完成，1428原发现审计不回写。" } ], "reviews": [ @@ -83682,6 +84935,166 @@ "UNCLEAR7-34899-HOME" ], "handling": "按当前官方所链页面暂分类并保留差异/主体限制，不从同名自动合并，也不丢原资料；YC30657健康Nori原记录未改。" + }, + { + "id": "UNCLEAR8-R-BUSINESS", + "type": "AI主营末批补证及既有产品复用", + "company": "Rhem Labs、Asakana、Oasive、Deploy、Particularity、Vyra、Odin Robotics、ObsessionDB、Tilion、The Subvocal Company、EveryApp（含OpenSEO）", + "scope": "companies", + "companyIds": [ + "YC35127", + "YC35261", + "YC35396", + "YC35455", + "YC36114", + "YC36411", + "YC36444", + "YC36774", + "YC37105", + "YC37272", + "AI074" + ], + "summary": "10新增、EveryApp复用；行业应用、视频、个人终端、机器人运营与Agent数据库/浏览设施按当前交付归类。", + "evidenceIds": [ + "UNCLEAR8-35127-YC", + "UNCLEAR8-35261-YC", + "UNCLEAR8-35396-YC", + "UNCLEAR8-35455-YC", + "UNCLEAR8-36114-YC", + "UNCLEAR8-36411-YC", + "UNCLEAR8-36444-YC", + "UNCLEAR8-36774-YC", + "UNCLEAR8-37105-YC", + "UNCLEAR8-37272-YC", + "UNCLEAR8-36088-YC" + ], + "handling": "不以创始人旧资产、采用/订单规模和目标价格补收入；成立/团队、法律主体、履约和技术效果限制保留。" + }, + { + "id": "UNCLEAR8-R-PENDING", + "type": "末批自主硬件、制造及健康设备AI缺项", + "company": "YC AI不明候选末批及全池", + "scope": "dataset", + "summary": "13项保留待核；未来AI-native、.ai域名、传感/控制/自动报价、AI客户和问答界面不单独补足核心任务。", + "evidenceIds": [ + "UNCLEAR8-INDEX", + "UNCLEAR8-35025-YC", + "UNCLEAR8-35093-YC", + "UNCLEAR8-35157-YC", + "UNCLEAR8-35224-YC", + "UNCLEAR8-35389-YC", + "UNCLEAR8-35457-YC", + "UNCLEAR8-35487-YC", + "UNCLEAR8-35523-YC", + "UNCLEAR8-36708-YC", + "UNCLEAR8-37137-YC", + "UNCLEAR8-37797-YC", + "UNCLEAR8-37999-YC", + "UNCLEAR8-38589-YC" + ], + "handling": "STASIS预售与未激活分析订阅、RATLOG预约协议非ARR；Clean客户/旧事业金额非自身收入，模具/航天/飞行未来交付与现行分开，不作永久排除。" + }, + { + "id": "UNCLEAR8-R-TECH", + "type": "原型、自述模型和正式交付的边界", + "company": "Rhem Labs、Asakana、Oasive、Deploy、Particularity、Vyra、Odin Robotics、ObsessionDB、Tilion、The Subvocal Company", + "scope": "companies", + "companyIds": [ + "YC35127", + "YC35261", + "YC35396", + "YC35455", + "YC36114", + "YC36411", + "YC36444", + "YC36774", + "YC37105", + "YC37272" + ], + "summary": "10项为描述级；Subvocal仍原型、Rhem尚未就绪，ObsessionDB分支早期访问/自动伸缩未来，Odin倍速演示不当测试。", + "evidenceIds": [ + "UNCLEAR8-35127-HOME", + "UNCLEAR8-35261-HOME", + "UNCLEAR8-35396-HOME", + "UNCLEAR8-35455-HOME", + "UNCLEAR8-36114-HOME", + "UNCLEAR8-36411-HOME", + "UNCLEAR8-36444-HOME", + "UNCLEAR8-36774-HOME", + "UNCLEAR8-37105-HOME", + "UNCLEAR8-37272-HOME", + "UNCLEAR8-36774-PRICE", + "UNCLEAR8-37272-LAUNCH1" + ], + "handling": "未安装、编译、上传客户数据、交易或运行模型；标准/法律/健康效果与独立验证分开，未以原型演示打技术强弱分数。" + }, + { + "id": "UNCLEAR8-R-REVENUE", + "type": "预订、交付后计费与上游资源不作已实现ARR", + "company": "Rhem Labs、Oasive、Vyra、Odin Robotics、ObsessionDB、EveryApp（含OpenSEO）、The Subvocal Company", + "scope": "companies", + "companyIds": [ + "YC35127", + "YC35396", + "YC36411", + "YC36444", + "YC36774", + "AI074", + "YC37272" + ], + "summary": "Rhem交付后99 USD/月与旧买断包服务分别保留，Subvocal199预约、Odin月租/买断、EveryApp托管计划与OpenSEO现行套餐分开。", + "evidenceIds": [ + "UNCLEAR8-35127-HOME", + "UNCLEAR8-35127-LAUNCH1", + "UNCLEAR8-35396-HOME", + "UNCLEAR8-36411-HOME", + "UNCLEAR8-36444-HOME", + "UNCLEAR8-36774-PRICE", + "UNCLEAR8-36088-SEO-PRICE", + "UNCLEAR8-37272-LAUNCH1" + ], + "handling": "无新增可比平台MRR；默认计算器、上游Cloudflare5/月、前雇主350B/17B资产、用户/星标及客户处理量均不能入自身ARR或领域均值。" + }, + { + "id": "UNCLEAR8-R-IDENTITY", + "type": "同一公司多产品/收费与交付状态差异", + "company": "EveryApp（含OpenSEO）、Oasive、Rhem Labs", + "scope": "companies", + "companyIds": [ + "AI074", + "YC35396", + "YC35127" + ], + "summary": "EveryApp/OpenSEO同一既有ID；Oasive市政债简介与官网Coming next、Rhem旧买断与现租赁分别保存。", + "evidenceIds": [ + "UNCLEAR8-36088-YC", + "UNCLEAR8-36088-HOME", + "UNCLEAR8-36088-SEO-HOME", + "UNCLEAR8-36088-SEO-PRICE", + "UNCLEAR8-35396-YC", + "UNCLEAR8-35396-HOME", + "UNCLEAR8-35127-HOME", + "UNCLEAR8-35127-LAUNCH1" + ], + "handling": "不新增EveryApp重复主体/后续复核行，保留原证据；来源/方案差异不自动等法律主体变化或财务造假，独立合同与版本日期待核。" + }, + { + "id": "UNCLEAR8-R-POOL", + "type": "原192项AI不明名单逐条补核范围", + "company": "YC AI不明候选末批及全池", + "scope": "dataset", + "summary": "八批24项按原顺序覆盖192个唯一YC页面，110已关联（103本轮新增、7复用既有公司）、82保留AI主营待核；EveryApp此前已核，此轮复用而不额外加1。", + "evidenceIds": [ + "UNCLEAR8-INDEX", + "UNCLEAR1-INDEX", + "UNCLEAR2-INDEX", + "UNCLEAR3-INDEX", + "UNCLEAR4-INDEX", + "UNCLEAR5-INDEX", + "UNCLEAR6-INDEX", + "UNCLEAR7-INDEX" + ], + "handling": "名单已读范围完整，但82缺项尚未解决；268年范围外/缺失、6成立冲突及其他来源边界仍继续，不能称全部研究完成，原1428/928发现计数不改。" } ], "coverage": { @@ -88775,6 +90188,380 @@ "note": "原ai-unclear，YC自报2026成立。以Agent可组合的内容、搜索可见度、线索和发信工具构建增长工作流。 YC称增长编码Agent/harness，官网当前更明确营销原语，按C06；100+teams为采用自述。Acme/214家Stripe验证等为明确fictional/illustrative演示，不作真实客户付款或收入，未执行页面命令或发信。 补证关联不代表财务、法律和技术已独立审计。" } ] + }, + { + "id": "YC-AI-UNCLEAR-8", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明第169—192项按发现顺序补核；10新增、1复用EveryApp、13继续AI主营待核。八批192项全池有后续记录：110关联公司、82待核；原初筛不回写，已读不等全部确认为AI。", + "complete": false, + "records": [ + { + "id": "YC-AI8-35025", + "name": "Inflection Space Systems", + "url": "https://www.ycombinator.com/companies/inflection-space-systems", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35025-YC", + "UNCLEAR8-35025-LAUNCH1", + "UNCLEAR8-35025-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。航天器量产/工厂自动化，官网和发布称未来各环节AI-native但未明确现行学习任务/交付；首发射Q1 2028、年万台为目标。USD单价150万等报价及客户预约不等已实现销售/ARR，模拟机队不当现役规模。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35093", + "name": "Aviern", + "url": "https://www.ycombinator.com/companies/aviern", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35093-YC", + "UNCLEAR8-35093-LAUNCH1", + "UNCLEAR8-35093-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。无人货机、自研autopilot/perception及自主飞行示范，未明确学习模型/AI核心实现。原型、Q1 2027/2028目标及官网1000磅规划不作量产/商业获准或收入，行业货值8.3万亿非公司营收。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35127", + "name": "Rhem Labs", + "url": "https://www.ycombinator.com/companies/rhem-labs", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC35127", + "evidenceIds": [ + "UNCLEAR8-35127-YC", + "UNCLEAR8-35127-LAUNCH1", + "UNCLEAR8-35127-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。以语音AI桌面设备协助日常任务、记录健康趋势并联系家属。 当前官网明确AI companion、99 USD/月从确认交付后计期，2027-01-20至31预计发货且尚未就绪；与10月发布1099买断加两年Plus不同方案分别保留。读数为非医疗估计，任务演示不证明药物已配发或护理替代。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-35157", + "name": "Nitroduck", + "url": "https://www.ycombinator.com/companies/nitroduck", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35157-YC", + "UNCLEAR8-35157-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。作物基因编辑平台，当前简介及无正文官网未确认AI学习任务；基因编辑/效果方向不自动等AI主营，未核许可、独立效果/实际产品收入。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35224", + "name": "Micora", + "url": "https://www.ycombinator.com/companies/micora", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35224-YC", + "UNCLEAR8-35224-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。集装箱太阳能/储能微电网。自主部署、故障监控及数据中心客户未明确AI模型核心；功率、98% uptime与展示面板不是实销规模/独立可靠性，能源项目与软件ARR需分开。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35261", + "name": "Asakana", + "url": "https://www.ycombinator.com/companies/asakana", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC35261", + "evidenceIds": [ + "UNCLEAR8-35261-YC", + "UNCLEAR8-35261-LAUNCH1", + "UNCLEAR8-35261-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。以AI读取手写/多语订单与历史上下文，匹配商品并写入既有ERP。 官网明确训练于手写资料的AI和搜索，不只创始人Gemini经历；有歧义先交人工，零错误/精度比较为自述。客户节省40%工时、60单/日不作Asakana收入或自身订单量。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-35389", + "name": "Open Actuation", + "url": "https://www.ycombinator.com/companies/open-actuation", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35389-YC", + "UNCLEAR8-35389-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。定制电机/执行器制造，专有设计/加工软件和机器人客户不证明AI模型核心；首工厂每月数千台是产能主张，未给已售/交付或确认收入。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35396", + "name": "Oasive", + "url": "https://www.ycombinator.com/companies/oasive", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC35396", + "evidenceIds": [ + "UNCLEAR8-35396-YC", + "UNCLEAR8-35396-LAUNCH1", + "UNCLEAR8-35396-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。以AI研究助手、估值/提前偿付模型提供利率及机构MBS研究分析。 YC当前强调市政债，官网仍将Municipal/ABS/Corporate列Coming next，按已显示MBS/利率交付保留差异。15+机构desk为采用而非付费；创始人旧350B/17B资产组合及示例2.8B不是公司收入/AUM。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-35455", + "name": "Deploy", + "url": "https://www.ycombinator.com/companies/deploy", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC35455", + "evidenceIds": [ + "UNCLEAR8-35455-YC", + "UNCLEAR8-35455-LAUNCH1", + "UNCLEAR8-35455-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。将通用机器人模型接到具体任务，跟踪执行并将人工干预回流训练。 当前官网聚焦退货、kitting及FBA prep，YC发布明确模型/人工干预训练。保证吞吐、24/7和无capex是公司主张，未独立核实际履约；不是出售机器人或纯软件毛利。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-35457", + "name": "Kairox Systems", + "url": "https://www.ycombinator.com/companies/kairox-systems", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35457-YC", + "UNCLEAR8-35457-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。水空两栖无人系统，未明确学习模型；官网TRL4/仿真及真实测试进行中不同于YC用户验证的商业部署，概念图/军方交流不作付费或独立实证。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35487", + "name": "Streamline Systems", + "url": "https://www.ycombinator.com/companies/streamline-systems", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35487-YC", + "UNCLEAR8-35487-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。无GPS导航模块，当前自报自主飞行/控制器适配不足以确认学习模型；官网403无正文，未独立核实部署、许可或收入。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-35523", + "name": "twentyfour26", + "url": "https://www.ycombinator.com/companies/twentyfour26", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-35523-YC", + "UNCLEAR8-35523-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。CNC快速打样及CAD软件规划，官网明确自营生产/检验、逐步教会加工单元；未明确AI学习模型，自动报价/几何分析不自动等AI。示例程序/验收不作客户订单或实测。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-36088", + "name": "EveryApp", + "url": "https://www.ycombinator.com/companies/everyapp", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "AI074", + "evidenceIds": [ + "UNCLEAR8-36088-YC", + "UNCLEAR8-36088-LAUNCH1", + "UNCLEAR8-36088-HOME", + "UNCLEAR8-36088-SEO-HOME", + "UNCLEAR8-36088-SEO-PRICE" + ], + "note": "原ai-unclear，YC自报2026成立。复用EveryApp（含OpenSEO）AI074；开源自托管、未来托管与当前OpenSEO产品分别保存，用户/星标/Cloudflare费用不作公司收入。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-36114", + "name": "Particularity", + "url": "https://www.ycombinator.com/companies/particularity", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC36114", + "evidenceIds": [ + "UNCLEAR8-36114-YC", + "UNCLEAR8-36114-LAUNCH1", + "UNCLEAR8-36114-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。用AI Agent检查公开网站及投诉，整理带时间戳的执法调查材料。 YC发布明确AI调查；官网普通HTTP403未读正文。court-ready和法条匹配为厂商主张，不代表法院接受/违规已认定；未检查第三方网站或替政府发起行动。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-36411", + "name": "Vyra", + "url": "https://www.ycombinator.com/companies/vyra", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC36411", + "evidenceIds": [ + "UNCLEAR8-36411-YC", + "UNCLEAR8-36411-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。以对话Agent理解用户素材、剪辑/字幕并生成可导出的成片草稿。 官网95591 creators为采用自述非付费，展示播放量也非收入；MCP套餐24/65与内置AI54/129美元符号/月不混算。三日试用、额度和外部模型成本待核，未上传/生成或运行示例。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-36444", + "name": "Odin Robotics", + "url": "https://www.ycombinator.com/companies/odin-robotics", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC36444", + "evidenceIds": [ + "UNCLEAR8-36444-YC", + "UNCLEAR8-36444-LAUNCH1", + "UNCLEAR8-36444-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。用确定性控制配合学习式技能执行机床上下料、包装等多变工序。 官方明确trained models/LLM与学习式技能；试点满意才收费、后续月租/买断分开。演示有2/2.5/3倍速且文字不完全一致，未观看或独立测量吞吐、安全/可靠性。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-36708", + "name": "Sinter", + "url": "https://www.ycombinator.com/companies/sinter-systems", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-36708-YC", + "UNCLEAR8-36708-HOME" + ], + "note": "原ai-unclear，YC自报2025成立。塑料制造及快速报价，官网模流仿真/聚合物模具均Coming soon；autonomous/intelligent宣传未明确现行学习模型。示例模具/产线不是实际订单收入，已售FDM与未来模具分开。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-36774", + "name": "ObsessionDB", + "url": "https://www.ycombinator.com/companies/obsessiondb", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC36774", + "evidenceIds": [ + "UNCLEAR8-36774-YC", + "UNCLEAR8-36774-LAUNCH1", + "UNCLEAR8-36774-HOME", + "UNCLEAR8-36774-PRICE" + ], + "note": "原ai-unclear，YC自报2026成立。以ClickHouse分支及计算存储分离处理Agent日志/轨迹，并提供Agent操作接口。 官网明确Agent隔离只读计算/MCP，分支沙盒Early access、自动伸缩/scale-to-zero Coming with2.0。50TB客户数据及百万请求不是收入；4090 USD/月为默认估算非实际MRR，厂商基准未独立复现。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-37105", + "name": "Tilion", + "url": "https://www.ycombinator.com/companies/tilion", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC37105", + "evidenceIds": [ + "UNCLEAR8-37105-YC", + "UNCLEAR8-37105-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。提供面向Agent的自修复浏览器运行设施。 YC称每天百万级Agent操作，官网只有候补/联系及愿景；规模/自修复/无监督为自述，未取得运行记录、价格/付费或可靠性验证，没有测试访问限制。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-37137", + "name": "Clean", + "url": "https://www.ycombinator.com/companies/clean", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-37137-YC", + "UNCLEAR8-37137-HOME", + "UNCLEAR8-37137-METHOD", + "UNCLEAR8-37137-PRIVACY" + ], + "note": "原ai-unclear，YC自报2026成立。实体信号获客、ICP问答和带来源研究，已读官网/方法/隐私但未明确核心AI模型任务及人工/规则占比；AI Labs名称不单独入表。客户60K签单/120K管线、示例贷款和创始人旧MRR/合同均非Clean当前收入。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-37272", + "name": "The Subvocal Company", + "url": "https://www.ycombinator.com/companies/the-subvocal-company", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC37272", + "evidenceIds": [ + "UNCLEAR8-37272-YC", + "UNCLEAR8-37272-LAUNCH1", + "UNCLEAR8-37272-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。用眼镜RF传感及解码模型把无声发音动作转为文字输入。 10月30发布仍是半便携原型/小数据集，官网最终外形为目标；199美元符号预约不是完整最终价或收入。200+WPM及短校准通用模型未独立核，官网无可读正文/预约页不可访问，不按示意图认定已量产。 补证关联不等独立财务、技术或法律审计。" + }, + { + "id": "YC-AI8-37797", + "name": "STASIS", + "url": "https://www.ycombinator.com/companies/stasis", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-37797-YC", + "UNCLEAR8-37797-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。眼动/健康指标眼镜及自动调光，未取得具体AI模型/学习任务；官网原域跳wearstasis。299预售、激活后才开10/月分析订阅，2026年底至2027初预计出货；不能作当前MRR或临床效度，库存余数/成功提示是页面状态。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-37999", + "name": "RATLOG", + "url": "https://www.ycombinator.com/companies/ratlog", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-37999-YC", + "UNCLEAR8-37999-LAUNCH1", + "UNCLEAR8-37999-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。可复用运载火箭，当前公开资料未明确AI主营。400M发射预约协议非确认销售/ARR；旧Lio经历/航天客户及未来11月热试目标不证明AI/已实现经营，官网403未读正文。 AI主营继续待核，不强行入公司表，也非永久排除。" + }, + { + "id": "YC-AI8-38589", + "name": "Keres", + "url": "https://www.ycombinator.com/companies/keres", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR8-38589-YC", + "UNCLEAR8-38589-HOME" + ], + "note": "原ai-unclear，YC自报2026成立。可复用无人拦截航空器；自主识别/无人飞行未明确学习模型任务，官网仅航天防务简介。创始人军旅经历与成本宣传不当现产品独立性能、交付或收入。 AI主营继续待核，不强行入公司表，也非永久排除。" + } + ] } ], "directoryRechecks": [ @@ -88782,13 +90569,18 @@ "ycId": 36088, "originalStatus": "ai-unclear", "companyId": "AI074", - "reviewedAt": "2026-10-30", + "reviewedAt": "2026-10-31", "evidenceIds": [ "EA-YC", "EA-HOME", - "SEO-HOME" + "SEO-HOME", + "UNCLEAR8-36088-YC", + "UNCLEAR8-36088-LAUNCH1", + "UNCLEAR8-36088-HOME", + "UNCLEAR8-36088-SEO-HOME", + "UNCLEAR8-36088-SEO-PRICE" ], - "reason": "原快照规则初筛未确认AI主营；本次确认Agent应用托管、MCP及OpenSEO产品关联后入表。保留2026成立来源及法律主体待核限制，不更改原初筛状态或928条发现计数。" + "reason": "原快照规则初筛未确认AI主营；本次确认Agent应用托管、MCP及OpenSEO产品关联后入表。保留2026成立来源及法律主体待核限制，不更改原初筛状态或928条发现计数。 2026-10-31末批再次核对，复用原ID，不重复计公司/原928。" }, { "ycId": 30193, @@ -89981,6 +91773,125 @@ "UNCLEAR7-34899-HOME" ], "reason": "本轮明确当前AI任务/专用模型运行或训练交付，补证入表。YC称增长编码Agent/harness，官网当前更明确营销原语，按C06；100+teams为采用自述。Acme/214家Stripe验证等为明确fictional/illustrative演示，不作真实客户付款或收入，未执行页面命令或发信。 不回写1428原发现审计及928初始新增。" + }, + { + "ycId": 35127, + "originalStatus": "ai-unclear", + "companyId": "YC35127", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-35127-YC", + "UNCLEAR8-35127-LAUNCH1", + "UNCLEAR8-35127-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。当前官网明确AI companion、99 USD/月从确认交付后计期，2027-01-20至31预计发货且尚未就绪；与10月发布1099买断加两年Plus不同方案分别保留。读数为非医疗估计，任务演示不证明药物已配发或护理替代。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 35261, + "originalStatus": "ai-unclear", + "companyId": "YC35261", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-35261-YC", + "UNCLEAR8-35261-LAUNCH1", + "UNCLEAR8-35261-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。官网明确训练于手写资料的AI和搜索，不只创始人Gemini经历；有歧义先交人工，零错误/精度比较为自述。客户节省40%工时、60单/日不作Asakana收入或自身订单量。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 35396, + "originalStatus": "ai-unclear", + "companyId": "YC35396", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-35396-YC", + "UNCLEAR8-35396-LAUNCH1", + "UNCLEAR8-35396-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。YC当前强调市政债，官网仍将Municipal/ABS/Corporate列Coming next，按已显示MBS/利率交付保留差异。15+机构desk为采用而非付费；创始人旧350B/17B资产组合及示例2.8B不是公司收入/AUM。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 35455, + "originalStatus": "ai-unclear", + "companyId": "YC35455", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-35455-YC", + "UNCLEAR8-35455-LAUNCH1", + "UNCLEAR8-35455-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。当前官网聚焦退货、kitting及FBA prep，YC发布明确模型/人工干预训练。保证吞吐、24/7和无capex是公司主张，未独立核实际履约；不是出售机器人或纯软件毛利。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 36114, + "originalStatus": "ai-unclear", + "companyId": "YC36114", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-36114-YC", + "UNCLEAR8-36114-LAUNCH1", + "UNCLEAR8-36114-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。YC发布明确AI调查；官网普通HTTP403未读正文。court-ready和法条匹配为厂商主张，不代表法院接受/违规已认定；未检查第三方网站或替政府发起行动。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 36411, + "originalStatus": "ai-unclear", + "companyId": "YC36411", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-36411-YC", + "UNCLEAR8-36411-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。官网95591 creators为采用自述非付费，展示播放量也非收入；MCP套餐24/65与内置AI54/129美元符号/月不混算。三日试用、额度和外部模型成本待核，未上传/生成或运行示例。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 36444, + "originalStatus": "ai-unclear", + "companyId": "YC36444", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-36444-YC", + "UNCLEAR8-36444-LAUNCH1", + "UNCLEAR8-36444-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。官方明确trained models/LLM与学习式技能；试点满意才收费、后续月租/买断分开。演示有2/2.5/3倍速且文字不完全一致，未观看或独立测量吞吐、安全/可靠性。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 36774, + "originalStatus": "ai-unclear", + "companyId": "YC36774", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-36774-YC", + "UNCLEAR8-36774-LAUNCH1", + "UNCLEAR8-36774-HOME", + "UNCLEAR8-36774-PRICE" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。官网明确Agent隔离只读计算/MCP，分支沙盒Early access、自动伸缩/scale-to-zero Coming with2.0。50TB客户数据及百万请求不是收入；4090 USD/月为默认估算非实际MRR，厂商基准未独立复现。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 37105, + "originalStatus": "ai-unclear", + "companyId": "YC37105", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-37105-YC", + "UNCLEAR8-37105-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。YC称每天百万级Agent操作，官网只有候补/联系及愿景；规模/自修复/无监督为自述，未取得运行记录、价格/付费或可靠性验证，没有测试访问限制。 不回写1428原审计及928初始新增。" + }, + { + "ycId": 37272, + "originalStatus": "ai-unclear", + "companyId": "YC37272", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR8-37272-YC", + "UNCLEAR8-37272-LAUNCH1", + "UNCLEAR8-37272-HOME" + ], + "reason": "当前资料补足AI任务/专用运行设施，补证入表。10月30发布仍是半便携原型/小数据集，官网最终外形为目标；199美元符号预约不是完整最终价或收入。200+WPM及短校准通用模型未独立核，官网无可读正文/预约页不可访问，不按示意图认定已量产。 不回写1428原审计及928初始新增。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index c7bc9f0..c4f8373 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-7", + "version": "2026-10-31-ai-unclear-8", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核七批168项：93新增、6复用、69保留AI主营待核；另此前OpenSEO1项，合计169项有后续记录，其余23项继续。原发现审计/928初始新增不回写。Nori机器人与健康软件分开；Letter当前营销、Kailash当前机器人与YC旧方向差异保留。Nori硬件sales、预付计算余额、客户节省/机队、旧药房/app收入和虚构支付演示不进平台MRR；Graphify函数solver/预算边界及自有基准不当独立验证，生物/材料/自主硬件AI核心缺项继续核。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已按原顺序补核八批192项：103新增、7复用（含此前已核EveryApp）、82保留AI主营待核，共110关联；没有再把EveryApp额外加1，全池192项均有可回查后续记录。原发现审计/928初始新增不回写；已读全池不等82项均确认AI，更不等268年范围外/缺失、6日期冲突和其他来源全部完成。Rhem交付后租赁/旧买断、Subvocal预约、EveryApp托管计划/Cloudflare费/OpenSEO套餐、ObsessionDB资源估算与BYOC年度运维分开，不新增可比MRR；市政债未来模块、原型/健康/倍速演示及Clean模型实现缺项保留。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index d03916b..0b54202 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-7", + "sourceVersion": "2026-10-31-ai-unclear-8", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", diff --git a/scripts/audit-ai-research.py b/scripts/audit-ai-research.py index 281c2d4..5b36e82 100644 --- a/scripts/audit-ai-research.py +++ b/scripts/audit-ai-research.py @@ -121,6 +121,31 @@ def candidate_register(): return lines +def uncertain_ai_followups(): + original = {row['source']: row for row in AUDIT['records'] if row['status'] == 'ai-unclear'} + rows = [row for batch in DATA.get('candidateBatches', []) + if batch['id'].startswith('YC-AI-UNCLEAR-') for row in batch['records']] + if not rows: + return [] + urls = [row['url'] for row in rows] + assert len(set(urls)) == len(urls), 'Duplicate AI-relevance follow-up URL' + rechecks = {row['ycId']: row for row in DATA.get('directoryRechecks', [])} + counts = Counter(row['status'] for row in rows) + assert set(counts) <= {'linked', 'pending-ai'} + for row in rows: + assert row['url'] in original and row.get('evidenceIds') + baseline = original[row['url']] + if row['status'] == 'linked': + assert rechecks[baseline['ycId']]['companyId'] == row['companyId'] + else: + assert not row.get('companyId') and baseline['ycId'] not in rechecks + unread = len(original) - len(rows) + assert unread >= 0 + return ['', '## 原AI主营不明名单的后续覆盖', '', + f"原名单{len(original)}项，已有后续记录{len(rows)}项：{counts['linked']}项关联公司、{counts['pending-ai']}项仍待核AI主营，{unread}项尚无本批系列的后续记录。计数按原始YC页面去重；EveryApp此前的独立复核与末批记录不重复相加。", '', + '读完名单只证明每项有可回查的处理记录，不证明待核项均为AI公司，也不证明法律主体、收入或技术效果已独立验证。原始发现审计保持不变，成立年范围外/缺失、成立冲突及其他来源的缺项仍单列。', ''] + + def directory_rechecks(): rows = DATA.get('directoryRechecks', []) if not rows: @@ -217,13 +242,14 @@ def render(): lines.append(f"| {name} | {len(entries)} | {len({e['url'] for e in entries})} | {note} |") others = [e for e in DATA['evidence'] if urlsplit(e['url']).netloc not in included] lines.append(f"| 其他官网、评测及公开资料 | {len(others)} | {len({e['url'] for e in others})} | 按每条来源限制理解，不能统一当作独立证据 |") + lines += uncertain_ai_followups() lines += directory_rechecks() lines += source_register() lines += context_methods() lines += candidate_register() lines += ['', '## 尚未满足的研究条件', '', '行业ARR比较仍缺统一业务截止日、币种、经常性定义和业务边界。现有平台MRR可描述已采集产品，不足以代表全部新公司。技术评测只覆盖所列版本与任务，不宜跨领域汇总为统一强弱分数。', '', - '下一轮优先补收入线索的日期及合同定义、非YC和非英文来源、规则初分的人工复核，以及停止服务或被收购案例。这样能减少“只见赢家”和“只见融资公司”的偏差。公开来源池之外的未披露公司仍无法证明已被穷尽。', '', + '下一轮优先补收入线索的日期及合同定义、成立年冲突、AI主营仍待核项、非YC和非英文来源，以及停止服务或被收购案例。这样能减少“只见赢家”和“只见融资公司”的偏差。公开来源池之外的未披露公司仍无法证明已被穷尽。', '', ] return '\n'.join(lines) From feb4de220d2f05d1af05e90ca1a36d4079b86fbd Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 04:48:47 +0800 Subject: [PATCH 29/29] =?UTF-8?q?=E8=A1=A5=E6=A0=B86=E9=A1=B9=E6=88=90?= =?UTF-8?q?=E7=AB=8B=E5=86=B2=E7=AA=81=E5=B9=B6=E6=8B=86=E5=88=86=E6=97=A7?= =?UTF-8?q?=E5=B9=B4=E4=BB=BD=E4=B8=8E=E7=BC=BA=E5=B9=B4=E5=80=99=E9=80=89?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- apps/docs/scripts/auth-cli.ts | 2 +- apps/docs/tests/research.test.ts | 29 +- content/research/ai-companies.seed.json | 481 ++++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- scripts/audit-ai-research.py | 27 +- 6 files changed, 537 insertions(+), 8 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 5358205..edc1a41 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,7 +184,7 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1154); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 3274); + assert.equal(research.evidence.length, 3303); assert.equal(research.observations.length, 453); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 175a2ea..50ddb07 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,7 +24,7 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1154); - assert.equal(initial.evidence.length, 3274); + assert.equal(initial.evidence.length, 3303); assert.equal(initial.observations.length, 453); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); @@ -406,7 +406,7 @@ test("unreconciled directory financials remain source reviews instead of income assert.ok(review.evidenceIds.includes("PH-TANA-DR")); assert.equal(reviewCompanyIds(snapshot, review).length, 0); assert.ok(!snapshot.observations.some((o) => o.evidence === "PH-TANA-DR")); - assert.equal(snapshot.candidateBatches!.flatMap((b) => b.records).filter((r) => r.status === "pending-year").length, 18); + assert.equal(snapshot.candidateBatches!.flatMap((b) => b.records).filter((r) => r.status === "pending-year").length, 24); }); test("product pivots and founder histories do not become new company years or current revenue", () => { @@ -748,6 +748,31 @@ test("the final uncertain cohort separates delivery-start rentals, reservations assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR8-"))); }); +test("founding conflicts preserve old product history without creating new companies or revenue", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-DATE-CONFLICT-1")!; + const original = coverageAudit.records.filter((r) => r.status === "date-conflict"); + assert.equal(batch.complete, false); + assert.equal(batch.records.length, 6); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(new Set(batch.records.map((r) => r.url)).size, original.length); + for (const row of batch.records) { + assert.equal(row.status, "pending-year"); + assert.equal(row.companyId, undefined); + const evidence = snapshot.evidence.filter((e) => row.evidenceIds!.includes(e.id)); + assert.equal(evidence.length, row.evidenceIds!.length); + assert.ok(evidence.every((e) => e.companyId === null)); + assert.ok(evidence.some((e) => e.publishedAt?.startsWith("2025-")), "old product launch remains explicit"); + assert.ok(!snapshot.companies.some((c) => c.evidenceIds.some((eid) => row.evidenceIds!.includes(eid)))); + } + assert.match(batch.records.find((r) => r.name === "Layers")!.note, /未确认当前AI核心/); + assert.ok(!snapshot.observations.some((o) => o.evidence.startsWith("YEARCONFLICT1-"))); + const excluded = coverageAudit.records.filter((r) => r.status === "year-outside-or-missing"); + assert.equal(excluded.filter((r) => r.foundedYear === null).length, 54); + assert.equal(excluded.filter((r) => r.foundedYear !== null).length, 214); + assert.ok(excluded.filter((r) => r.foundedYear !== null).every((r) => ![2025, 2026].includes(r.foundedYear!))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 73e6cfc..9e4e9ff 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-8", + "version": "2026-10-31-founding-conflicts-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -78957,6 +78957,325 @@ "kind": "公司自述官方资料复核", "summary": "原第169—192项：10新增、1复用EveryApp、13继续AI主营待核；八批192项全池逐条有后续记录。", "limitation": "110项关联公司、82项继续AI主营待核；已读不是全部确认AI，也非所有来源/财务/技术研究完成，1428原发现审计不回写。" + }, + { + "id": "YEARCONFLICT1-26144-YC", + "companyId": null, + "title": "MSPilot：现行YC成立年与旧批次", + "url": "https://www.ycombinator.com/companies/mspilot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现行目录列2026成立、Fall 2025，团队自报3；Turn AI adoption into a recurring revenue line.", + "limitation": "批次不等成立年；同页旧产品/创始人经历不自动认定同法人；团队数字未独立确认。" + }, + { + "id": "YEARCONFLICT1-26144-LAUNCH1", + "companyId": null, + "title": "OpenBuilder编码产品发布", + "url": "https://www.ycombinator.com/launches/Ong-openbuilder-open-source-alternative-to-lovable", + "publishedAt": "2025-11-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI应用构建、VSCode体验及付费人工开发协助；开源完整发布在原文仍是coming soon。", + "limitation": "旧EasyCode 1.5M开发者安装为前产品经历；发布与现MSPilot法人连续、收入及成立年待核。" + }, + { + "id": "YEARCONFLICT1-30226-YC", + "companyId": null, + "title": "Elip AI：现行YC成立年与旧批次", + "url": "https://www.ycombinator.com/companies/elip-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现行目录列2026成立、Winter 2025，团队自报4；Cooking something sweet and salty! ", + "limitation": "批次不等成立年；同页旧产品/创始人经历不自动认定同法人；团队数字未独立确认。" + }, + { + "id": "YEARCONFLICT1-30226-LAUNCH1", + "companyId": null, + "title": "Tejas银行风险决策发布", + "url": "https://www.ycombinator.com/launches/MxA-tejas-ai-ai-powered-risk-decisioning-for-bfsi", + "publishedAt": "2025-03-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "银行规则/策略仿真与决策引擎，并非现Elip求职产品。", + "limitation": "Tartan旧事业8倍增长与30品牌非Elip收入/当前付费，发布不证明现法人成立。" + }, + { + "id": "YEARCONFLICT1-30671-YC", + "companyId": null, + "title": "Panoptive：现行YC成立年与旧批次", + "url": "https://www.ycombinator.com/companies/panoptive", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现行目录列2026成立、Summer 2025，团队自报2；Agent systems for clinical development work", + "limitation": "批次不等成立年；同页旧产品/创始人经历不自动认定同法人；团队数字未独立确认。" + }, + { + "id": "YEARCONFLICT1-30671-LAUNCH1", + "companyId": null, + "title": "AgentHub测试环境发布", + "url": "https://www.ycombinator.com/launches/O6a-agenthub-the-staging-environment-for-your-ai-agents", + "publishedAt": "2025-08-02", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI Agent staging、轨迹和LLM/人工/规则评分；当前Panoptive转向临床运营。", + "limitation": "2025产品存在可核，但名称映射不单独证明现公司法人或精确成立年；功能/效果自述未实测。" + }, + { + "id": "YEARCONFLICT1-30975-YC", + "companyId": null, + "title": "MadeThis：现行YC成立年与旧批次", + "url": "https://www.ycombinator.com/companies/madethis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现行目录列2026成立、Fall 2025，团队自报3；The autonomous business platform", + "limitation": "批次不等成立年；同页旧产品/创始人经历不自动认定同法人；团队数字未独立确认。" + }, + { + "id": "YEARCONFLICT1-30975-LAUNCH1", + "companyId": null, + "title": "MadeThis业务平台发布", + "url": "https://www.ycombinator.com/launches/SBs-madethis-the-platform-for-self-driving-businesses", + "publishedAt": "2026-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "2026-07-30称100天启动2万业务及平台上产生销售金额。", + "limitation": "业务/销售为客户采用及平台经手口径，未说明平台净收费；不能当自身ARR或证明新法人2026成立。" + }, + { + "id": "YEARCONFLICT1-30975-LAUNCH2", + "companyId": null, + "title": "Castari运行时2026发布", + "url": "https://www.ycombinator.com/launches/PTN-castari-the-runtime-for-agents-that-need-a-computer", + "publishedAt": "2026-02-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent沙盒计算、运行编排及工具环境公开beta。", + "limitation": "旧消费者产品用户及RunPod收入不迁当前公司，2026新版发布不消除2025沿革。" + }, + { + "id": "YEARCONFLICT1-30975-LAUNCH3", + "companyId": null, + "title": "Castari运行时2025发布", + "url": "https://www.ycombinator.com/launches/OrV-castari-vercel-for-ai-agents", + "publishedAt": "2025-11-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "2025-11-17以Claude Agent SDK为主的安全沙盒托管及有限试点，其他框架尚为计划。", + "limitation": "旧RunPod收入/消费者产品2M采用不作Castari收入；公开仓库链接未在本批读取或运行，不升级公开技术证据。" + }, + { + "id": "YEARCONFLICT1-30983-YC", + "companyId": null, + "title": "Layers：现行YC成立年与旧批次", + "url": "https://www.ycombinator.com/companies/layers", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现行目录列2026成立、Fall 2025，团队自报2；Improve your appearance by measuring, understanding, and tracking…", + "limitation": "批次不等成立年；同页旧产品/创始人经历不自动认定同法人；团队数字未独立确认。" + }, + { + "id": "YEARCONFLICT1-30983-LAUNCH1", + "companyId": null, + "title": "Telemetron硬件支持发布", + "url": "https://www.ycombinator.com/launches/OlP-telemetron-the-support-platform-that-understands-hardware", + "publishedAt": "2025-11-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI支持Agent联动硬件遥测、退换/保修与服务工作流。", + "limitation": "2025硬件支持产品不能证明现健康服务AI核心或现法人年份；创始人Starlink旧业绩不迁移。" + }, + { + "id": "YEARCONFLICT1-30999-YC", + "companyId": null, + "title": "Antigen：现行YC成立年与旧批次", + "url": "https://www.ycombinator.com/companies/antigen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现行目录列2026成立、Fall 2025，团队自报5；Continuous offensive security for the enterprise.", + "limitation": "批次不等成立年；同页旧产品/创始人经历不自动认定同法人；团队数字未独立确认。" + }, + { + "id": "YEARCONFLICT1-30999-LAUNCH1", + "companyId": null, + "title": "Zag PR审查产品发布", + "url": "https://www.ycombinator.com/launches/Ob1-zag-ai-review-agents-for-every-pr", + "publishedAt": "2025-10-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI审查Agent与Apple CI计算，并有工程师支持。", + "limitation": "0.015美元符号/分钟是旧计算报价；Google功能收入、集体漏洞奖励及创始人旧事业非Antigen收入/ARR。" + }, + { + "id": "YEARCONFLICT1-26144-HOME", + "companyId": null, + "title": "MSPilot：现行业务", + "url": "https://www.mspilot.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "MSP跨租户Agent构建、治理及渠道转售，按客户端模型/标记加价。", + "limitation": "示例5500月销售/2500利润及500平台费是客户场景计算器，不是MSPilot真实账单/收入，未取合同或独立财务。" + }, + { + "id": "YEARCONFLICT1-30226-HOME", + "companyId": null, + "title": "Elip AI：现行业务", + "url": "https://tryelip.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI求职Agent与简历匹配，求职者免费，雇主招聘成功后付费。", + "limitation": "与旧银行Tejas产品任务不同；收费机制不是实际回款/ARR，地址不当注册日期。" + }, + { + "id": "YEARCONFLICT1-30671-HOME", + "companyId": null, + "title": "Panoptive：现行业务", + "url": "https://panoptive.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "临床开发数据管理、运营监督及QA Agent，共享证据和人工审查。", + "limitation": "页面示例为合成数据，不当实际客户试验/独立临床验证；没有补足新旧主体及成立年。" + }, + { + "id": "YEARCONFLICT1-30975-HOME", + "companyId": null, + "title": "MadeThis：现行业务", + "url": "https://www.madethis.com/about", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自述由Castar Ventures, Inc.建设业务AI平台，连接创建、支付、营销及运营。", + "limitation": "当前运营者自述不等登记核验；旧Castari、现品牌和旧RunPod业绩不据同创始人合并收入或推成立年。" + }, + { + "id": "YEARCONFLICT1-30983-HOME", + "companyId": null, + "title": "Layers：现行业务", + "url": "https://www.layers.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "60分钟线下健康/外观测量，150+指标，年度/季度服务；旧金山开放，纽约/洛杉矶待开。", + "limitation": "当前AI核心仅用户评价不足以确认；测量/临床效果/实际会员付费未核，旧Telemetron业务单列。" + }, + { + "id": "YEARCONFLICT1-30999-HOME", + "companyId": null, + "title": "Antigen：现行业务", + "url": "https://antigen.sh/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI持续安全测试/修复，报告均由研究员审阅，提供托管或客户环境部署。", + "limitation": "人工投入和软件收费待拆；Acme演示不是独立客户/效果，未运行测试，不把网站主张当技术验证。" + }, + { + "id": "YEARCONFLICT1-26144-ABOUT", + "companyId": null, + "title": "MSPilot团队及前事业范围", + "url": "https://www.mspilot.io/about", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "现团队介绍将编码工具、Baseten及家族MSP经历并列。", + "limitation": "1.5M旧安装、前雇主13B估值、家族30年业务不是现公司成立/收入证据，早期设计伙伴不等当前付费。" + }, + { + "id": "YEARCONFLICT1-30226-ABOUT", + "companyId": null, + "title": "Elip现运营者与收费机制", + "url": "https://tryelip.ai/about", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自述产品属Freshview Innovations, Inc.，Delaware公司；雇主按录用付费。", + "limitation": "未给公司登记年/编号或与Tejas法律关系，不把Inc/地址或免费求职端当注册年/零营收。" + }, + { + "id": "YEARCONFLICT1-30226-TERMS", + "companyId": null, + "title": "Elip条款日期与主体", + "url": "https://tryelip.ai/terms", + "publishedAt": "2026-09-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "条款2026-07-01生效、2026-09-28更新；运营者Freshview Innovations, Inc.。", + "limitation": "生效/更新不是公司注册日；当前求职服务与旧银行产品关系仍待核。" + }, + { + "id": "YEARCONFLICT1-30671-COMPANY", + "companyId": null, + "title": "Panoptive当前公司与临床工作流", + "url": "https://panoptive.com/company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "临床Agent流程、可检查证据和人工复核；页面列4个招聘角色。", + "limitation": "招聘4角色不是实际员工数或付款客户；页面没有确证注册年/AgentHub法律关系，未作临床效果判断。" + }, + { + "id": "YEARCONFLICT1-30975-TERMS", + "companyId": null, + "title": "MadeThis运营者及客户资金边界", + "url": "https://www.madethis.com/terms", + "publishedAt": "2026-09-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "运营者Castar Ventures, Inc.；条款明确客户销售款及第三方广告资金不是平台订阅或用量费用。", + "limitation": "2026-09-12更新及SMS条款日期不是注册日；订阅/用量/加购、客户销售及广告预算分别核，法律沿革未证。" + }, + { + "id": "YEARCONFLICT1-30975-PRICE", + "companyId": null, + "title": "MadeThis订阅与资源额度", + "url": "https://www.madethis.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原文$49/$79/$199月费含5000/10000/30000月额度，企业方案5000/月起；另设模型成本日上限。", + "limitation": "报价不等实际MRR；月额度不滚存、top-up不失效，外部模型/人工/广告成本需拆，币种不从$推定。" + }, + { + "id": "YEARCONFLICT1-30983-TERMS", + "companyId": null, + "title": "Layers服务条款日期与限制", + "url": "https://www.layers.bio/terms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "条款标2026年7月更新，提供测量及解释；未列可验证注册日。", + "limitation": "条款日不作成立日，测量不等独立临床效果或AI实现，现主体与Telemetron关系待核。" + }, + { + "id": "YEARCONFLICT1-30999-TERMS", + "companyId": null, + "title": "Antigen现运营者", + "url": "https://antigen.sh/terms", + "publishedAt": "2026-08-03", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "2026-08-03条款称Claybird Inc. d/b/a Antigen。", + "limitation": "运营者名称非独立注册证据；条款更新不证明2026新创，Zag/旧SaaS/雇主收入不归现公司。" + }, + { + "id": "YEARCONFLICT1-INDEX-POOL", + "companyId": null, + "title": "原成立年冲突6项补核", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "6项当前2026成立/2025批次均有2025旧品牌发布；按现行业务初分类，全部保留成立年待核。", + "limitation": "未凭旧发布强改2025、未凭条款日期认定2026；法律连续/注册日、Layers现AI核心和全部财务仍有缺项。" } ], "reviews": [ @@ -85095,6 +85414,56 @@ "UNCLEAR7-INDEX" ], "handling": "名单已读范围完整，但82缺项尚未解决；268年范围外/缺失、6成立冲突及其他来源边界仍继续，不能称全部研究完成，原1428/928发现计数不改。" + }, + { + "id": "YEARCONFLICT1-R-DATES", + "type": "旧产品、品牌及运营主体不替代注册证据", + "company": "YC成立年冲突6项及原年份快照", + "scope": "dataset", + "summary": "MSPilot/OpenBuilder、Elip/Tejas、Panoptive/AgentHub、MadeThis/Castari、Layers/Telemetron、Antigen/Zag均保留2025旧发布与2026目录字段。", + "evidenceIds": [ + "YEARCONFLICT1-INDEX-POOL", + "YEARCONFLICT1-26144-YC", + "YEARCONFLICT1-26144-LAUNCH1", + "YEARCONFLICT1-30226-YC", + "YEARCONFLICT1-30226-LAUNCH1", + "YEARCONFLICT1-30671-YC", + "YEARCONFLICT1-30671-LAUNCH1", + "YEARCONFLICT1-30975-YC", + "YEARCONFLICT1-30975-LAUNCH1", + "YEARCONFLICT1-30975-LAUNCH2", + "YEARCONFLICT1-30975-LAUNCH3", + "YEARCONFLICT1-30983-YC", + "YEARCONFLICT1-30983-LAUNCH1", + "YEARCONFLICT1-30999-YC", + "YEARCONFLICT1-30999-LAUNCH1" + ], + "handling": "6项均pending-year无主公司ID；官网条款/运营者及创始人链不足以认定同法人或新设公司，不按批次/版权/条款日期改年。" + }, + { + "id": "YEARCONFLICT1-R-REVENUE", + "type": "客户销售、情景计算器及前事业与平台收入分开", + "company": "YC成立年冲突6项及原年份快照", + "scope": "dataset", + "summary": "MSPilot客户利润模拟、MadeThis客户销售与广告资金、RunPod/Google等前雇主收入及旧事业MRR不当当前公司收入。", + "evidenceIds": [ + "YEARCONFLICT1-26144-HOME", + "YEARCONFLICT1-30975-TERMS", + "YEARCONFLICT1-30975-PRICE", + "YEARCONFLICT1-30999-LAUNCH1" + ], + "handling": "无新增观测或可比MRR；Elip按录用、Layers线下测量、Antigen研究员复核与软件订阅需拆，成立与主体未明前不补主公司数。" + }, + { + "id": "YEARCONFLICT1-R-YEAR-COUNTS", + "type": "原年份范围外和缺失分开统计", + "company": "YC成立年冲突6项及原年份快照", + "scope": "dataset", + "summary": "原268项中214项目录列2022—2024（2022年4、2023年30、2024年180），54项无成立年份；另6项日期冲突均新增待核记录。", + "evidenceIds": [ + "YEARCONFLICT1-INDEX-POOL" + ], + "handling": "计数直接来自原发现快照，不是214家独立注册核验或本轮重新读完；54缺年、6冲突与82 AI待核分别推进，原快照/初筛不回写。" } ], "coverage": { @@ -90562,6 +90931,116 @@ "note": "原ai-unclear，YC自报2026成立。可复用无人拦截航空器；自主识别/无人飞行未明确学习模型任务，官网仅航天防务简介。创始人军旅经历与成本宣传不当现产品独立性能、交付或收入。 AI主营继续待核，不强行入公司表，也非永久排除。" } ] + }, + { + "id": "YC-DATE-CONFLICT-1", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原1428条发现中6项成立年与批次冲突全池补核；6项都已有可回查旧产品发布及现官网，但注册/新旧主体连续未证，全部pending-year，不新增公司或收入。Layers当前AI核心另待核。", + "complete": false, + "records": [ + { + "id": "YC-YEAR1-26144", + "name": "MSPilot", + "url": "https://www.ycombinator.com/companies/mspilot", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "pending-year", + "note": "当前MSP多租户Agent部署/治理及转售平台，2025-11-09旧发布为OpenBuilder编码工具。YC列2026成立、Fall2025；旧EasyCode安装及创始团队经历不能补新主体成立或当前规模。官网利润计算器是MSP客户情景，非自身MRR；注册/品牌与主体沿革待核。", + "evidenceIds": [ + "YEARCONFLICT1-26144-YC", + "YEARCONFLICT1-26144-LAUNCH1", + "YEARCONFLICT1-26144-HOME", + "YEARCONFLICT1-26144-ABOUT" + ] + }, + { + "id": "YC-YEAR1-30226", + "name": "Elip AI", + "url": "https://www.ycombinator.com/companies/elip-ai", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "pending-year", + "note": "当前WhatsApp求职匹配Agent，求职者免费、雇主录用后付费；2025-03-04旧发布为Tejas银行风控。YC列2026成立、Winter2025；官网运营者Freshview Innovations, Inc.，条款生效/更新不是注册日，品牌与主体连续待核，不迁移Tartan旧增长或客户数。", + "evidenceIds": [ + "YEARCONFLICT1-30226-YC", + "YEARCONFLICT1-30226-LAUNCH1", + "YEARCONFLICT1-30226-HOME", + "YEARCONFLICT1-30226-ABOUT", + "YEARCONFLICT1-30226-TERMS" + ] + }, + { + "id": "YC-YEAR1-30671", + "name": "Panoptive", + "url": "https://www.ycombinator.com/companies/panoptive", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-year", + "note": "当前临床开发数据/运营/质量Agent及人工审查，2025-08-02旧发布为AgentHub通用Agent测试环境。YC列2026成立、Summer2025；同页面/创始人链只支持产品沿革线索，不能确认同法人或新成立年；官网示例为合成数据，招聘数不当实际团队。", + "evidenceIds": [ + "YEARCONFLICT1-30671-YC", + "YEARCONFLICT1-30671-LAUNCH1", + "YEARCONFLICT1-30671-HOME", + "YEARCONFLICT1-30671-COMPANY" + ] + }, + { + "id": "YC-YEAR1-30975", + "name": "MadeThis", + "url": "https://www.ycombinator.com/companies/madethis", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "pending-year", + "note": "当前自营业务AI团队/网站支付营销平台；2025-11-17及2026-02-17旧发布Castari Agent运行时。YC列2026成立、Fall2025，官网运营者Castar Ventures, Inc.；2026条款日期不作注册日。客户销售款、广告预算、平台收费及RunPod旧收入分开，法律连续待核。", + "evidenceIds": [ + "YEARCONFLICT1-30975-YC", + "YEARCONFLICT1-30975-LAUNCH1", + "YEARCONFLICT1-30975-LAUNCH2", + "YEARCONFLICT1-30975-LAUNCH3", + "YEARCONFLICT1-30975-HOME", + "YEARCONFLICT1-30975-TERMS", + "YEARCONFLICT1-30975-PRICE" + ] + }, + { + "id": "YC-YEAR1-30983", + "name": "Layers", + "url": "https://www.ycombinator.com/companies/layers", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-year", + "note": "当前线下皮肤/头发/身体/代谢测量及年度/季度服务，2025-11-05旧发布Telemetron硬件AI支持。YC列2026成立、Fall2025；仅现行用户评价提及AI，未确认当前AI核心任务。新旧业务/主体、注册和收费履约均待核；测量项数及旧Starlink自动化不当当前收入。", + "evidenceIds": [ + "YEARCONFLICT1-30983-YC", + "YEARCONFLICT1-30983-LAUNCH1", + "YEARCONFLICT1-30983-HOME", + "YEARCONFLICT1-30983-TERMS" + ] + }, + { + "id": "YC-YEAR1-30999", + "name": "Antigen", + "url": "https://www.ycombinator.com/companies/antigen", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "pending-year", + "note": "当前AI持续安全测试、补丁和研究员人工复核服务，2025-10-10旧发布Zag PR审查/Apple CI。YC列2026成立、Fall2025，现行条款运营者Claybird Inc. d/b/a Antigen；条款日期不证明注册。旧雇主收入、创始人旧SaaS MRR及漏洞奖励不迁当前收入；演示Acme不是实际客户证据。", + "evidenceIds": [ + "YEARCONFLICT1-30999-YC", + "YEARCONFLICT1-30999-LAUNCH1", + "YEARCONFLICT1-30999-HOME", + "YEARCONFLICT1-30999-TERMS" + ] + } + ] } ], "directoryRechecks": [ diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index c4f8373..75198e9 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-8", + "version": "2026-10-31-founding-conflicts-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已按原顺序补核八批192项：103新增、7复用（含此前已核EveryApp）、82保留AI主营待核，共110关联；没有再把EveryApp额外加1，全池192项均有可回查后续记录。原发现审计/928初始新增不回写；已读全池不等82项均确认AI，更不等268年范围外/缺失、6日期冲突和其他来源全部完成。Rhem交付后租赁/旧买断、Subvocal预约、EveryApp托管计划/Cloudflare费/OpenSEO套餐、ObsessionDB资源估算与BYOC年度运维分开，不新增可比MRR；市政债未来模块、原型/健康/倍速演示及Clean模型实现缺项保留。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已按原顺序补核八批192项：103新增、7复用（含此前已核EveryApp）、82保留AI主营待核，共110关联；没有再把EveryApp额外加1，全池192项均有可回查后续记录。原发现审计/928初始新增不回写；已读全池不等82项均确认AI，更不等268年范围外/缺失、6日期冲突和其他来源全部完成。Rhem交付后租赁/旧买断、Subvocal预约、EveryApp托管计划/Cloudflare费/OpenSEO套餐、ObsessionDB资源估算与BYOC年度运维分开，不新增可比MRR；市政债未来模块、原型/健康/倍速演示及Clean模型实现缺项保留。 原268项年份范围外/缺失已按原快照拆为214项列2022—2024（4/30/180）和54项无年，不称214项本轮登记核验。另6项日期冲突全池已补现官网和2025旧发布，均成立年待核，未新增公司；运营者/条款日期不替注册证据，Layers现AI核心待核，客户销售/利润计算器和前事业收入排除。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 0b54202..bd7f520 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-8", + "sourceVersion": "2026-10-31-founding-conflicts-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", diff --git a/scripts/audit-ai-research.py b/scripts/audit-ai-research.py index 5b36e82..9c5683b 100644 --- a/scripts/audit-ai-research.py +++ b/scripts/audit-ai-research.py @@ -146,6 +146,24 @@ def uncertain_ai_followups(): '读完名单只证明每项有可回查的处理记录，不证明待核项均为AI公司，也不证明法律主体、收入或技术效果已独立验证。原始发现审计保持不变，成立年范围外/缺失、成立冲突及其他来源的缺项仍单列。', ''] +def founding_year_followups(): + original = {row['source']: row for row in AUDIT['records'] if row['status'] == 'date-conflict'} + rows = [row for batch in DATA.get('candidateBatches', []) + if batch['id'].startswith('YC-DATE-CONFLICT-') for row in batch['records']] + urls = [row['url'] for row in rows] + assert len(set(urls)) == len(urls), 'Duplicate founding-conflict follow-up URL' + assert set(urls) <= set(original), 'Unknown founding-conflict follow-up URL' + evidence = {row['id']: row for row in DATA['evidence']} + for row in rows: + assert row['status'] == 'pending-year' and not row.get('companyId') + assert row.get('evidenceIds') and all(eid in evidence for eid in row['evidenceIds']) + assert all(evidence[eid]['companyId'] is None for eid in row['evidenceIds']) + unread = len(original) - len(rows) + return ['', '## 原成立年冲突名单的后续覆盖', '', + f"原名单{len(original)}项，已有后续记录{len(rows)}项，均保留成立年待核，{unread}项尚无本系列后续记录。当前业务初分类见候选表，不计入主公司表及收入统计。", '', + '2025旧品牌发布可证明当时已有产品材料；当前目录的2026字段、批次、条款日期和运营者名称不能单独证明法律主体成立或新旧主体连续。未据此强改成立年。Layers当前AI核心仍另待核。', ''] + + def directory_rechecks(): rows = DATA.get('directoryRechecks', []) if not rows: @@ -192,6 +210,11 @@ def render(): 'year-outside-or-missing': cov['otherOrMissingYear'], 'ai-unclear': cov['unclearAI'], 'date-conflict': cov['dateConflicts']} assert len({x['ycId'] for x in AUDIT['records']}) == len(AUDIT['records']) + excluded_years = Counter(x['foundedYear'] for x in AUDIT['records'] if x['status'] == 'year-outside-or-missing') + outside_years = {year: count for year, count in excluded_years.items() if year is not None} + assert all(year not in (2025, 2026) for year in outside_years) + assert sum(outside_years.values()) + excluded_years[None] == cov['otherOrMissingYear'] + year_detail = '、'.join(f'{year}年{count}项' for year, count in sorted(outside_years.items())) lines = ['# AI 公司资料覆盖与缺项', '', f"截至 {DATA['asOf']}，研究表含{len(companies):,}条公司或产品记录。YC候选池有逐条读取审计；其他来源为定向补充。清单尚不能作为全球AI公司普查，也不能将收入未知解释为零。", '', '验收范围已于2026-10-30确认为：以确认的公开来源清单为边界，逐条核对并标明缺项。下方区分已逐条审计的候选池与定向补充来源；已使用某来源不代表该来源已被完整覆盖。', '', @@ -203,7 +226,8 @@ def render(): f"| 初筛匹配 | {cov['matchingProfiles']:,} | 成立年及AI相关描述通过初筛，尚非逐家商业验证 |", f"| 与原表重合 | {cov['existingProfiles']} | URL匹配，未再次新增 |", f"| 新增目录记录 | {cov['newProfiles']:,} | 原始入表来源，后续深化不改变发现计数 |", - f"| 年份不符或缺失 | {cov['otherOrMissingYear']} | 此轮不作为成立年匹配项 |", + f"| 原目录列为范围外年份 | {sum(outside_years.values())} | {year_detail}；原快照自述，不是独立登记核验 |", + f"| 原目录未给成立年 | {excluded_years[None]} | 与已列范围外年份分开，仍待补证 |", f"| AI业务待确认 | {cov['unclearAI']} | 不强行把背景关键词当主营 |", f"| 成立年与批次冲突 | {cov['dateConflicts']} | 另保留核查记录 |", '', f"全表由{depth}条目录基础项和{len(companies)-depth}条个案或平台记录组成。候选池已匹配项之外另有{len(companies)-cov['matchingProfiles']}条记录，包含其他来源及发布/转型对照；其中已有{promoted}条原目录记录深化为个案，仍保留目录来源。两种统计边界不同。候选池数字只是该镜像快照的覆盖，Bud等后续定向补充不回填为原候选池已覆盖。", '', @@ -243,6 +267,7 @@ def render(): others = [e for e in DATA['evidence'] if urlsplit(e['url']).netloc not in included] lines.append(f"| 其他官网、评测及公开资料 | {len(others)} | {len({e['url'] for e in others})} | 按每条来源限制理解，不能统一当作独立证据 |") lines += uncertain_ai_followups() + lines += founding_year_followups() lines += directory_rechecks() lines += source_register() lines += context_methods()