From f41d9e0d533305cb7eb418a8a43e55964f6a85c5 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:51:26 +0800 Subject: [PATCH] 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",