From 1e716c36b23eac990bbdb9d64191a7a2bd8fb35c Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 00:29:52 +0800 Subject: [PATCH 1/5] 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 2/5] 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 3/5] 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 f41d9e0d533305cb7eb418a8a43e55964f6a85c5 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:51:26 +0800 Subject: [PATCH 4/5] 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 5/5] 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",