From 8e5df06fdd47fcb3b0351536e2c938f58ded5441 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:07:22 +0800 Subject: [PATCH 01/10] research: review industry workflows and historical ARR boundaries --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 12 +- content/research/ai-companies.seed.json | 1067 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 884 insertions(+), 205 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index abe5800..f943bef 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1858); - assert.equal(research.observations.length, 237); + assert.equal(research.evidence.length, 1896); + assert.equal(research.observations.length, 242); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index ff08234..5caebf7 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1858); - assert.equal(initial.observations.length, 237); + assert.equal(initial.evidence.length, 1896); + assert.equal(initial.observations.length, 242); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 43); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 45); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 987); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 985); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c461883..7b058ee 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-sales-models-1", + "version": "2026-10-31-industry-1", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -2788,62 +2788,67 @@ "id": "YC30297", "name": "OpenIntake", "url": "https://www.ycombinator.com/companies/openintake", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：The AI Front Door For Law Firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律师事务所接听咨询电话并将来电转为潜在客户。", + "buyer": "律所获客及接待团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户运营；旧TripleZip商业地产会计发布分开。官网本次只返回JS外壳，未据此补造收入、产品能力或停业结论。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30297" + "YC-E-30297", + "INDUSTRY1-CAT-YC30297", + "INDUSTRY1-OPENINTAKE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为律师事务所接听咨询电话并将来电转为潜在客户。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "SaaS", "B2B", "Sales", "Legal", "LegalTech" - ] + ], + "businessModel": "法律客户接待软件或服务；通话、线索及人工费用待拆" }, { "id": "YC30299", "name": "Miyagi Labs", "url": "https://www.ycombinator.com/companies/miyagi-labs", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI tutors for exam prep", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人学生提供标准化考试辅导、练习材料及学习分析。", + "buyer": "备考学生及家庭", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移个人应用；考试覆盖表为自述，不等已获学校合同、认证或独立提分。旧YouTube转课程与现备考主业分开。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30299" + "YC-E-30299", + "INDUSTRY1-CAT-YC30299" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为个人学生提供标准化考试辅导、练习材料及学习分析。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "AI-Enhanced Learning", "Education", "eLearning", "Edtech" - ] + ], + "businessModel": "个人考试学习应用；订阅、课程、模型和辅导费待拆" }, { "id": "YC30302", @@ -2961,58 +2966,62 @@ "year": 2025, "team": 2, "location": "Salt Lake City, UT", - "business": "公司简介：AI co-pilot for building plan review and building code compliance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "辅助城市建筑部门审核建筑图纸及许可。", + "buyer": "城市建筑及图审部门", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留建筑许可行业；十倍效率为自述，地方政府最盈利部门论断未独立核，不当采购预算或Permitify收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30317" + "YC-E-30317", + "INDUSTRY1-CAT-YC30317" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：辅助城市建筑部门审核建筑图纸及许可。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Generative AI", "GovTech", "Computer Vision", "Construction" - ] + ], + "businessModel": "政府行业审图软件；许可、部署及专家审核费待核" }, { "id": "YC30318", "name": "Wildcard", "url": "https://www.ycombinator.com/companies/wildcard", - "cat": "C07", + "cat": "C06", "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：AEO/GEO for E-Commerce and Retail", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为电商及零售品牌分析并执行AI搜索可见度和内容获客工作。", + "buyer": "电商及零售品牌营销团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移营销运营；20品牌和五倍客户搜索收入不作自身营收。创始人在Scale AI帮助成交1500万合同属旧雇主，不归Wildcard。ACP/UCP支持程度未独立核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30318" + "YC-E-30318", + "INDUSTRY1-CAT-YC30318" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为电商及零售品牌分析并执行AI搜索可见度和内容获客工作。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Generative AI", "E-commerce", "Marketing", "Retail Tech", "AI" - ] + ], + "businessModel": "AEO/GEO软件加营销执行；订阅、内容、代理及模型成本待拆" }, { "id": "YC30324", @@ -3312,26 +3321,32 @@ "id": "YC30364", "name": "Wayline", "url": "https://www.ycombinator.com/companies/wayline", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI voice for property managers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI及可选人工接听物业电话消息，处理租赁、维护及催收沟通。", + "buyer": "物业管理接待和租赁运营团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户运营；官网明确人工备援，不当纯无人SaaS。同YC附载2023 Second旧发布，现条款Wayline Inc.，旧主体沿革未核；不单由旧帖改成立年或继承旧收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30364" + "YC-E-30364", + "INDUSTRY1-CAT-YC30364", + "INDUSTRY1-WAYLINE-HOME", + "INDUSTRY1-WAYLINE-TERMS", + "INDUSTRY1-WAYLINE-OLD", + "INDUSTRY1-SECOND-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：以AI及可选人工接听物业电话消息，处理租赁、维护及催收沟通。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "物业客户运营软件加人工呼叫中心；订阅、通话、值守及系统费用待拆" }, { "id": "YC30384", @@ -3608,53 +3623,57 @@ "year": 2025, "team": 7, "location": "New York City, NY", - "business": "公司简介：AI agents for insurance claims operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "处理保险理赔中的日常电话及文档任务。", + "buyer": "保险公司、理赔管理员及服务团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留保险行业流程；理赔员薪酬和创始人此前FINN 1500万ARR不归Avallon，未核处理准确率及保险公司合同。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30415" + "YC-E-30415", + "INDUSTRY1-CAT-YC30415" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：处理保险理赔中的日常电话及文档任务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "保险理赔运营软件；案件、通话、文档及人工服务待拆" }, { "id": "YC30418", "name": "Kanava AI", "url": "https://www.ycombinator.com/companies/kanava-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Your First AI Sales Hire for Wholesale Distributors", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为批发分销商处理销售电话、库存价格查询及CRM更新。", + "buyer": "批发分销销售及收入团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户销售运营；全销售、教练及唤回账户是后续升级愿景，不全当已交付。YC标Inactive，不推法律注销；行业9万亿销售额非Kanava收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC当前标Inactive；实际经营及法律状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30418" + "YC-E-30418", + "INDUSTRY1-CAT-YC30418" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为批发分销商处理销售电话、库存价格查询及CRM更新。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Sales", "Supply Chain", "AI", "AI Assistant", "Industrial" - ] + ], + "businessModel": "销售语音软件；通话、订单、ERP连接及人工成本待拆" }, { "id": "YC30419", @@ -3664,47 +3683,52 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI native financial institution", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供面向小企业的AI会计及财务服务，当前范围仍待核。", + "buyer": "小企业及财务服务客户", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留专业财务服务；官网称AI-native financial institution，但未取得牌照或主体证明，不把名称当已验证受监管金融机构。旧AI Accountant能力及实际人工比例未核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30419" + "YC-E-30419", + "INDUSTRY1-CAT-YC30419", + "INDUSTRY1-MINERVA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：提供面向小企业的AI会计及财务服务，当前范围仍待核。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "会计及金融服务；软件、专业人员、交易和服务费用待核" }, { "id": "YC30422", "name": "Galen AI", "url": "https://www.ycombinator.com/companies/galen-ai", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Personal AI healthcare agent, powered by clinical and wearable data.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人连接病历及可穿戴数据，提供健康信息整理和辅助理解。", + "buyer": "个人患者及健康应用用户", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移消费者应用；YC标Acquired，收购方及交割未核；旧beta未来上架说明不当当前可用性。800机构、设备连接及医疗支持为自述，不等付费客户或临床效果。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC当前标Acquired；收购方、交割及现产品可用性未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30422" + "YC-E-30422", + "INDUSTRY1-CAT-YC30422" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为个人连接病历及可穿戴数据，提供健康信息整理和辅助理解。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "消费者健康应用；订阅、数据接入和人工支持费待核" }, { "id": "YC30423", @@ -4067,26 +4091,28 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Units builds full-stack AI education infrastructure.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供高中课程、学分及项目作品教育路径。", + "buyer": "高中学生、家庭及教育合作方", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留教育服务；一年完成和认证学分为公司主张，未核独立认证或结果。旧VibeGrade教师评分工具与现Units教育业务分期。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30443" + "YC-E-30443", + "INDUSTRY1-CAT-YC30443" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：提供高中课程、学分及项目作品教育路径。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Education", "Consumer", "AI" - ] + ], + "businessModel": "教育课程和学校服务；学费、授课及认证成本待核" }, { "id": "YC30444", @@ -4293,26 +4319,28 @@ "id": "YC30458", "name": "Jeevy Fabrication", "url": "https://www.ycombinator.com/companies/jeevy-fabrication", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 3, "location": "Cleburne, TX", - "business": "公司简介：AI Driven EPC - Weld Fabrication Contractor", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以软件协调焊接件采购、加工厂排程、质量及项目交付。", + "buyer": "焊接制造采购方及加工厂", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移实体产业；公司实际定位承包商，不把整笔制造项目款当软件ARR或以软件毛利估整体。80%排程节省是自述，质量和交付待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30458" + "YC-E-30458", + "INDUSTRY1-CAT-YC30458" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：以软件协调焊接件采购、加工厂排程、质量及项目交付。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "实体制造承包加供应网络；项目款、材料、加工、软件和质检成本待拆" }, { "id": "YC30461", @@ -4322,22 +4350,24 @@ "year": 2025, "team": 8, "location": "London, United Kingdom", - "business": "公司简介：AI Coworker for Accountants", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为会计师事务所处理记账、增值税、工资、税务和账务工作。", + "buyer": "会计及税务事务所", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留会计行业工作，50多个Agent是功能自述，不等50付费客户或全自动报税保证。事务所增加收入不归Combinely。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30461" + "YC-E-30461", + "INDUSTRY1-CAT-YC30461" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为会计师事务所处理记账、增值税、工资、税务和账务工作。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "专业会计软件；客户、工作流、许可和人工复核待拆" }, { "id": "YC30462", @@ -4376,26 +4406,28 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Your new AI-powered math tutor.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "面向中学数学课程设计交互式教学内容，并规划消费者数学产品。", + "buyer": "学校、教师及学生", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留学校教育；与湾区高中合作为自述，消费者产品仍在开发，两者不混作已付费采用。未核学习效果或课程采购合同。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30463" + "YC-E-30463", + "INDUSTRY1-CAT-YC30463" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：面向中学数学课程设计交互式教学内容，并规划消费者数学产品。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Education", "Consumer", "AI" - ] + ], + "businessModel": "学校教学软件，兼消费者产品方向；许可、课程和服务待拆" }, { "id": "YC30464", @@ -4692,26 +4724,28 @@ "year": 2025, "team": 7, "location": "London, United Kingdom", - "business": "公司简介：The AI Associate for Litigation Lawyers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为复杂诉讼整理案件上下文，辅助法律分析、起草和案件管理。", + "buyer": "诉讼律师及法律团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留法律行业应用；AI associate是产品比喻，不等具备律师资格或独立法律判断；合同、正确率和实际收费待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30479" + "YC-E-30479", + "INDUSTRY1-CAT-YC30479" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为复杂诉讼整理案件上下文，辅助法律分析、起草和案件管理。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "SaaS", "Legal", "AI" - ] + ], + "businessModel": "诉讼专业软件；席位、案件、文档与实施费待拆" }, { "id": "YC30480", @@ -4721,27 +4755,42 @@ "year": 2025, "team": 2, "location": "Paris, France", - "business": "公司简介：AI-native operating system for vehicle fleet management", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为车队交叉检查运营记录、费用及真实行程，辅助调查成本差异。", + "buyer": "运输及车队运营商", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留运输行业；官网现重核对差异，旧综合车队平台发布和200k ARR自述分期，准确截至日、币种和经常性定义未核。页面示例油量差异不是已审客户欺诈。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有历史ARR自述；现合同、经常性及交付范围未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30480" + "YC-E-30480", + "INDUSTRY1-CAT-YC30480", + "INDUSTRY1-FLOTT-HOME", + "INDUSTRY1-FLOTT-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为车队交叉检查运营记录、费用及真实行程，辅助调查成本差异。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Logistics", "Transportation", "Operations", "AI Assistant" - ] + ], + "businessModel": "车队运营软件；车辆、连接、许可和实施成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC公司与官网产品关联；精确注册、全部签约主体及合并范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读当前产品及相关交付自述，未运行产品、查运行源码或核独立效果；现官网与旧发布分期，收入不等技术验证。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30480", + "INDUSTRY1-FLOTT-LAUNCH" + ] + } }, { "id": "YC30482", @@ -4751,55 +4800,59 @@ "year": 2025, "team": 17, "location": "Paris, France", - "business": "公司简介：Function Health for Europe", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合血液检测、医疗专业人员及AI分析提供预防健康服务。", + "buyer": "个人健康客户及医疗合作方", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留医疗检测服务，与仅个人健康软件分开。同行五万欧年费不是Lucis定价，百岁健康愿景不当临床效果或已实现收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30482" + "YC-E-30482", + "INDUSTRY1-CAT-YC30482" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：结合血液检测、医疗专业人员及AI分析提供预防健康服务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Telehealth", "Digital Health", "Health & Wellness", "AI" - ] + ], + "businessModel": "检测加医疗专业服务；检测套餐、专业人员与软件成本待拆" }, { "id": "YC30485", "name": "Anana", "url": "https://www.ycombinator.com/companies/anana", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Workspace for Hospitality Commercial Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接酒店预订、沟通及市场数据，辅助收入、营销和销售团队行动。", + "buyer": "酒店集团商业及收入团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移客户收入运营；预订和客人数据为营销上下文，不因hotel标签全归行业应用。客户营收、入住率和渠道转化不归Anana收入。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30485" + "YC-E-30485", + "INDUSTRY1-CAT-YC30485" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：连接酒店预订、沟通及市场数据，辅助收入、营销和销售团队行动。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "酒店营销和商业运营软件；物业、连接、模型与实施费待拆" }, { "id": "YC30488", @@ -5222,22 +5275,24 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Valuemate automates real estate appraisals with AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以LiDAR扫描物业并生成估价相关报告。", + "buyer": "银行、估价管理机构及估价师", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留估价行业工作；三分钟扫描、80%效率和regulator-ready是自述。旧发布的未来几月格式切换不能沿访问日推现行法规，未独立核监管接受或估价准确性。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30517" + "YC-E-30517", + "INDUSTRY1-CAT-YC30517" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：以LiDAR扫描物业并生成估价相关报告。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "地产估价软件及数据采集；报告、许可、设备和专业复核成本待拆" }, { "id": "YC30518", @@ -5370,28 +5425,30 @@ "year": 2025, "team": 5, "location": "San Clemente, CA", - "business": "公司简介：chrt is a logistics platform for time-critical shipping", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为紧急货运提供接单、派送、航班及追踪协调，兼售跟踪设备。", + "buyer": "紧急货运代理、专业快递及货主", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留物流行业；30B市场和20%增长是问题背景，不归chrt收入。软件、运费和设备分开，是否作为承运人和净额确认待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30526" + "YC-E-30526", + "INDUSTRY1-CAT-YC30526" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为紧急货运提供接单、派送、航班及追踪协调，兼售跟踪设备。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Autonomous Shipping", "Logistics", "Healthcare", "Manufacturing", "Industrial" - ] + ], + "businessModel": "物流协调软件加设备；软件费、运费转付、硬件及客服成本待拆" }, { "id": "YC30527", @@ -5431,28 +5488,44 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Real-time AI Compliance & Revenue Integrity for Medical Providers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构处理文书、编码、授权和拒赔，兼提供账单托管服务。", + "buyer": "医疗机构及医疗收入完整性团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留医疗专业运营；54k ARR旧自述与现免费/100月费/企业定制分期，报价不推收入。自助不含EHR集成，AI Web Agent是企业层，不把所有套餐表述为全系统自动化。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网原文100/月自助、25项每类用量；免费样本和企业年度定制另列。EHR接入及CSM为企业层，实际合同、币种及收入未核", + "stage": "有历史ARR自述；现合同、经常性及交付范围未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30529" + "YC-E-30529", + "INDUSTRY1-CAT-YC30529", + "INDUSTRY1-ADENTRIS-HOME", + "INDUSTRY1-ADENTRIS-PRICE", + "INDUSTRY1-ADENTRIS-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为医疗机构处理文书、编码、授权和拒赔，兼提供账单托管服务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Health Tech", "B2B", "Compliance", "Enterprise Software", "AI" - ] + ], + "businessModel": "医疗软件订阅加企业实施与账单服务；平台、人力和回款服务成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC公司与官网产品关联；精确注册、全部签约主体及合并范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读当前产品及相关交付自述，未运行产品、查运行源码或核独立效果；现官网与旧发布分期，收入不等技术验证。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30529", + "INDUSTRY1-ADENTRIS-LAUNCH" + ] + } }, { "id": "YC30532", @@ -5523,28 +5596,30 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI Digital Workers for Supply Chain", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动处理直接材料采购、报价请求、订单跟催及供应链协作。", + "buyer": "制造及实体供应链采购团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留实体供应链行业；数百Agent、Fortune 500及前Stripe支付量为自述/履历，不当收入、客户合同或已证独立能力。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30540" + "YC-E-30540", + "INDUSTRY1-CAT-YC30540" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：自动处理直接材料采购、报价请求、订单跟催及供应链协作。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "B2B", "Manufacturing", "Supply Chain", "Operations", "AI" - ] + ], + "businessModel": "供应链执行软件；采购工作流、连接、运行和实施费用待拆" }, { "id": "YC30541", @@ -5579,31 +5654,34 @@ "id": "YC30542", "name": "Linewise", "url": "https://www.ycombinator.com/companies/linewise", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 25, "location": "San Francisco", - "business": "公司简介：Industrial data layer for physical RSI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "采集设计、加工和装配工作，交付模型训练用工业数据。", + "buyer": "前沿AI及机器人模型团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "移模型数据基础设施；旧制造copilot与现Vision Lab数据交付分开。官网称许可及专家检查，实际权利链/模型训练收益未核，不把客户模型成绩当自身测试。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30542" + "YC-E-30542", + "INDUSTRY1-CAT-YC30542", + "INDUSTRY1-LINEWISE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：采集设计、加工和装配工作，交付模型训练用工业数据。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Robotics", "Manufacturing", "Data Engineering", "AI" - ] + ], + "businessModel": "训练数据与采集质量服务；授权、采集、标注及专业审核成本待拆" }, { "id": "YC30545", @@ -5728,28 +5806,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI-Native Consumer + Plaintiff Law Firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过软件接入及律师团队提供法律指导、代理与诉讼服务。", + "buyer": "个人法律服务客户及需代理的当事方", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留法律服务，律师实际承办，不当纯软件SaaS。未核执业实体/地域和结果，AI接口入口不等取得律师资格或全无人法律服务。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30553" + "YC-E-30553", + "INDUSTRY1-CAT-YC30553" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：通过软件接入及律师团队提供法律指导、代理与诉讼服务。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Consumer", "B2B", "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "全栈律师事务所服务加AI工具；案件、律师工时及软件成本待拆" }, { "id": "YC30554", @@ -5789,22 +5869,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI Agents to win denied health insurance claims.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构处理拒赔发现、申诉生成、提交和追踪。", + "buyer": "医疗机构及医疗账单团队", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留医疗收入流程；追回客户款项不等Aegis收入，行业2600亿拒赔及200亿抗辩成本不是公司规模，实际服务合同和确认政策待核。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30557" + "YC-E-30557", + "INDUSTRY1-CAT-YC30557" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为医疗机构处理拒赔发现、申诉生成、提交和追踪。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", + "directoryTags": [], + "businessModel": "医疗申诉软件；案件、回款服务、集成及专业复核待拆" }, { "id": "YC30559", @@ -6018,25 +6100,28 @@ "year": 2025, "team": 8, "location": "New York City, NY", - "business": "公司简介：Superintelligent financial advisor", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人组织财务信息并提供投资、税务和规划辅助。", + "buyer": "个人财富管理及财务顾问服务客户", + "delivery": "已读YC当前主营与相关发布节选；选定官网及原始声明另列，实际合同、财务及产品效果未独立核。", + "notes": "保留专业财富服务；0%顾问费不等公司零收入，演示资产/税损/转账不当AUM、收入或可执行承诺。superintelligence和机构策略为营销主张，未独立核牌照、收益或模型。 原成立和团队仍为YC发现快照；采用与规模自述不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30591" + "YC-E-30591", + "INDUSTRY1-CAT-YC30591", + "INDUSTRY1-AUTONOMOUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营与相关发布节选：为个人组织财务信息并提供投资、税务和规划辅助。 按当前买家、成果和具体交付分类；软件、专业服务、实体合同及数据供给分开。", "directoryTags": [ "Consumer Finance", "AI" - ] + ], + "businessModel": "财富服务与AI软件；顾问费、订阅、交易和其他渠道待核" }, { "id": "YC30602", @@ -34513,6 +34598,83 @@ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比", "bound": ">", "comparisonGroup": null + }, + { + "id": "INDUSTRY1-O-FLOTT", + "company": "YC30480", + "name": "Flott HQ", + "kind": "旧发布200k ARR", + "value": 200000, + "unit": "原文$，币种待核", + "timing": "历史发布展示2025-05-27；准确经营截至日未给", + "scope": "Flott业务，法律主体合并范围未核", + "selection": "historical", + "reason": "旧厂商自述，币种与经常性定义未核；官网现产品核对定位不把旧数当当前ARR", + "evidence": "INDUSTRY1-FLOTT-LAUNCH", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "INDUSTRY1-O-ADENTRIS", + "company": "YC30529", + "name": "Adentris", + "kind": "旧发布54k ARR", + "value": 54000, + "unit": "原文$，币种待核", + "timing": "历史发布展示2025-05-08，称自YC开始；准确经营截至日未给", + "scope": "Adentris业务，软件与实施/服务收入未拆", + "selection": "historical", + "reason": "厂商自述，试点与PoC不直接当付费；旧金额与现套餐不能反推客户数，不入同期ARR比较", + "evidence": "INDUSTRY1-ADENTRIS-LAUNCH", + "bound": "=", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "INDUSTRY1-O-WILDCARD-OLD", + "company": "YC30318", + "name": "Wildcard", + "kind": "前雇主帮助成交合同额", + "value": 15000000, + "unit": "原文$，币种待核", + "timing": "2026-07-20发布中的此前经历，实际合同期间未给", + "scope": "创始人在Scale AI的客户合同，非Wildcard收入", + "selection": "excluded", + "reason": "旧雇主合同及客户五倍搜索收入不归当前公司，不推ARR", + "evidence": "INDUSTRY1-CAT-YC30318", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "INDUSTRY1-O-WAYLINE-OLD-ARR", + "company": "YC30364", + "name": "Wayline", + "kind": "创始人前物业公司ARR", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2025-08-22发布中的此前经历，实际经营截至日未给", + "scope": "创始人此前物业管理公司，非Wayline收入", + "selection": "excluded", + "reason": "前物业公司、WeWork产品及旧Second均不自动归当前公司收入，未核转移或并表", + "evidence": "INDUSTRY1-CAT-YC30364", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "INDUSTRY1-O-AVALLON-OLD-ARR", + "company": "YC30415", + "name": "Avallon AI", + "kind": "创始人前FINN业务ARR", + "value": 15000000, + "unit": "原文$，币种待核", + "timing": "2025-05-27发布中的此前经历，实际经营期间未给", + "scope": "创始人在FINN US参与扩展的业务，非Avallon收入", + "selection": "excluded", + "reason": "前雇主ARR、理赔员薪酬和客户索赔额不归本公司，不推软件ARR", + "evidence": "INDUSTRY1-CAT-YC30415", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -54953,6 +55115,424 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称从批次开始带来原文$2.7M以上GMV。", "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。" + }, + { + "id": "INDUSTRY1-CAT-YC30297", + "companyId": "YC30297", + "title": "OpenIntake行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/openintake", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为律师事务所接听咨询电话并将来电转为潜在客户。 移客户运营；旧TripleZip商业地产会计发布分开。官网本次只返回JS外壳，未据此补造收入、产品能力或停业结论。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30299", + "companyId": "YC30299", + "title": "Miyagi Labs行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/miyagi-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为个人学生提供标准化考试辅导、练习材料及学习分析。 移个人应用；考试覆盖表为自述，不等已获学校合同、认证或独立提分。旧YouTube转课程与现备考主业分开。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30317", + "companyId": "YC30317", + "title": "Permitify行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/permitify", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "辅助城市建筑部门审核建筑图纸及许可。 保留建筑许可行业；十倍效率为自述，地方政府最盈利部门论断未独立核，不当采购预算或Permitify收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30318", + "companyId": "YC30318", + "title": "Wildcard行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/wildcard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为电商及零售品牌分析并执行AI搜索可见度和内容获客工作。 移营销运营；20品牌和五倍客户搜索收入不作自身营收。创始人在Scale AI帮助成交1500万合同属旧雇主，不归Wildcard。ACP/UCP支持程度未独立核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30364", + "companyId": "YC30364", + "title": "Wayline行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/wayline", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以AI及可选人工接听物业电话消息，处理租赁、维护及催收沟通。 移客户运营；官网明确人工备援，不当纯无人SaaS。同YC附载2023 Second旧发布，现条款Wayline Inc.，旧主体沿革未核；不单由旧帖改成立年或继承旧收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30415", + "companyId": "YC30415", + "title": "Avallon AI行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/avallon-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "处理保险理赔中的日常电话及文档任务。 保留保险行业流程；理赔员薪酬和创始人此前FINN 1500万ARR不归Avallon，未核处理准确率及保险公司合同。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30418", + "companyId": "YC30418", + "title": "Kanava AI行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/kanava-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为批发分销商处理销售电话、库存价格查询及CRM更新。 移客户销售运营；全销售、教练及唤回账户是后续升级愿景，不全当已交付。YC标Inactive，不推法律注销；行业9万亿销售额非Kanava收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30419", + "companyId": "YC30419", + "title": "Minerva行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/minerva", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供面向小企业的AI会计及财务服务，当前范围仍待核。 保留专业财务服务；官网称AI-native financial institution，但未取得牌照或主体证明，不把名称当已验证受监管金融机构。旧AI Accountant能力及实际人工比例未核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30422", + "companyId": "YC30422", + "title": "Galen AI行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/galen-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为个人连接病历及可穿戴数据，提供健康信息整理和辅助理解。 移消费者应用；YC标Acquired，收购方及交割未核；旧beta未来上架说明不当当前可用性。800机构、设备连接及医疗支持为自述，不等付费客户或临床效果。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30443", + "companyId": "YC30443", + "title": "Units行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/units", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供高中课程、学分及项目作品教育路径。 保留教育服务；一年完成和认证学分为公司主张，未核独立认证或结果。旧VibeGrade教师评分工具与现Units教育业务分期。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30458", + "companyId": "YC30458", + "title": "Jeevy Fabrication行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/jeevy-fabrication", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以软件协调焊接件采购、加工厂排程、质量及项目交付。 移实体产业；公司实际定位承包商，不把整笔制造项目款当软件ARR或以软件毛利估整体。80%排程节省是自述，质量和交付待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30461", + "companyId": "YC30461", + "title": "Combinely行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/combinely", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为会计师事务所处理记账、增值税、工资、税务和账务工作。 保留会计行业工作，50多个Agent是功能自述，不等50付费客户或全自动报税保证。事务所增加收入不归Combinely。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30463", + "companyId": "YC30463", + "title": "Tegore行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/tegore", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "面向中学数学课程设计交互式教学内容，并规划消费者数学产品。 保留学校教育；与湾区高中合作为自述，消费者产品仍在开发，两者不混作已付费采用。未核学习效果或课程采购合同。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30479", + "companyId": "YC30479", + "title": "Crimson行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/crimson", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为复杂诉讼整理案件上下文，辅助法律分析、起草和案件管理。 保留法律行业应用；AI associate是产品比喻，不等具备律师资格或独立法律判断；合同、正确率和实际收费待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30480", + "companyId": "YC30480", + "title": "Flott HQ行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/flott-hq", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为车队交叉检查运营记录、费用及真实行程，辅助调查成本差异。 保留运输行业；官网现重核对差异，旧综合车队平台发布和200k ARR自述分期，准确截至日、币种和经常性定义未核。页面示例油量差异不是已审客户欺诈。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30482", + "companyId": "YC30482", + "title": "Lucis行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/lucis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合血液检测、医疗专业人员及AI分析提供预防健康服务。 保留医疗检测服务，与仅个人健康软件分开。同行五万欧年费不是Lucis定价，百岁健康愿景不当临床效果或已实现收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30485", + "companyId": "YC30485", + "title": "Anana行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/anana", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接酒店预订、沟通及市场数据，辅助收入、营销和销售团队行动。 移客户收入运营；预订和客人数据为营销上下文，不因hotel标签全归行业应用。客户营收、入住率和渠道转化不归Anana收入。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30517", + "companyId": "YC30517", + "title": "ValueMate行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/valuemate", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以LiDAR扫描物业并生成估价相关报告。 保留估价行业工作；三分钟扫描、80%效率和regulator-ready是自述。旧发布的未来几月格式切换不能沿访问日推现行法规，未独立核监管接受或估价准确性。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30526", + "companyId": "YC30526", + "title": "chrt行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/chrt", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为紧急货运提供接单、派送、航班及追踪协调，兼售跟踪设备。 保留物流行业；30B市场和20%增长是问题背景，不归chrt收入。软件、运费和设备分开，是否作为承运人和净额确认待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30529", + "companyId": "YC30529", + "title": "Adentris行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/adentris", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为医疗机构处理文书、编码、授权和拒赔，兼提供账单托管服务。 保留医疗专业运营；54k ARR旧自述与现免费/100月费/企业定制分期，报价不推收入。自助不含EHR集成，AI Web Agent是企业层，不把所有套餐表述为全系统自动化。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30540", + "companyId": "YC30540", + "title": "Lumari行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/lumari", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "自动处理直接材料采购、报价请求、订单跟催及供应链协作。 保留实体供应链行业；数百Agent、Fortune 500及前Stripe支付量为自述/履历，不当收入、客户合同或已证独立能力。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30542", + "companyId": "YC30542", + "title": "Linewise行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/linewise", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "采集设计、加工和装配工作，交付模型训练用工业数据。 移模型数据基础设施；旧制造copilot与现Vision Lab数据交付分开。官网称许可及专家检查，实际权利链/模型训练收益未核，不把客户模型成绩当自身测试。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30553", + "companyId": "YC30553", + "title": "Blueshoe行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/blueshoe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过软件接入及律师团队提供法律指导、代理与诉讼服务。 保留法律服务，律师实际承办，不当纯软件SaaS。未核执业实体/地域和结果，AI接口入口不等取得律师资格或全无人法律服务。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30557", + "companyId": "YC30557", + "title": "Aegis行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/aegis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为医疗机构处理拒赔发现、申诉生成、提交和追踪。 保留医疗收入流程；追回客户款项不等Aegis收入，行业2600亿拒赔及200亿抗辩成本不是公司规模，实际服务合同和确认政策待核。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-CAT-YC30591", + "companyId": "YC30591", + "title": "Autonomous Technologies Group行业业务与交付复核", + "url": "https://www.ycombinator.com/companies/autonomous-technologies-group", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为个人组织财务信息并提供投资、税务和规划辅助。 保留专业财富服务；0%顾问费不等公司零收入，演示资产/税损/转账不当AUM、收入或可执行承诺。superintelligence和机构策略为营销主张，未独立核牌照、收益或模型。", + "limitation": "主营与相关发布节选不等独立技术、合同或财务验证；患者、学生、项目、客户追回款项、前公司业绩及行业支出不归本公司收入。" + }, + { + "id": "INDUSTRY1-LINEWISE-HOME", + "companyId": "YC30542", + "title": "Linewise工业训练数据交付", + "url": "https://linewise.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网现为设计、加工和装配数据供给，面向前沿模型与机器人训练，区分工程、机器人数据和研究质量控制。", + "limitation": "许可、来源及专业审核是公司流程主张，未查原始协议或数据样本，Physical RSI愿景不等已实现自改进机器人。" + }, + { + "id": "INDUSTRY1-MINERVA-HOME", + "companyId": "YC30419", + "title": "Minerva财务服务定位及信息缺项", + "url": "https://www.joinminerva.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网仅称从会计开始的AI-native financial institution，并提供联系入口。", + "limitation": "未取得牌照、法律主体、详细产品、报价或财务，不把金融机构标签当已验证资质。" + }, + { + "id": "INDUSTRY1-FLOTT-HOME", + "companyId": "YC30480", + "title": "Flott现车队核对与成本控制", + "url": "https://www.flotthq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网当前连接费用、任务、GPS及车队活动，发现记录差异并交由人核查。", + "limitation": "示例行程/油量不是实际客户欺诈，未取得客户合同、实测性能或当前收入；与旧统一车队平台分期。" + }, + { + "id": "INDUSTRY1-ADENTRIS-HOME", + "companyId": "YC30529", + "title": "Adentris软件及专业服务", + "url": "https://www.adentris.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网提供文书、编码、授权及申诉模块，另列由团队交付的应收诊断、合规监测和审计准备服务。", + "limitation": "准确率、拒赔率及部署效果为客户/厂商数据，未独立核；与实际账单托管和软件收费须按合同拆分。" + }, + { + "id": "INDUSTRY1-ADENTRIS-PRICE", + "companyId": "YC30529", + "title": "Adentris套餐与集成差异", + "url": "https://www.adentris.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "免费和100/月自助主要为文件上传；企业年度定价按机构、模块及部署范围，才含EHR接入、配置、CSM和SLA。", + "limitation": "自助报价不能代表企业ARPA或实收，广告式50k企业例子不当统一合同额；人工、实施与经常性费用待拆。" + }, + { + "id": "INDUSTRY1-WAYLINE-HOME", + "companyId": "YC30364", + "title": "Wayline AI及人工呼叫中心", + "url": "https://www.wayline.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网现为物业电话及消息运营，明确AI处理常规、人工处理需要判断的情况，兼租赁、维护和催收。", + "limitation": "呼叫量、客户引语及页面初始零值/示例不是收入、独立成功率或审计；人工成本和实际定价未核。" + }, + { + "id": "INDUSTRY1-WAYLINE-TERMS", + "companyId": "YC30364", + "title": "Wayline现行运营者与订阅", + "url": "https://www.wayline.com/terms-privacy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "条款列Wayline Inc.为Delaware公司，服务包括AI物业沟通和可选人工支持，按订阅及订单收费。", + "limitation": "2026-06-25条款生效不当成立日；尚未核现Wayline与旧Second的主体/资产转移链，不仅凭附载旧帖改2025字段或继承收入。" + }, + { + "id": "INDUSTRY1-WAYLINE-OLD", + "companyId": "YC30364", + "title": "同YC附载Second旧发布", + "url": "https://www.ycombinator.com/launches/J1C-second-the-world-s-first-fully-automated-codebase-migration-platform", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "2023-07-16旧发布称Second来自W23，重做代码迁移，作者及当前Wayline团队有Eric Rowell。", + "limitation": "同页旧帖及共同创始人不充分证明相同法律主体或收入连续；当前Wayline Inc.未见完整登记链，旧业务不自动归Wayline。" + }, + { + "id": "INDUSTRY1-SECOND-ACCESS", + "companyId": "YC30364", + "title": "Second旧域名访问缺项", + "url": "https://www.second.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "旧发布所链second.dev本次读取超时，未取得当前条款或跳转正文。", + "limitation": "不可读不当不存在、已并入Wayline或已停业；保留主体沿革缺项，不猜法律成立日。" + }, + { + "id": "INDUSTRY1-OPENINTAKE-HOME", + "companyId": "YC30297", + "title": "OpenIntake官网JS外壳", + "url": "https://www.openintake.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网本次响应仅要求启用JavaScript，未取得产品正文。", + "limitation": "不把外壳当已验证产品能力；按YC当前律所来电转化主营暂分，旧TripleZip会计发布另列。" + }, + { + "id": "INDUSTRY1-AUTONOMOUS-HOME", + "companyId": "YC30591", + "title": "Autonomous个人财富服务及演示边界", + "url": "https://becomeautonomous.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网展示统一财务资料、投资税务及规划流程，含资产、税损及转账的产品示例。", + "limitation": "演示数字不当真实AUM、收入、交易记录或收益承诺；0%顾问费不等无其他收费，牌照、合同、资金托管及模型能力未核。" + }, + { + "id": "INDUSTRY1-FLOTT-LAUNCH", + "companyId": "YC30480", + "title": "Flott HQ历史ARR原始自述", + "url": "https://www.ycombinator.com/launches/Nbv-flott-hq-ai-native-operating-system-for-fleet-management", + "publishedAt": "2025-05-27", + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "发布称原文$200k ARR、月增长45%，来自口碑。", + "limitation": "发布日不是精确财务截至日，正文可更新；币种、经常性定义、付费合同与账单未核，不按访问日刷新为当前ARR。" + }, + { + "id": "INDUSTRY1-ADENTRIS-LAUNCH", + "companyId": "YC30529", + "title": "Adentris历史ARR原始自述", + "url": "https://www.ycombinator.com/launches/NSr-adentris-ai-compliance-autopilot-for-hospitals-and-clinics", + "publishedAt": "2025-05-08", + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "发布称自YC开始达到原文$54k ARR，另有试点及PoC。", + "limitation": "发布日不是精确财务截至日，正文可更新；币种、经常性定义、付费合同与账单未核，不按访问日刷新为当前ARR。" } ], "reviews": [ @@ -58066,6 +58646,105 @@ "SALES-LAUNCH-NATIVE" ], "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。" + }, + { + "id": "INDUSTRY1-R-25", + "type": "行业专业应用首批分类及交付模式复核", + "company": "原C07规则初分首批25家公司", + "scope": "companies", + "companyIds": [ + "YC30297", + "YC30299", + "YC30317", + "YC30318", + "YC30364", + "YC30415", + "YC30418", + "YC30419", + "YC30422", + "YC30443", + "YC30458", + "YC30461", + "YC30463", + "YC30479", + "YC30482", + "YC30485", + "YC30517", + "YC30526", + "YC30540", + "YC30542", + "YC30553", + "YC30557", + "YC30591" + ], + "summary": "25项当前主营与相关发布节选已读，16项留C07、9项转销售/消费者/模型数据/实体产业；另核11项官网或旧发布资料，Flott/Adentris收入专项分列。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30297", + "INDUSTRY1-CAT-YC30299", + "INDUSTRY1-CAT-YC30317", + "INDUSTRY1-CAT-YC30318", + "INDUSTRY1-CAT-YC30364", + "INDUSTRY1-CAT-YC30415", + "INDUSTRY1-CAT-YC30418", + "INDUSTRY1-CAT-YC30419", + "INDUSTRY1-CAT-YC30422", + "INDUSTRY1-CAT-YC30443", + "INDUSTRY1-CAT-YC30458", + "INDUSTRY1-CAT-YC30461", + "INDUSTRY1-CAT-YC30463", + "INDUSTRY1-CAT-YC30479", + "INDUSTRY1-CAT-YC30482", + "INDUSTRY1-CAT-YC30485", + "INDUSTRY1-CAT-YC30517", + "INDUSTRY1-CAT-YC30526", + "INDUSTRY1-CAT-YC30540", + "INDUSTRY1-CAT-YC30542", + "INDUSTRY1-CAT-YC30553", + "INDUSTRY1-CAT-YC30557", + "INDUSTRY1-CAT-YC30591", + "INDUSTRY1-LINEWISE-HOME", + "INDUSTRY1-MINERVA-HOME", + "INDUSTRY1-WAYLINE-HOME", + "INDUSTRY1-WAYLINE-TERMS", + "INDUSTRY1-WAYLINE-OLD", + "INDUSTRY1-SECOND-ACCESS", + "INDUSTRY1-OPENINTAKE-HOME", + "INDUSTRY1-AUTONOMOUS-HOME" + ], + "handling": "保留原发现、成立及团队快照；Wayline同页Second旧帖与当前不同运营者关联未充分核，不强行改年或转移收入。Kanava Inactive、Galen Acquired仅列YC状态。医疗/法律/教育/金融宣传和客户成果不当资格、收益或公司收入。" + }, + { + "id": "INDUSTRY1-R-FLOTT", + "type": "历史ARR与现交付边界复核", + "company": "Flott HQ", + "scope": "companies", + "companyIds": [ + "YC30480" + ], + "summary": "旧车队平台200k ARR与现核对成本/活动产品分期，客户油量及行程示例不是财务审计。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30480", + "INDUSTRY1-FLOTT-HOME", + "INDUSTRY1-FLOTT-LAUNCH" + ], + "handling": "只保留历史自述，币种、财务截至日、经常性定义及法律主体/收入确认未核，不纳入可比同期ARR或平台MRR，未做独立技术测试。" + }, + { + "id": "INDUSTRY1-R-ADENTRIS", + "type": "历史ARR与现交付边界复核", + "company": "Adentris", + "scope": "companies", + "companyIds": [ + "YC30529" + ], + "summary": "旧54k ARR、当前文件自助/企业集成及专业账单服务分开，不从100月费或试点数量推总收入。", + "evidenceIds": [ + "INDUSTRY1-CAT-YC30529", + "INDUSTRY1-ADENTRIS-HOME", + "INDUSTRY1-ADENTRIS-PRICE", + "INDUSTRY1-ADENTRIS-LAUNCH" + ], + "handling": "只保留历史自述，币种、财务截至日、经常性定义及法律主体/收入确认未核，不纳入可比同期ARR或平台MRR，未做独立技术测试。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7937053..fdac2de 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-1", + "version": "2026-10-31-industry-1", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。", + "nextCheck": "原新增目录33条深化个案并保留来源；当前基础项416条主营人工复核。本分支新增原C07首批25项复核：16保留、9按现买家与交付迁移，Flott/Adentris历史ARR单列。Linewise现训练数据，实体承包、专业服务和个人应用分开。Wayline附载Second旧帖未充分核主体延续，不强改2025年或继承前业务。原C07尚余159项规则初分；本快照原C05仍有89项规则初分，继续补充人工结果；继续其他非人工资料与来源缺项，不把分类当财务/技术全量验证。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index fa5ce66..10855e4 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-sales-models-1", + "sourceVersion": "2026-10-31-industry-1", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From a8b054381fe94a8f14abc54429632c2351539948 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:12:51 +0800 Subject: [PATCH 02/10] research: distinguish industry services and model training inputs --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 789 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 647 insertions(+), 158 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index f943bef..2f2244f 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1896); - assert.equal(research.observations.length, 242); + assert.equal(research.evidence.length, 1925); + assert.equal(research.observations.length, 246); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 5caebf7..aa2d17c 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1896); - assert.equal(initial.observations.length, 242); + assert.equal(initial.evidence.length, 1925); + assert.equal(initial.observations.length, 246); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 119); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 7b058ee..a28e02c 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-1", + "version": "2026-10-31-industry-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -6131,55 +6131,59 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：We provide hedge funds with information they can trade on", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研究数据中心设备供应链、厂商份额和建设瓶颈。", + "buyer": "数据中心产业研究及采购决策团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留产业研究，不把浏览器Agent实现归通用开发设施，也不把研究数据中心当实际出售算力。大学项目10万经费不是Meteor收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30602" + "YC-E-30602", + "INDUSTRY2-CAT-YC30602" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：研究数据中心设备供应链、厂商份额和建设瓶颈。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Big Data", "Data Engineering", "AI" - ] + ], + "businessModel": "行业研究和数据服务；订阅、定制报告及人工成本待拆" }, { "id": "YC30603", "name": "Closera", "url": "https://www.ycombinator.com/companies/closera", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Shopping Agent for Your Ecommerce Store", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为电商店铺提供购物Agent，具体产品与部署范围待核。", + "buyer": "电商经营者及销售团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移客户销售运营；简介仅一句，AI作用及实际采用仍缺。YC标Inactive，不当已注销或全部停止服务，不推交易额为收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC标Inactive；实际经营及法律状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30603" + "YC-E-30603", + "INDUSTRY2-CAT-YC30603" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为电商店铺提供购物Agent，具体产品与部署范围待核。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Generative AI", "B2B", "AI" - ] + ], + "businessModel": "电商销售软件；会话、订阅、交易和服务费待核" }, { "id": "YC30605", @@ -6361,27 +6365,30 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Your personal investing agent", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "面向个人投资者提供持仓分析、市场关注及经用户批准的交易流程辅助。", + "buyer": "个人投资者及财富服务用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留专业金融服务；官网明确示例持仓及订单，不当真实AUM、成交或收益保证。未核牌照、托管、实际交易能力和合同，不将retail市场份额当客户数。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30614" + "YC-E-30614", + "INDUSTRY2-CAT-YC30614", + "INDUSTRY2-ASTOR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：面向个人投资者提供持仓分析、市场关注及经用户批准的交易流程辅助。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Fintech", "Investing", "Consumer Finance", "AI" - ] + ], + "businessModel": "专业投资软件或服务；订阅、交易、顾问及其他费用待核" }, { "id": "YC30615", @@ -6622,32 +6629,35 @@ "id": "YC30629", "name": "Topological", "url": "https://www.ycombinator.com/companies/topological", - "cat": "C07", + "cat": "C01", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Physics-based foundation models for CAD optimization.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发用于CAD物理约束及拓扑优化的专用模型。", + "buyer": "硬件设计及工程模型使用团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "按明确模型研发定位暂移C01；UToP-v1的1930倍及小于5%误差是自测主张，未见本轮代码或复测，不当通用模型能力或已实现模型收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30629" + "YC-E-30629", + "INDUSTRY2-CAT-YC30629", + "INDUSTRY2-TOPOLOGICAL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：研发用于CAD物理约束及拓扑优化的专用模型。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Reinforcement Learning", "Robotics", "Design Tools", "3D Printing", "AI" - ] + ], + "businessModel": "专用模型研发；授权、推理、工程软件与服务费待核" }, { "id": "YC30630", @@ -6837,22 +6847,26 @@ "year": 2025, "team": 1, "location": "New York City, NY", - "business": "公司简介：AI-Native Medical Billing Services", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合AI及专业账单人员为医疗机构处理账单与回款。", + "buyer": "医疗机构，初始含救护车服务商", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留医疗服务，官网明确Human Led。旧拟收购账单机构50m年度索赔和官网现100m处理额是客户款项；未核交割及并表，不相加或按比例反推公司ARR。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30641" + "YC-E-30641", + "INDUSTRY2-CAT-YC30641", + "INDUSTRY2-OVERDRIVE-HOME", + "INDUSTRY2-OVERDRIVE-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合AI及专业账单人员为医疗机构处理账单与回款。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "医疗账单托管服务；按回款/合同收费及人工软件成本待拆" }, { "id": "YC30642", @@ -7202,32 +7216,34 @@ "id": "YC30657", "name": "Nori", "url": "https://www.ycombinator.com/companies/nori", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI health coach in your pocket", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整理个人病历、可穿戴及健康资料，生成日常健康计划。", + "buyer": "个人健康应用用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移消费者应用；用户睡眠或心率改善是个案引语，不等临床效果或公司收入。未核医疗服务范围、订阅及隐私主张。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30657" + "YC-E-30657", + "INDUSTRY2-CAT-YC30657" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：整理个人病历、可穿戴及健康资料，生成日常健康计划。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Consumer Health Services", "Health Tech", "Digital Health", "Health & Wellness", "AI" - ] + ], + "businessModel": "个人健康助手软件；订阅、数据连接和人工支持费待拆" }, { "id": "YC30659", @@ -7419,22 +7435,24 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI scribe for Ambulance Reports", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在救护车报告系统内辅助急救人员填写记录并提示错误。", + "buyer": "急救服务机构及现场文书团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留急救行业工作；三分钟及80%节时为自述，未独立核文书准确性、支付方接受或客户合同。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30666" + "YC-E-30666", + "INDUSTRY2-CAT-YC30666" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在救护车报告系统内辅助急救人员填写记录并提示错误。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "医疗报告软件；机构、记录、集成及专业校验费待拆" }, { "id": "YC30668", @@ -7444,22 +7462,25 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Employees for Healthcare", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构部署、治理及运营后台AI Agent。", + "buyer": "大型医疗系统及医疗运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留医疗运营，官网明确服务医疗后台，不据OS名称归通用Agent设施。全后台、合规、稳定和上线效果未独立核。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30668" + "YC-E-30668", + "INDUSTRY2-CAT-YC30668", + "INDUSTRY2-WEDGE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗机构部署、治理及运营后台AI Agent。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "医疗自动化平台加部署服务；流程、集成、运行及人力费待拆" }, { "id": "YC30669", @@ -7615,22 +7636,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Deep research for class action law firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为集体诉讼律师整理大量记录并辅助案件资格分析。", + "buyer": "原告及集体诉讼法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留法律行业；60万页、两大律所为处理/采用自述，不当收入或独立正确率。资格最终判断和法律责任未独立核，前公益7000学生不算客户。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30677" + "YC-E-30677", + "INDUSTRY2-CAT-YC30677" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为集体诉讼律师整理大量记录并辅助案件资格分析。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "法律记录分析软件；案件、页数、许可及专业审核费待拆" }, { "id": "YC30680", @@ -7696,29 +7719,32 @@ "id": "YC30683", "name": "Theora", "url": "https://www.ycombinator.com/companies/theora", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Building medical school for AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗Agent提供专家训练数据、奖励标准及仿真任务环境。", + "buyer": "医疗AI模型及Agent训练团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移模型数据与训练设施；官网Louiza Inc. dba Theora，法律登记待核。FHIR/PACS环境及去标识数据为自述，未核权利链、独立训练效果或临床部署。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30683" + "YC-E-30683", + "INDUSTRY2-CAT-YC30683", + "INDUSTRY2-THEORA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗Agent提供专家训练数据、奖励标准及仿真任务环境。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Marketing", "Market Research" - ] + ], + "businessModel": "模型训练数据和环境服务；数据授权、环境、标注及专家成本待拆" }, { "id": "YC30684", @@ -7759,22 +7785,24 @@ "year": 2025, "team": null, "location": "New York City, NY", - "business": "公司简介：AI-enabled Corporate Cards and Invoice Processing for Real Estate", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为物业管理、开发商及承包商自动处理地产会计与应付。", + "buyer": "物业及地产专业会计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留地产会计行业；10万管理单位是服务覆盖自述，不等付费客户。客户千元节省及已于2025到期折扣不作当前价格或收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30685" + "YC-E-30685", + "INDUSTRY2-CAT-YC30685" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为物业管理、开发商及承包商自动处理地产会计与应付。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "地产财务软件；单位、流程、许可与实施成本待拆" }, { "id": "YC30686", @@ -7889,25 +7917,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Making hard molecules for Pharma and Biotech", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为药企提供分子设计、实验规划及化学制造交付。", + "buyer": "药企及早期药物研发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留专业科研服务；旧copilot与新Foundry制造分期，不能全作软件ARR。付费试点未给收入，论文及一次转化效果未独立核，不列为本公司第三方评测。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30689" + "YC-E-30689", + "INDUSTRY2-CAT-YC30689", + "INDUSTRY2-B12-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为药企提供分子设计、实验规划及化学制造交付。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "AI-powered Drug Discovery", "Robotics" - ] + ], + "businessModel": "科研软件加实验/分子交付服务；项目、材料、实验及专业人员待拆" }, { "id": "YC30690", @@ -8089,26 +8120,28 @@ "id": "YC30698", "name": "Comena", "url": "https://www.ycombinator.com/companies/comena", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 8, "location": "Germany", - "business": "公司简介：AI agents for distributors and manufacturers to automate order entry.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工业分销和制造销售团队处理报价及订单录入，写回ERP。", + "buyer": "企业内勤销售及客户服务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移客户收入运营；发布明确销售人员快速复核并一键发送，非全无人订单处理。客户订单金额、节时和ERP数据不是Comena收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30698" + "YC-E-30698", + "INDUSTRY2-CAT-YC30698" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工业分销和制造销售团队处理报价及订单录入，写回ERP。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "订单销售自动化；单据、许可、集成及人工复核成本待拆" }, { "id": "YC30699", @@ -8176,30 +8209,32 @@ "id": "YC30701", "name": "Mimos", "url": "https://www.ycombinator.com/companies/mimos", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：The growth OS for plaintiff-side law firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为原告律所管理获客渠道、客户接待及签约结果归因。", + "buyer": "法律服务获客及接待团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移营销客户运营；旧跨监管行业AEO与现律所获客分期。五付费客户无合同金额不推MRR；客户AUM、媒体支出和签约案值不是Mimos收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30701" + "YC-E-30701", + "INDUSTRY2-CAT-YC30701" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为原告律所管理获客渠道、客户接待及签约结果归因。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "SaaS", "LegalTech", "AI" - ] + ], + "businessModel": "营销执行与客户接待软件；广告预算、服务费和软件费待拆" }, { "id": "YC30702", @@ -8301,22 +8336,24 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The AI data analyst for biology labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为生物实验室分析实验数据并生成研究图表。", + "buyer": "生命科学研究及生物信息团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留生命科学应用；机构使用与出版可用图表为自述，不等机构合同或独立科研验证。10万分析师费用是客户成本，不归Novaflow收入。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30709" + "YC-E-30709", + "INDUSTRY2-CAT-YC30709" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为生物实验室分析实验数据并生成研究图表。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "实验数据分析软件；存储、计算、分析和专业支持费待拆" }, { "id": "YC30710", @@ -8386,56 +8423,61 @@ "id": "YC30715", "name": "Autumn", "url": "https://www.ycombinator.com/companies/autumn-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The people-intelligence company.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业研究人员及公司，支持线索丰富、筛选和身份核对。", + "buyer": "销售、招聘及企业尽调团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "按当前企业线索研究移C06；未来Agent搜索引擎愿景单列。十亿人索引不是用户数或收入，演示新公司和联系人不当已核真实记录；未检索任何个人档案。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30715" + "YC-E-30715", + "INDUSTRY2-CAT-YC30715", + "INDUSTRY2-AUTUMN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业研究人员及公司，支持线索丰富、筛选和身份核对。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "人员及企业数据研究软件；查询、数据许可与人工服务费待拆" }, { "id": "YC30716", "name": "Finto", "url": "https://www.ycombinator.com/companies/finto-de", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 10, "location": "Munich, Germany", - "business": "公司简介：AI accounting for enterprise finance teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业内部财务团队自动处理发票录入、科目及审批。", + "buyer": "跨行业企业财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "移企业通用财务，与只服务专业会计事务所分开。80%工作替代是自述，未核效果、审批控制和合同，不从发票金额推营收。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30716" + "YC-E-30716", + "INDUSTRY2-CAT-YC30716" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业内部财务团队自动处理发票录入、科目及审批。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Fintech", "B2B", "Enterprise", "AI" - ] + ], + "businessModel": "通用财务运营软件；发票量、连接、许可和实施费待拆" }, { "id": "YC30717", @@ -8473,27 +8515,29 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-powered accounting automation for construction and manufacturing", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑及制造企业自动处理应收应付、对账及供应商工作。", + "buyer": "建筑和制造企业专业财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留明确建筑/制造行业交付，33%效率是自述，不当公司增长或毛利。客户款项、供应商金额与平台收费分开。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30719" + "YC-E-30719", + "INDUSTRY2-CAT-YC30719" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为建筑及制造企业自动处理应收应付、对账及供应商工作。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Fintech", "Finance", "B2B", "AI" - ] + ], + "businessModel": "行业财务自动化；单据、连接、许可和实施服务待拆" }, { "id": "YC30720", @@ -8649,22 +8693,24 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI coworkers for fraud and compliance teams.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为银行及金融科技的欺诈合规团队调查告警并汇总判断依据。", + "buyer": "金融机构欺诈及风险团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留金融行业；前DoorDash每年3000万节省、LinkedIn5000万增收属于旧雇主。自主判断、低误报及人力替代未核，不直接证明当前公司收入或控制有效。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30726" + "YC-E-30726", + "INDUSTRY2-CAT-YC30726" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为银行及金融科技的欺诈合规团队调查告警并汇总判断依据。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", + "directoryTags": [], + "businessModel": "金融风险分析软件；告警、案件、许可及专业复核待拆" }, { "id": "YC30727", @@ -8674,26 +8720,29 @@ "year": 2025, "team": null, "location": null, - "business": "公司简介：Procurement Platform for Dental Offices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为牙科诊所聚合供应商价格并提供统一购物车。", + "buyer": "牙科诊所及采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列。实际合同、财务与产品效果待核。", + "notes": "保留牙科专业采购，官网称免费且有商品报价；免费不等零收入，商品总额不等平台净收费。当前AI具体作用及支付/采购合同仍待核。 成立和团队保留原YC快照；分类不等财务或独立技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30727" + "YC-E-30727", + "INDUSTRY2-CAT-YC30727", + "INDUSTRY2-ALARA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为牙科诊所聚合供应商价格并提供统一购物车。 按买家及具体交付分类，科研模型、训练数据、专业服务和软件分开。", "directoryTags": [ "Dental", "Procurement", "AI" - ] + ], + "businessModel": "牙科供应采购平台；佣金、交易、供应商费用和软件费待拆" }, { "id": "YC30728", @@ -34675,6 +34724,66 @@ "evidence": "INDUSTRY1-CAT-YC30415", "bound": "=", "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-OVERDRIVE-50M", + "company": "YC30641", + "name": "Overdrive Health", + "kind": "客户索赔或旧雇主成果边界", + "value": 50000000, + "unit": "原文$，币种待核", + "scope": "拟收购账单机构客户年度索赔，非Overdrive收入", + "timing": "2026-03-03发布，具体经营截至日未给", + "reason": "未核收购交割、索赔付款及并表，索赔不是供应商收入或ARR", + "bound": ">", + "evidence": "INDUSTRY2-OVERDRIVE-LAUNCH", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-OVERDRIVE-100M", + "company": "YC30641", + "name": "Overdrive Health", + "kind": "客户索赔或旧雇主成果边界", + "value": 100000000, + "unit": "原文$，币种待核", + "scope": "官网年度客户索赔提交额，非公司收入", + "timing": "官网当前展示，具体业务期间未给", + "reason": "提交额不等赔付或平台收入；与旧50M不相加，不乘假设费率", + "bound": ">", + "evidence": "INDUSTRY2-OVERDRIVE-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-SOCRATIX-OLD-REVENUE", + "company": "YC30726", + "name": "Socratix AI", + "kind": "客户索赔或旧雇主成果边界", + "value": 50000000, + "unit": "原文$，币种待核", + "scope": "创始人在LinkedIn参与的增收，非Socratix收入", + "timing": "当前YC简介中的旧经历，具体会计期未给", + "reason": "前雇主业绩不转移，当前平台合同和持续付费未知", + "bound": ">", + "evidence": "INDUSTRY2-CAT-YC30726", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY2-O-SOCRATIX-OLD-SAVING", + "company": "YC30726", + "name": "Socratix AI", + "kind": "客户索赔或旧雇主成果边界", + "value": 30000000, + "unit": "原文$，币种待核", + "scope": "前DoorDash年度成本节省，非Socratix收入", + "timing": "当前YC简介中的旧经历，具体经营截至日未给", + "reason": "节省与收入定义不同，且属于旧雇主，不计当前ARR", + "bound": ">", + "evidence": "INDUSTRY2-CAT-YC30726", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -55533,6 +55642,325 @@ "kind": "YC官方页面中的公司自述复核", "summary": "发布称自YC开始达到原文$54k ARR，另有试点及PoC。", "limitation": "发布日不是精确财务截至日，正文可更新；币种、经常性定义、付费合同与账单未核，不按访问日刷新为当前ARR。" + }, + { + "id": "INDUSTRY2-CAT-YC30602", + "companyId": "YC30602", + "title": "Meteor Labs行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/meteor-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研究数据中心设备供应链、厂商份额和建设瓶颈。 保留产业研究，不把浏览器Agent实现归通用开发设施，也不把研究数据中心当实际出售算力。大学项目10万经费不是Meteor收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30603", + "companyId": "YC30603", + "title": "Closera行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/closera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为电商店铺提供购物Agent，具体产品与部署范围待核。 移客户销售运营；简介仅一句，AI作用及实际采用仍缺。YC标Inactive，不当已注销或全部停止服务，不推交易额为收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30614", + "companyId": "YC30614", + "title": "Astor行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/astor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "面向个人投资者提供持仓分析、市场关注及经用户批准的交易流程辅助。 保留专业金融服务；官网明确示例持仓及订单，不当真实AUM、成交或收益保证。未核牌照、托管、实际交易能力和合同，不将retail市场份额当客户数。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30629", + "companyId": "YC30629", + "title": "Topological行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/topological", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发用于CAD物理约束及拓扑优化的专用模型。 按明确模型研发定位暂移C01；UToP-v1的1930倍及小于5%误差是自测主张，未见本轮代码或复测，不当通用模型能力或已实现模型收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30641", + "companyId": "YC30641", + "title": "Overdrive Health行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/overdrive-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合AI及专业账单人员为医疗机构处理账单与回款。 保留医疗服务，官网明确Human Led。旧拟收购账单机构50m年度索赔和官网现100m处理额是客户款项；未核交割及并表，不相加或按比例反推公司ARR。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30657", + "companyId": "YC30657", + "title": "Nori行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/nori", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整理个人病历、可穿戴及健康资料，生成日常健康计划。 移消费者应用；用户睡眠或心率改善是个案引语，不等临床效果或公司收入。未核医疗服务范围、订阅及隐私主张。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30666", + "companyId": "YC30666", + "title": "CareSwift行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/careswift", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在救护车报告系统内辅助急救人员填写记录并提示错误。 保留急救行业工作；三分钟及80%节时为自述，未独立核文书准确性、支付方接受或客户合同。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30668", + "companyId": "YC30668", + "title": "Wedge行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/wedge", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构部署、治理及运营后台AI Agent。 保留医疗运营，官网明确服务医疗后台，不据OS名称归通用Agent设施。全后台、合规、稳定和上线效果未独立核。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30677", + "companyId": "YC30677", + "title": "Kalinda行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/kalinda", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为集体诉讼律师整理大量记录并辅助案件资格分析。 保留法律行业；60万页、两大律所为处理/采用自述，不当收入或独立正确率。资格最终判断和法律责任未独立核，前公益7000学生不算客户。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30683", + "companyId": "YC30683", + "title": "Theora行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/theora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗Agent提供专家训练数据、奖励标准及仿真任务环境。 移模型数据与训练设施；官网Louiza Inc. dba Theora，法律登记待核。FHIR/PACS环境及去标识数据为自述，未核权利链、独立训练效果或临床部署。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30685", + "companyId": "YC30685", + "title": "IronLedger.ai行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/ironledger-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为物业管理、开发商及承包商自动处理地产会计与应付。 保留地产会计行业；10万管理单位是服务覆盖自述，不等付费客户。客户千元节省及已于2025到期折扣不作当前价格或收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30689", + "companyId": "YC30689", + "title": "b12 Labs行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/b12-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为药企提供分子设计、实验规划及化学制造交付。 保留专业科研服务；旧copilot与新Foundry制造分期，不能全作软件ARR。付费试点未给收入，论文及一次转化效果未独立核，不列为本公司第三方评测。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30698", + "companyId": "YC30698", + "title": "Comena行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/comena", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工业分销和制造销售团队处理报价及订单录入，写回ERP。 移客户收入运营；发布明确销售人员快速复核并一键发送，非全无人订单处理。客户订单金额、节时和ERP数据不是Comena收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30701", + "companyId": "YC30701", + "title": "Mimos行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/mimos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为原告律所管理获客渠道、客户接待及签约结果归因。 移营销客户运营；旧跨监管行业AEO与现律所获客分期。五付费客户无合同金额不推MRR；客户AUM、媒体支出和签约案值不是Mimos收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30709", + "companyId": "YC30709", + "title": "Novaflow行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/novaflow", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为生物实验室分析实验数据并生成研究图表。 保留生命科学应用；机构使用与出版可用图表为自述，不等机构合同或独立科研验证。10万分析师费用是客户成本，不归Novaflow收入。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30715", + "companyId": "YC30715", + "title": "Autumn行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/autumn-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业研究人员及公司，支持线索丰富、筛选和身份核对。 按当前企业线索研究移C06；未来Agent搜索引擎愿景单列。十亿人索引不是用户数或收入，演示新公司和联系人不当已核真实记录；未检索任何个人档案。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30716", + "companyId": "YC30716", + "title": "Finto行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/finto-de", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业内部财务团队自动处理发票录入、科目及审批。 移企业通用财务，与只服务专业会计事务所分开。80%工作替代是自述，未核效果、审批控制和合同，不从发票金额推营收。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30719", + "companyId": "YC30719", + "title": "ProcIndex行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/procindex", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为建筑及制造企业自动处理应收应付、对账及供应商工作。 保留明确建筑/制造行业交付，33%效率是自述，不当公司增长或毛利。客户款项、供应商金额与平台收费分开。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30726", + "companyId": "YC30726", + "title": "Socratix AI行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/socratix-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为银行及金融科技的欺诈合规团队调查告警并汇总判断依据。 保留金融行业；前DoorDash每年3000万节省、LinkedIn5000万增收属于旧雇主。自主判断、低误报及人力替代未核，不直接证明当前公司收入或控制有效。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-CAT-YC30727", + "companyId": "YC30727", + "title": "Alara行业交付及收入边界复核", + "url": "https://www.ycombinator.com/companies/alara", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为牙科诊所聚合供应商价格并提供统一购物车。 保留牙科专业采购，官网称免费且有商品报价；免费不等零收入，商品总额不等平台净收费。当前AI具体作用及支付/采购合同仍待核。", + "limitation": "仅主营及相关发布节选，规模、索赔、客户资产/效果、旧雇主及科研宣传不当当前公司收入或独立成绩。" + }, + { + "id": "INDUSTRY2-TOPOLOGICAL-HOME", + "companyId": "YC30629", + "title": "Topological专用模型研发定位", + "url": "https://www.topological.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述UToP-v1物理约束及拓扑优化模型，面向硬件工程设计。", + "limitation": "foundation及SOTA为自述；未开权重、源码或同口径测评，1930倍加速不等已验证通用能力或付费模型供给。" + }, + { + "id": "INDUSTRY2-THEORA-HOME", + "companyId": "YC30683", + "title": "Theora模型训练数据和环境", + "url": "https://www.theorahq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述SFT数据、专家奖励标准及EHR/PACS仿真环境，页脚Louiza Inc. dba Theora。", + "limitation": "医学院/前雇主标志不等客户，真实数据去标识及许可链未核，未独立验证临床效果或训练收益。" + }, + { + "id": "INDUSTRY2-B12-HOME", + "companyId": "YC30689", + "title": "b12软件与分子交付", + "url": "https://b12-labs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网兼有实验规划软件、实验自动化接口及Foundry制造方向；商业交付需拆软件和专业实验服务。", + "limitation": "未执行实验、核制造合同或性能，论文/人物旧成绩和示例实验结果不当本公司独立评测或收入。" + }, + { + "id": "INDUSTRY2-AUTUMN-HOME", + "companyId": "YC30715", + "title": "Autumn人员与企业研究产品", + "url": "https://www.autumn.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向企业数据研究，宣称大型人和公司索引并展示线索研究与可回查来源的示例。", + "limitation": "索引覆盖、更新、权利和身份匹配未核；只读产品描述，未查个人资料，示例公司/注册/联系人不当独立事实。" + }, + { + "id": "INDUSTRY2-OVERDRIVE-HOME", + "companyId": "YC30641", + "title": "Overdrive人工主导账单及索赔规模", + "url": "https://www.overdrive.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确技术驱动、人工主导医疗账单服务，列100M以上年度提交索赔及10万以上资格检查。", + "limitation": "客户提交索赔不是公司收入，也不必等已付款；人员、收购并表、费率及实际合同未核，与旧50M口径不相加。" + }, + { + "id": "INDUSTRY2-ASTOR-HOME", + "companyId": "YC30614", + "title": "Astor个人投资流程及演示边界", + "url": "https://www.astor.app/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示市场关注、持仓研究和经用户批准的下单流程，标注示例及非推荐。", + "limitation": "示例50万持仓及10250订单不是客户AUM、真实成交或公司收入；未执行交易、核牌照/托管或独立收益。" + }, + { + "id": "INDUSTRY2-WEDGE-HOME", + "companyId": "YC30668", + "title": "Wedge医疗后台交付", + "url": "https://wedge.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网将医疗Agent OS落实到大型医疗系统后台流程及部署治理。", + "limitation": "医疗机构/前雇主标志不是已核合同，不据OS名称归通用运行设施，合规与稳定性能未独立复测。" + }, + { + "id": "INDUSTRY2-ALARA-HOME", + "companyId": "YC30727", + "title": "Alara免费采购与商品金额", + "url": "https://alaradental.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供牙科供应比价、供应商连接和统一购物车，自称免费平台。", + "limitation": "商品标价及折扣不等平台收入或真实成交，佣金/转付与净收入未知；AI实际作用、供应商合同及数据权利未核。" + }, + { + "id": "INDUSTRY2-OVERDRIVE-LAUNCH", + "companyId": "YC30641", + "title": "Overdrive拟收购账单机构及客户索赔", + "url": "https://www.ycombinator.com/launches/PbA-overdrive-health-ai-powered-rcm-for-ambulance-agencies", + "publishedAt": "2026-03-03", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称正收购服务约20家救护车提供方的传统账单机构，年度客户索赔超过50M，收入/人接近翻倍。", + "limitation": "正收购不等交割完成；索赔和收入/人增长不提供公司收入金额，不能与100M现官网加总或乘假设佣金。" } ], "reviews": [ @@ -58745,6 +59173,67 @@ "INDUSTRY1-ADENTRIS-LAUNCH" ], "handling": "只保留历史自述，币种、财务截至日、经常性定义及法律主体/收入确认未核，不纳入可比同期ARR或平台MRR，未做独立技术测试。" + }, + { + "id": "INDUSTRY2-R-20", + "type": "行业第二批训练数据及专业交付复核", + "company": "原C07第二批20家公司", + "scope": "companies", + "companyIds": [ + "YC30602", + "YC30603", + "YC30614", + "YC30629", + "YC30641", + "YC30657", + "YC30666", + "YC30668", + "YC30677", + "YC30683", + "YC30685", + "YC30689", + "YC30698", + "YC30701", + "YC30709", + "YC30715", + "YC30716", + "YC30719", + "YC30726", + "YC30727" + ], + "summary": "20项当前主营及相关发布已读，8项官网及Overdrive原始发布补充；12项留C07、8项转其他类别。Topological模型研发、Theora训练数据、Nori个人应用、Finto通用财务及销售/市场研究分开。", + "evidenceIds": [ + "INDUSTRY2-CAT-YC30602", + "INDUSTRY2-CAT-YC30603", + "INDUSTRY2-CAT-YC30614", + "INDUSTRY2-CAT-YC30629", + "INDUSTRY2-CAT-YC30641", + "INDUSTRY2-CAT-YC30657", + "INDUSTRY2-CAT-YC30666", + "INDUSTRY2-CAT-YC30668", + "INDUSTRY2-CAT-YC30677", + "INDUSTRY2-CAT-YC30683", + "INDUSTRY2-CAT-YC30685", + "INDUSTRY2-CAT-YC30689", + "INDUSTRY2-CAT-YC30698", + "INDUSTRY2-CAT-YC30701", + "INDUSTRY2-CAT-YC30709", + "INDUSTRY2-CAT-YC30715", + "INDUSTRY2-CAT-YC30716", + "INDUSTRY2-CAT-YC30719", + "INDUSTRY2-CAT-YC30726", + "INDUSTRY2-CAT-YC30727", + "INDUSTRY2-TOPOLOGICAL-HOME", + "INDUSTRY2-THEORA-HOME", + "INDUSTRY2-B12-HOME", + "INDUSTRY2-AUTUMN-HOME", + "INDUSTRY2-OVERDRIVE-HOME", + "INDUSTRY2-ASTOR-HOME", + "INDUSTRY2-WEDGE-HOME", + "INDUSTRY2-ALARA-HOME", + "INDUSTRY2-OVERDRIVE-LAUNCH" + ], + "handling": "Overdrive人工账单及拟收购、b12科研软件/实验交付、Alara商品采购分别记业务模式。索赔、旧雇主增收/节省、客户AUM、演示资产、数据索引和科研宣传不当自身收入或独立技术验证。无新增可比MRR。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index fdac2de..ede27e0 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-1", + "version": "2026-10-31-industry-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化个案并保留来源；当前基础项416条主营人工复核。本分支新增原C07首批25项复核：16保留、9按现买家与交付迁移，Flott/Adentris历史ARR单列。Linewise现训练数据，实体承包、专业服务和个人应用分开。Wayline附载Second旧帖未充分核主体延续，不强改2025年或继承前业务。原C07尚余159项规则初分；本快照原C05仍有89项规则初分，继续补充人工结果；继续其他非人工资料与来源缺项，不把分类当财务/技术全量验证。", + "nextCheck": "原新增目录33条深化并保留来源；本快照基础项436条主营人工复核。原C07累计45项已读主营与相关发布：28保留、17按交付迁移，尚余139项规则初分。训练数据/环境、专用模型研发、实体承包、人工账单及科研制造与行业软件分开；Overdrive客户年度索赔50M/100M不当收入、不相加，旧雇主成果和客户资产排除。本快照C05仍89项规则初分，继续纳入后续复核。主体、定价、技术及同口径财务和非YC来源缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 10855e4..5d9a104 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-1", + "sourceVersion": "2026-10-31-industry-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From c25fb79eee72b768800e557057789784ed9434d3 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:18:08 +0800 Subject: [PATCH 03/10] research: separate industry software from brokerage and operations services --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 938 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 760 insertions(+), 194 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 2f2244f..ae6eca1 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1925); - assert.equal(research.observations.length, 246); + assert.equal(research.evidence.length, 1958); + assert.equal(research.observations.length, 251); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index aa2d17c..7fe6eff 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1925); - assert.equal(initial.observations.length, 246); + assert.equal(initial.evidence.length, 1958); + assert.equal(initial.observations.length, 251); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 119); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index a28e02c..a6177e0 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-2", + "version": "2026-10-31-industry-3", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -8871,22 +8871,24 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：We audit medical claims for self-insured employers and health plans.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为自保雇主及健康计划核查医疗索赔及支付差错。", + "buyer": "自保雇主及健康计划运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留医疗支付行业；旧个人账单工具与现付款方业务分开。60患者减少30万账单是客户成果，3至7%节省是自述，不归Avelis收入；旧Zuvy收购不作本公司退出。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30734" + "YC-E-30734", + "INDUSTRY3-CAT-YC30734" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为自保雇主及健康计划核查医疗索赔及支付差错。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "医疗支付核查软件及回收服务；许可、按节省收费和专业人员待拆" }, { "id": "YC30735", @@ -8896,26 +8898,28 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：Instant healthcare for all, starting with work comp", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工伤管理及康复网络自动处理电话和照护协调。", + "buyer": "工伤管理、专业康复及相关服务机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留工伤照护行业；年50万电话为运行/目标口径，未核已实现全年总量，60%降本和40%完成改善不当收入。旧Newfront13亿收购值不归Evergrove。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30735" + "YC-E-30735", + "INDUSTRY3-CAT-YC30735" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工伤管理及康复网络自动处理电话和照护协调。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Healthcare", "Insurance", "AI" - ] + ], + "businessModel": "行业协调软件与运营服务；电话、工作流、实施及人工费待拆" }, { "id": "YC30736", @@ -8925,27 +8929,30 @@ "year": 2025, "team": 3, "location": "Los Angeles, CA", - "business": "公司简介：AI-native real estate services firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为地产投资销售及物业运营提供AI工具和专业服务。", + "buyer": "地产所有者、投资者、经纪及物业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留地产行业；YC强调服务公司，官网强调软件OS，两种范围并列而不强推单一SaaS。官网20亿分析项目与创始人旧5亿基金均非PARES收入或实际自有资产。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30736" + "YC-E-30736", + "INDUSTRY3-CAT-YC30736", + "INDUSTRY3-PARES-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为地产投资销售及物业运营提供AI工具和专业服务。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Real Estate", "Proptech", "AI", "Conversational AI" - ] + ], + "businessModel": "地产软件与经纪/物业服务双线；许可、佣金、管理费及人工待拆" }, { "id": "YC30737", @@ -9065,26 +9072,28 @@ "id": "YC30742", "name": "Sira", "url": "https://www.ycombinator.com/companies/sira", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI Native Rippling for Deskless Workers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小时制员工团队处理排班、工时、工资及HR。", + "buyer": "跨行业小时制用工企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业HR通用工作，小时制不是单一行业。自动补班和工时检查为自述，不当实测合规保证或处理工资等同收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30742" + "YC-E-30742", + "INDUSTRY3-CAT-YC30742" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小时制员工团队处理排班、工时、工资及HR。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "通用劳动力管理软件；员工、通话、工资处理和服务费待拆" }, { "id": "YC30743", @@ -9158,26 +9167,28 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The world's first AI-maximalist pharma company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI辅助筛选药物、规划临床并推进资产交易。", + "buyer": "药物研发及药品资产投资运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留医药研发；买药、试验、出售获利是商业方向，10倍/20倍为自述，未核已获资产、临床试验、审批或利润。模型调用不是自研基础模型销售。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30747" + "YC-E-30747", + "INDUSTRY3-CAT-YC30747" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI辅助筛选药物、规划临床并推进资产交易。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "AI-powered Drug Discovery", "Biotech", "Drug Delivery" - ] + ], + "businessModel": "药物资产与临床研发业务；许可交易、研发、试验及专业人员成本待拆" }, { "id": "YC30748", @@ -9217,22 +9228,25 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：AI-native insurance brokerage.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI配合持牌经纪人员为企业配置复杂保险。", + "buyer": "建筑、安防及技工企业保险客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留保险专业服务；500企业是管理风险采用自述，不等付费数或保费净收入。执照及合同未独立核，官网本次不可读。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30749" + "YC-E-30749", + "INDUSTRY3-CAT-YC30749", + "INDUSTRY3-FERNSTONE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI配合持牌经纪人员为企业配置复杂保险。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "保险经纪服务；佣金、保费转付、人工与软件成本待拆" }, { "id": "YC30754", @@ -9242,22 +9256,24 @@ "year": 2025, "team": 4, "location": "New York City, NY", - "business": "公司简介：AI Referral Automation for Primary Care Clinics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为基层医疗机构处理转诊、授权、状态更新及患者跟进。", + "buyer": "基层医疗及区域健康机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留医疗流程；两周签区域机构及100小时节省为自述，未给合同收入。前Google十亿用户和全国转诊量不归Locata客户或规模。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30754" + "YC-E-30754", + "INDUSTRY3-CAT-YC30754" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为基层医疗机构处理转诊、授权、状态更新及患者跟进。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "医疗转诊软件；工作流、集成、机构及人工支持费用待拆" }, { "id": "YC30756", @@ -9503,27 +9519,29 @@ "year": 2025, "team": 11, "location": "New York City, NY", - "business": "公司简介：Optimizing fleet planning with data driven algorithms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合车队数据及司机限制优化卡车装载与调度。", + "buyer": "中大型卡车车队及调度团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留运输行业，算法适配为产品方式，不当通用模型供给。每错误数千成本及智能调度宣传未独立核，不当收入或保证无违规。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30775" + "YC-E-30775", + "INDUSTRY3-CAT-YC30775" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合车队数据及司机限制优化卡车装载与调度。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Logistics", "Supply Chain", "Data Science", "AI" - ] + ], + "businessModel": "运输优化软件；车辆、计划、数据及实施费待拆" }, { "id": "YC30779", @@ -9533,22 +9551,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native ERP for manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为制造企业管理ERP及采购订单录入。", + "buyer": "制造企业订单和运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留制造运营，旧发布明确人复核批准订单，不当全自动。YC标Inactive，仅为目录状态；创始人旧项目200万融资不归当前收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC标Inactive；实际经营及法律状态未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30779" + "YC-E-30779", + "INDUSTRY3-CAT-YC30779" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为制造企业管理ERP及采购订单录入。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "制造ERP及订单软件；单据、集成、许可和实施成本待拆" }, { "id": "YC30782", @@ -9708,22 +9728,25 @@ "year": 2025, "team": 17, "location": "Austin, TX", - "business": "公司简介：Secure frontier AI for government & adjacent knowledge work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为政府及相关法律政策团队提供知识Agent和公众办事助手。", + "buyer": "政府机构及企业法律政策团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留政务行业；最大数据库、Virginia法律要求和政府logo均未本轮独立核法律原文或采购。FedRAMP Ready展示不扩写成全部产品已获授权，不推合同额。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30794" + "YC-E-30794", + "INDUSTRY3-CAT-YC30794", + "INDUSTRY3-VULCAN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为政府及相关法律政策团队提供知识Agent和公众办事助手。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "政府行业软件；许可、部署、数据及服务成本待拆" }, { "id": "YC30795", @@ -9814,26 +9837,28 @@ "id": "YC30799", "name": "Avent", "url": "https://www.ycombinator.com/companies/avent", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI agents for industrial commerce", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工业销售团队处理销售邮箱、产品报价及订单录入。", + "buyer": "制造及工业分销销售团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移客户销售运营；每日20万报价是客户潜在订单金额，非Avent成交或收入。报价、采购及库存协调不等自营商品销售或平台抽成已核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30799" + "YC-E-30799", + "INDUSTRY3-CAT-YC30799" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工业销售团队处理销售邮箱、产品报价及订单录入。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "销售订单自动化；报价量、单据、平台及实施费用待拆" }, { "id": "YC30802", @@ -9956,28 +9981,30 @@ "id": "YC30818", "name": "Nox Metals", "url": "https://www.ycombinator.com/companies/nox-metals", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 52, "location": "Detroit, MI", - "business": "公司简介：Supplying America's Industrial Base", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "供应制造用金属材料，并建设自动化加工交付能力。", + "buyer": "制造企业金属材料采购方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移实体产业；自动化工厂在建/规划与已交付材料分开，项目销售额不当软件ARR，AI使用未独立核，不按轻资产SaaS估整体毛利。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30818" + "YC-E-30818", + "INDUSTRY3-CAT-YC30818" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：供应制造用金属材料，并建设自动化加工交付能力。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Manufacturing" - ] + ], + "businessModel": "金属供应及加工实体业务；材料、加工、仓储、物流和自动化成本待拆" }, { "id": "YC30822", @@ -10150,27 +10177,29 @@ "year": 2025, "team": 11, "location": "New York City, NY", - "business": "公司简介：The AI drawing review platform for architects and engineers.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑工程PDF及Revit图纸执行QA、规范检查及协调复核。", + "buyer": "建筑师及工程设计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留工程行业；最准/千页数分钟为自述，未复测或验证规范适用。行业1770亿返工成本不归公司市场份额或收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30845" + "YC-E-30845", + "INDUSTRY3-CAT-YC30845" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为建筑工程PDF及Revit图纸执行QA、规范检查及协调复核。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Computer Vision", "Construction", "Architecture", "AI" - ] + ], + "businessModel": "建筑图纸质量软件；项目、图页、许可和专业审核费用待拆" }, { "id": "YC30847", @@ -10769,22 +10798,24 @@ "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：AI Tax prep and accounting software for CPA firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为CPA事务所处理税务准备、底稿及持续记账。", + "buyer": "会计及税务事务所", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业事务所业务；明确提交人类审核，未核税务资格、账目准确性或付费。未来事务所完整系统方向与当前税务/账务交付分开。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30878" + "YC-E-30878", + "INDUSTRY3-CAT-YC30878" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为CPA事务所处理税务准备、底稿及持续记账。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "会计行业软件及辅助服务；客户、税表、许可及人复核成本待拆" }, { "id": "YC30879", @@ -10984,29 +11015,31 @@ "id": "YC30889", "name": "Alder", "url": "https://www.ycombinator.com/companies/alder", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI employees for finance, starting with accounts receivable.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业财务团队跟进应收、整理单据、对账并处理例外。", + "buyer": "跨行业企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业通用财务；发送客户内容须人同意，免费两周不作已付费。旧Uber每周500万司机的支付系统是履历，不归Alder客户或交易量。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30889" + "YC-E-30889", + "INDUSTRY3-CAT-YC30889" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业财务团队跟进应收、整理单据、对账并处理例外。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "通用财务Agent软件；任务、单据、实施及运营费用待拆" }, { "id": "YC30891", @@ -11286,28 +11319,30 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Automatic Construction Drawing Clash Detection", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "检查施工前多专业图纸差错并生成澄清请求草稿。", + "buyer": "建设项目协调及施工团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留建筑行业；节省数百万项目成本为自述，不当Helonic收入。RFI草稿仍需团队解决，不当已签工程责任或无需专家。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30911" + "YC-E-30911", + "INDUSTRY3-CAT-YC30911" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：检查施工前多专业图纸差错并生成澄清请求草稿。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Construction", "B2B", "Workflow Automation", "Architecture", "AI" - ] + ], + "businessModel": "建筑协调软件；项目、图页、集成和专业审核成本待拆" }, { "id": "YC30912", @@ -11431,63 +11466,67 @@ "id": "YC30917", "name": "Bravi", "url": "https://www.ycombinator.com/companies/bravi", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 8, "location": "New York City, NY", - "business": "公司简介：AI operating system for home improvement manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为门窗及家装产品销售和客服连接技术资料、配置产品并生成报价。", + "buyer": "制造商及安装商销售客服团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移客户运营；旧语音聊天助手与现技术商业数据工具分期。欧洲美国使用及减少漏单为自述，客户销售额不归Bravi收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30917" + "YC-E-30917", + "INDUSTRY3-CAT-YC30917" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为门窗及家装产品销售和客服连接技术资料、配置产品并生成报价。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "B2B", "Manufacturing", "Automation", "Home Services", "AI Assistant" - ] + ], + "businessModel": "行业销售客服软件；会话、配置、连接及实施费待拆" }, { "id": "YC30918", "name": "ComplyDo", "url": "https://www.ycombinator.com/companies/complydo", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 17, "location": "Berlin, Germany", - "business": "公司简介：Global Compliance for Enterprises", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为跨行业企业提取合规要求、映射控制并监测差距变化。", + "buyer": "企业GRC及内控团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移通用企业治理，与实际法律代理服务分开。10倍效率及最大欧企采用未核，合规建议不是已核法律意见或保证。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30918" + "YC-E-30918", + "INDUSTRY3-CAT-YC30918" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为跨行业企业提取合规要求、映射控制并监测差距变化。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "B2B", "Compliance", "LegalTech", "Cybersecurity", "AI" - ] + ], + "businessModel": "通用企业合规软件；法规、文档、许可及服务费待拆" }, { "id": "YC30919", @@ -11525,28 +11564,30 @@ "year": 2025, "team": 15, "location": "San Francisco", - "business": "公司简介：AI Operating System for Legal Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为法律团队提供研究、起草、合同审阅及案件工作流。", + "buyer": "律师事务所及企业法务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留法律专业工作；500万文档、20万案件及200组织为处理和采用自述，不等独立客户或收入。引用验证、安全和每周10小时节省未独立核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30920" + "YC-E-30920", + "INDUSTRY3-CAT-YC30920" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为法律团队提供研究、起草、合同审阅及案件工作流。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "SaaS", "B2B", "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "法律工作软件；席位、文档、案件和部署成本待拆" }, { "id": "YC30923", @@ -11585,22 +11626,25 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Casey is an AI-native commercial insurance brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由保险经纪人员面向企业提供投保、报价比较及续保服务。", + "buyer": "企业商业保险客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业经纪；现官网与YC称经纪公司，旧发布为分销基础设施，两线分期。100保险商覆盖不是客户数或自身保费收入，牌照未独立核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30924" + "YC-E-30924", + "INDUSTRY3-CAT-YC30924", + "INDUSTRY3-CASEY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由保险经纪人员面向企业提供投保、报价比较及续保服务。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "保险经纪加AI运营；佣金、服务费、保费转付和人工待拆" }, { "id": "YC30925", @@ -11610,52 +11654,57 @@ "year": 2025, "team": 3, "location": "Boulder, CO", - "business": "公司简介：Biospecimen logistics & operations layer to accelerate drug dev", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为药企和研究团队提供样本收集、处理、存储及运输运营。", + "buyer": "生物医药及临床研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业科研运营；24小时报价不等签约、完成采样或临床成功。当前AI具体作用未充分核，不把实物及物流项目款当软件ARR。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30925" + "YC-E-30925", + "INDUSTRY3-CAT-YC30925", + "INDUSTRY3-PACELINE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为药企和研究团队提供样本收集、处理、存储及运输运营。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "AI-powered Drug Discovery", "Biotech", "Drug discovery", "Biotechnology" - ] + ], + "businessModel": "专业样本物流及实验运营服务；套件、处理、存储、运输和人力待拆" }, { "id": "YC30927", "name": "Oxus", "url": "https://www.ycombinator.com/companies/oxus", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-powered automation for internal audit workflows", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为跨行业上市及拟上市企业自动处理内部审计工作。", + "buyer": "企业SOX及内部审计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业通用审计；200至800时薪及每年30万至百万是外包成本背景，不当Oxus报价或收入。10倍效率和审计有效性未核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30927" + "YC-E-30927", + "INDUSTRY3-CAT-YC30927" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为跨行业上市及拟上市企业自动处理内部审计工作。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "通用内审软件；控制、流程、许可和实施费待拆" }, { "id": "YC30928", @@ -11909,53 +11958,59 @@ "year": 2025, "team": 3, "location": "London, United Kingdom", - "business": "公司简介：AI-native recruiting agency", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业承接岗位搜索、候选人筛选及招聘交付。", + "buyer": "企业招聘及人才团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "保留专业招聘服务；官网现500美元/月加首年底薪15%，旧发布500启动费条件分期。报价不是已收收入，候选人薪资不是营收；自测搜索成绩未独立核。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网US$500/月招聘期间加首年底薪15%签约成功费；旧发布500启动费口径分期。实际合同、退款、触发及回款未核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30944" + "YC-E-30944", + "INDUSTRY3-CAT-YC30944", + "INDUSTRY3-PRISM-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业承接岗位搜索、候选人筛选及招聘交付。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", + "directoryTags": [], + "businessModel": "专业招聘代理服务；月招聘费加签约成功费，人力与搜索成本待拆" }, { "id": "YC30945", "name": "Zalos", "url": "https://www.ycombinator.com/companies/zalos", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 10, "location": "London, United Kingdom", - "business": "公司简介：Hire Zalos AI workers to run your finance department", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业财务团队映射流程并执行应付、账单、对账及控制工作。", + "buyer": "跨行业企业财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "移企业通用工作；财务harness和Computer Agent是实现方式，不归通用开发设施。零集成、78%自动解决及自学习为厂商示例或主张，不等已核控制有效或收入。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30945" + "YC-E-30945", + "INDUSTRY3-CAT-YC30945", + "INDUSTRY3-ZALOS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业财务团队映射流程并执行应付、账单、对账及控制工作。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "Fintech", "Finance", "Enterprise", "Billing", "AI Assistant" - ] + ], + "businessModel": "通用财务自动化；按成果收费自述，平台、运行、实施及人力待拆" }, { "id": "YC30947", @@ -12050,26 +12105,29 @@ "year": 2025, "team": 2, "location": "Los Angeles, CA", - "business": "公司简介：AI Legal OS", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律师事务所连接客户接待、案件、文档、沟通和计费流程。", + "buyer": "律师事务所及专业法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及效果未独立核。", + "notes": "YC简介很短，官网现为全所LegalOS，补具体行业交付后保留C07。白手套配置和训练不推全软件毛利，律所标识、示例案件及时间记录不是独立收入证据。 原成立和团队快照保留；主营分类不等产品、财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30953" + "YC-E-30953", + "INDUSTRY3-CAT-YC30953", + "INDUSTRY3-RELAW-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为律师事务所连接客户接待、案件、文档、沟通和计费流程。 按买家、交付和服务边界分类，不将客户金额或旧业务成果当公司收入。", "directoryTags": [ "SaaS", "Legal", "AI" - ] + ], + "businessModel": "法律实践管理软件加配置培训；许可、实施和支持费待拆" }, { "id": "YC30954", @@ -34784,6 +34842,81 @@ "evidence": "INDUSTRY2-CAT-YC30726", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-AVELIS-SAVING", + "company": "YC30734", + "name": "Avelis Health", + "kind": "客户规模或旧业务成果边界", + "value": 300000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "旧消费者患者账单减少，非Avelis收入", + "timing": "2025-08-19发布及当前简介称数月内，准确期间未给", + "reason": "60患者累计减免/减少不是供应商收费，不推公司ARR", + "evidence": "INDUSTRY3-CAT-YC30734", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-AVENT-QUOTES", + "company": "YC30799", + "name": "Avent", + "kind": "客户规模或旧业务成果边界", + "value": 200000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "客户日均报价潜在订单金额，非Avent收入", + "timing": "2025-08-15发布称每天，准确经营截至日未给", + "reason": "报价不等签约、成交或平台净收入，不反推抽成", + "evidence": "INDUSTRY3-CAT-YC30799", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-PARES-PROJECTS", + "company": "YC30736", + "name": "PARES AI", + "kind": "客户规模或旧业务成果边界", + "value": 2000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "官网项目分析/承销估算规模，非PARES收入", + "timing": "官网当前展示，统计期间未给", + "reason": "项目价值不是公司收费或持有资产，软件及经纪模式范围待核", + "evidence": "INDUSTRY3-PARES-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-PARES-OLD-FUND", + "company": "YC30736", + "name": "PARES AI", + "kind": "客户规模或旧业务成果边界", + "value": 500000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "创始人此前管理基金规模，非PARES资产或收入", + "timing": "2025-07-14发布中的旧经历，具体基金日期未给", + "reason": "旧Motiva基金规模和39项目不转移当前公司，不作为ARR", + "evidence": "INDUSTRY3-CAT-YC30736", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY3-O-EVERGROVE-OLD-ACQ", + "company": "YC30735", + "name": "Evergrove", + "kind": "客户规模或旧业务成果边界", + "value": 1300000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "前Newfront收购交易值，非Evergrove收入或退出", + "timing": "2026-08-26发布引用旧Newfront交易，非本公司经营期", + "reason": "旧雇主收购值不归新公司；技术被提及不等当前公司取得交易款或合同", + "evidence": "INDUSTRY3-CAT-YC30735", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -55961,6 +56094,369 @@ "kind": "公司公开资料复核", "summary": "发布称正收购服务约20家救护车提供方的传统账单机构，年度客户索赔超过50M，收入/人接近翻倍。", "limitation": "正收购不等交割完成；索赔和收入/人增长不提供公司收入金额，不能与100M现官网加总或乘假设佣金。" + }, + { + "id": "INDUSTRY3-CAT-YC30734", + "companyId": "YC30734", + "title": "Avelis Health行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/avelis-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为自保雇主及健康计划核查医疗索赔及支付差错。 保留医疗支付行业；旧个人账单工具与现付款方业务分开。60患者减少30万账单是客户成果，3至7%节省是自述，不归Avelis收入；旧Zuvy收购不作本公司退出。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30735", + "companyId": "YC30735", + "title": "Evergrove行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/evergrove", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工伤管理及康复网络自动处理电话和照护协调。 保留工伤照护行业；年50万电话为运行/目标口径，未核已实现全年总量，60%降本和40%完成改善不当收入。旧Newfront13亿收购值不归Evergrove。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30736", + "companyId": "YC30736", + "title": "PARES AI行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/pares-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为地产投资销售及物业运营提供AI工具和专业服务。 保留地产行业；YC强调服务公司，官网强调软件OS，两种范围并列而不强推单一SaaS。官网20亿分析项目与创始人旧5亿基金均非PARES收入或实际自有资产。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30742", + "companyId": "YC30742", + "title": "Sira行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/sira", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为小时制员工团队处理排班、工时、工资及HR。 移企业HR通用工作，小时制不是单一行业。自动补班和工时检查为自述，不当实测合规保证或处理工资等同收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30747", + "companyId": "YC30747", + "title": "Convexia行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/convexia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI辅助筛选药物、规划临床并推进资产交易。 保留医药研发；买药、试验、出售获利是商业方向，10倍/20倍为自述，未核已获资产、临床试验、审批或利润。模型调用不是自研基础模型销售。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30749", + "companyId": "YC30749", + "title": "Fernstone行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/fernstone", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI配合持牌经纪人员为企业配置复杂保险。 保留保险专业服务；500企业是管理风险采用自述，不等付费数或保费净收入。执照及合同未独立核，官网本次不可读。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30754", + "companyId": "YC30754", + "title": "Locata行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/locata", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为基层医疗机构处理转诊、授权、状态更新及患者跟进。 保留医疗流程；两周签区域机构及100小时节省为自述，未给合同收入。前Google十亿用户和全国转诊量不归Locata客户或规模。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30775", + "companyId": "YC30775", + "title": "Fleetline行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/fleetline", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合车队数据及司机限制优化卡车装载与调度。 保留运输行业，算法适配为产品方式，不当通用模型供给。每错误数千成本及智能调度宣传未独立核，不当收入或保证无违规。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30779", + "companyId": "YC30779", + "title": "Smartbase行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/smartbase", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为制造企业管理ERP及采购订单录入。 保留制造运营，旧发布明确人复核批准订单，不当全自动。YC标Inactive，仅为目录状态；创始人旧项目200万融资不归当前收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30794", + "companyId": "YC30794", + "title": "Vulcan Technologies行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/vulcan-technologies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为政府及相关法律政策团队提供知识Agent和公众办事助手。 保留政务行业；最大数据库、Virginia法律要求和政府logo均未本轮独立核法律原文或采购。FedRAMP Ready展示不扩写成全部产品已获授权，不推合同额。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30799", + "companyId": "YC30799", + "title": "Avent行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/avent", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工业销售团队处理销售邮箱、产品报价及订单录入。 移客户销售运营；每日20万报价是客户潜在订单金额，非Avent成交或收入。报价、采购及库存协调不等自营商品销售或平台抽成已核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30818", + "companyId": "YC30818", + "title": "Nox Metals行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/nox-metals", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "供应制造用金属材料，并建设自动化加工交付能力。 移实体产业；自动化工厂在建/规划与已交付材料分开，项目销售额不当软件ARR，AI使用未独立核，不按轻资产SaaS估整体毛利。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30845", + "companyId": "YC30845", + "title": "Structured AI行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/structured-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为建筑工程PDF及Revit图纸执行QA、规范检查及协调复核。 保留工程行业；最准/千页数分钟为自述，未复测或验证规范适用。行业1770亿返工成本不归公司市场份额或收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30878", + "companyId": "YC30878", + "title": "Cranston AI行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/cranston-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为CPA事务所处理税务准备、底稿及持续记账。 保留专业事务所业务；明确提交人类审核，未核税务资格、账目准确性或付费。未来事务所完整系统方向与当前税务/账务交付分开。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30889", + "companyId": "YC30889", + "title": "Alder行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/alder", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业财务团队跟进应收、整理单据、对账并处理例外。 移企业通用财务；发送客户内容须人同意，免费两周不作已付费。旧Uber每周500万司机的支付系统是履历，不归Alder客户或交易量。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30911", + "companyId": "YC30911", + "title": "Helonic行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/helonic", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "检查施工前多专业图纸差错并生成澄清请求草稿。 保留建筑行业；节省数百万项目成本为自述，不当Helonic收入。RFI草稿仍需团队解决，不当已签工程责任或无需专家。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30917", + "companyId": "YC30917", + "title": "Bravi行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/bravi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为门窗及家装产品销售和客服连接技术资料、配置产品并生成报价。 移客户运营；旧语音聊天助手与现技术商业数据工具分期。欧洲美国使用及减少漏单为自述，客户销售额不归Bravi收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30918", + "companyId": "YC30918", + "title": "ComplyDo行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/complydo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为跨行业企业提取合规要求、映射控制并监测差距变化。 移通用企业治理，与实际法律代理服务分开。10倍效率及最大欧企采用未核，合规建议不是已核法律意见或保证。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30920", + "companyId": "YC30920", + "title": "Lexi行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/lexi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为法律团队提供研究、起草、合同审阅及案件工作流。 保留法律专业工作；500万文档、20万案件及200组织为处理和采用自述，不等独立客户或收入。引用验证、安全和每周10小时节省未独立核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30924", + "companyId": "YC30924", + "title": "Casey行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/casey", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由保险经纪人员面向企业提供投保、报价比较及续保服务。 保留专业经纪；现官网与YC称经纪公司，旧发布为分销基础设施，两线分期。100保险商覆盖不是客户数或自身保费收入，牌照未独立核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30925", + "companyId": "YC30925", + "title": "Paceline Bio行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/paceline-bio", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为药企和研究团队提供样本收集、处理、存储及运输运营。 保留专业科研运营；24小时报价不等签约、完成采样或临床成功。当前AI具体作用未充分核，不把实物及物流项目款当软件ARR。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30927", + "companyId": "YC30927", + "title": "Oxus行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/oxus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为跨行业上市及拟上市企业自动处理内部审计工作。 移企业通用审计；200至800时薪及每年30万至百万是外包成本背景，不当Oxus报价或收入。10倍效率和审计有效性未核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30944", + "companyId": "YC30944", + "title": "Prism行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/tryprism", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业承接岗位搜索、候选人筛选及招聘交付。 保留专业招聘服务；官网现500美元/月加首年底薪15%，旧发布500启动费条件分期。报价不是已收收入，候选人薪资不是营收；自测搜索成绩未独立核。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30945", + "companyId": "YC30945", + "title": "Zalos行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/zalos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业财务团队映射流程并执行应付、账单、对账及控制工作。 移企业通用工作；财务harness和Computer Agent是实现方式，不归通用开发设施。零集成、78%自动解决及自学习为厂商示例或主张，不等已核控制有效或收入。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-CAT-YC30953", + "companyId": "YC30953", + "title": "Relaw行业交付及收费模式复核", + "url": "https://www.ycombinator.com/companies/relaw", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为律师事务所连接客户接待、案件、文档、沟通和计费流程。 YC简介很短，官网现为全所LegalOS，补具体行业交付后保留C07。白手套配置和训练不推全软件毛利，律所标识、示例案件及时间记录不是独立收入证据。", + "limitation": "主营及相关发布节选不是独立能力或财务证据；报价、客户节省、资产、保费、引语和旧公司估值/收入均按归属拆分。" + }, + { + "id": "INDUSTRY3-VULCAN-HOME", + "companyId": "YC30794", + "title": "Vulcan政务产品及采购边界", + "url": "https://vulcan.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网分别描述Justinian政府知识工作Agent与Trajan公众办事助手，并展示部署机构及FedRAMP Ready入口。", + "limitation": "未核政府合同、法律强制条款原文或认证范围，展示不等收入；未访问非公开数据。" + }, + { + "id": "INDUSTRY3-ZALOS-HOME", + "companyId": "YC30945", + "title": "Zalos财务流程与控制交付", + "url": "https://www.zalos.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向企业财务，包含流程图、GUI操作、控制和追溯，仍需人处理例外。", + "limitation": "演示7610发票、78%自动解决和学习效果不是实际收入或独立复测；成果收费合同及实施人工未核。" + }, + { + "id": "INDUSTRY3-CASEY-HOME", + "companyId": "YC30924", + "title": "Casey现保险经纪模式", + "url": "https://caseyinsure.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以企业保险服务为主，由专业人员了解需求并比较保险商报价，后续处理证书、索赔和续保。", + "limitation": "与旧纯分销基础设施发布分开，保险商覆盖及保费不是平台收入；佣金、执照和保险合同未独立核。" + }, + { + "id": "INDUSTRY3-RELAW-HOME", + "companyId": "YC30953", + "title": "Relaw全所LegalOS及服务", + "url": "https://www.relaw.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明客户沟通、案件、文档、时间、账单及信托会计整合，含配置和培训支持。", + "limitation": "律所logo、示例案件和效率不是已核付费或准确性，实际人工比例、合同及收入未知。" + }, + { + "id": "INDUSTRY3-PARES-HOME", + "companyId": "YC30736", + "title": "PARES软件与专业服务口径差异", + "url": "https://www.pares.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网强调地产OS和软件工作流，列20亿以上项目分析量；YC当前简介则为经纪和物业服务公司。", + "limitation": "两个模式并列待合同确认；20亿项目、旧5亿基金和客户管理单位不归公司收入或自有资产。" + }, + { + "id": "INDUSTRY3-FERNSTONE-ACCESS", + "companyId": "YC30749", + "title": "Fernstone官网访问缺项", + "url": "https://www.fernstone.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具本次未取得官网正文，分类及经纪/人工模式依据YC当前简介。", + "limitation": "访问失败不等停业或未持牌，执照、合同、佣金与实际收入留缺，不能把AI-native称呼当全无人。" + }, + { + "id": "INDUSTRY3-PRISM-HOME", + "companyId": "YC30944", + "title": "Prism按月招聘与成功收费", + "url": "https://tryprism.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确端到端招聘服务，无须客户建招聘软件或团队；US$500/月加首年底薪15%的签约成功费。", + "limitation": "与旧500启动费报价分期；标价不是实收或ARR，薪资不是平台收入。PeopleSearchBench成绩仍为公司自测，未读取论文或复测。" + }, + { + "id": "INDUSTRY3-PACELINE-HOME", + "companyId": "YC30925", + "title": "Paceline样本及物流服务", + "url": "https://paceline.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供采集套件、运输、处理和存储运营，按客户研究需求报价。", + "limitation": "AI实际作用未充分核；24小时报价不等签约或履约，样本许可、临床资质、收入与专业成本未独立核。" } ], "reviews": [ @@ -59234,6 +59730,76 @@ "INDUSTRY2-OVERDRIVE-LAUNCH" ], "handling": "Overdrive人工账单及拟收购、b12科研软件/实验交付、Alara商品采购分别记业务模式。索赔、旧雇主增收/节省、客户AUM、演示资产、数据索引和科研宣传不当自身收入或独立技术验证。无新增可比MRR。" + }, + { + "id": "INDUSTRY3-R-25", + "type": "行业第三批专业服务与通用工作分类复核", + "company": "原C07第三批25家公司", + "scope": "companies", + "companyIds": [ + "YC30734", + "YC30735", + "YC30736", + "YC30742", + "YC30747", + "YC30749", + "YC30754", + "YC30775", + "YC30779", + "YC30794", + "YC30799", + "YC30818", + "YC30845", + "YC30878", + "YC30889", + "YC30911", + "YC30917", + "YC30918", + "YC30920", + "YC30924", + "YC30925", + "YC30927", + "YC30944", + "YC30945", + "YC30953" + ], + "summary": "25项主营及相关发布节选已读，补8项官网资料或访问缺项；17保留C07、8迁通用工作/销售/实体产业。经纪、招聘、样本服务与行业软件并列收费及成本边界。", + "evidenceIds": [ + "INDUSTRY3-CAT-YC30734", + "INDUSTRY3-CAT-YC30735", + "INDUSTRY3-CAT-YC30736", + "INDUSTRY3-CAT-YC30742", + "INDUSTRY3-CAT-YC30747", + "INDUSTRY3-CAT-YC30749", + "INDUSTRY3-CAT-YC30754", + "INDUSTRY3-CAT-YC30775", + "INDUSTRY3-CAT-YC30779", + "INDUSTRY3-CAT-YC30794", + "INDUSTRY3-CAT-YC30799", + "INDUSTRY3-CAT-YC30818", + "INDUSTRY3-CAT-YC30845", + "INDUSTRY3-CAT-YC30878", + "INDUSTRY3-CAT-YC30889", + "INDUSTRY3-CAT-YC30911", + "INDUSTRY3-CAT-YC30917", + "INDUSTRY3-CAT-YC30918", + "INDUSTRY3-CAT-YC30920", + "INDUSTRY3-CAT-YC30924", + "INDUSTRY3-CAT-YC30925", + "INDUSTRY3-CAT-YC30927", + "INDUSTRY3-CAT-YC30944", + "INDUSTRY3-CAT-YC30945", + "INDUSTRY3-CAT-YC30953", + "INDUSTRY3-VULCAN-HOME", + "INDUSTRY3-ZALOS-HOME", + "INDUSTRY3-CASEY-HOME", + "INDUSTRY3-RELAW-HOME", + "INDUSTRY3-PARES-HOME", + "INDUSTRY3-FERNSTONE-ACCESS", + "INDUSTRY3-PRISM-HOME", + "INDUSTRY3-PACELINE-HOME" + ], + "handling": "PARES现YC服务与官网软件口径并列，Prism新旧招聘报价分期，Casey实际经纪与旧基础设施发布分开。患者减免、客户报价/项目、旧基金及旧雇主收购值均排除公司收入；没有新增可比MRR，政府法律/资质及模型效果均未独立验。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index ede27e0..7a47822 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-2", + "version": "2026-10-31-industry-3", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留来源；本快照基础项436条主营人工复核。原C07累计45项已读主营与相关发布：28保留、17按交付迁移，尚余139项规则初分。训练数据/环境、专用模型研发、实体承包、人工账单及科研制造与行业软件分开；Overdrive客户年度索赔50M/100M不当收入、不相加，旧雇主成果和客户资产排除。本快照C05仍89项规则初分，继续纳入后续复核。主体、定价、技术及同口径财务和非YC来源缺项继续保留。", + "nextCheck": "原新增目录33条深化并保留来源；本快照基础项461条主营人工复核。原C07累计70项已读主营与相关发布：45保留、25按交付迁移，尚余114项规则初分。保险/地产经纪、招聘和样本物流与软件分开，PARES双模式待合同核，Prism月费/成功费与旧启动费分期；患者减免、客户报价/项目、基金、索赔和旧雇主成果不作公司收入。本快照C05仍89项规则初分，继续纳入后续结果；其他非人工资料、主体、财务、技术及非YC来源覆盖仍缺。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 5d9a104..8dd5118 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-2", + "sourceVersion": "2026-10-31-industry-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 1e818876821ff1860bc46661a9f38f6ace1a1fdb Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:23:41 +0800 Subject: [PATCH 04/10] research: review regulated services and separate client assets from income --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 960 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 786 insertions(+), 190 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index ae6eca1..76f67f5 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1958); - assert.equal(research.observations.length, 251); + assert.equal(research.evidence.length, 1991); + assert.equal(research.observations.length, 258); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 7fe6eff..2d36d2c 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1958); - assert.equal(initial.observations.length, 251); + assert.equal(initial.evidence.length, 1991); + assert.equal(initial.observations.length, 258); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 121); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index a6177e0..faad5ae 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-3", + "version": "2026-10-31-industry-4", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -12281,31 +12281,33 @@ "id": "YC30962", "name": "Denki", "url": "https://www.ycombinator.com/companies/denki", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The full-stack AI financial audit firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动处理企业内审计划、证据收集、控制测试及底稿。", + "buyer": "跨行业企业SOX及内部审计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移企业通用工作；99%软件/1%服务是自述，未核收入及交付人力构成。法规及审计追溯不等已核审计有效性，不把行业2900亿支出当营收。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30962" + "YC-E-30962", + "INDUSTRY4-CAT-YC30962" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：自动处理企业内审计划、证据收集、控制测试及底稿。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "FinOps", "Compliance", "AI", "AI Assistant" - ] + ], + "businessModel": "通用内审软件加服务；控制、流程、许可与实施费待拆" }, { "id": "YC30963", @@ -12426,22 +12428,25 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Exonic is an AI-native cell and gene therapeutics company.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发具有情境响应特性的遗传治疗技术。", + "buyer": "遗传治疗研发团队及药企，买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留生物医药研发，官网仅称AI适应性医学，AI具体机制与产品交付仍缺。未核临床阶段、疗效、授权或收入，不把研究目标当批准疗法。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30970" + "YC-E-30970", + "INDUSTRY4-CAT-YC30970", + "INDUSTRY4-EXONIC-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：研发具有情境响应特性的遗传治疗技术。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业医药研发；项目、许可、试验及专业人员成本待核" }, { "id": "YC30972", @@ -12476,28 +12481,30 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI healthcare concierge for employees", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为雇主员工提供短信入口、虚拟诊所及就医导航协调。", + "buyer": "雇主健康计划及员工", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗服务，包含真实临床交付不全作软件。10至20%节省为自述，前Cedar数百万ARR及百万用户不归Rovi，临床结果、牌照和费用未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30977" + "YC-E-30977", + "INDUSTRY4-CAT-YC30977" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为雇主员工提供短信入口、虚拟诊所及就医导航协调。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Consumer Health Services", "Health Tech", "Digital Health", "Healthcare", "Health Insurance" - ] + ], + "businessModel": "医疗服务加导航软件；合同、临床人员和按节省收费待拆" }, { "id": "YC30981", @@ -12705,26 +12712,28 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：AI-powered market due diligence for investment decisions", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私募投资决策访谈专家并生成可追溯的市场尽调报告。", + "buyer": "私募股权投资及交易尽调团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留投资研究；8基金合计2.4万亿AUM为客户资产，同行50万至百万报告费不当本公司定价或收入。自动可审计是自述，未核专家样本与报告准确率。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30993" + "YC-E-30993", + "INDUSTRY4-CAT-YC30993" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为私募投资决策访谈专家并生成可追溯的市场尽调报告。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Analytics", "Market Research", "AI" - ] + ], + "businessModel": "专业研究服务加AI；项目、访谈、数据和人力费用待拆" }, { "id": "YC30995", @@ -12831,22 +12840,25 @@ "year": 2026, "team": 9, "location": "San Francisco", - "business": "公司简介：A premier AI-native law firm & legal operating system for Startups.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由律师及助理配合软件提供创业公司法律服务。", + "buyer": "科技创业公司及投资者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留法律服务；官网区分Vector Legal PC法律服务与Vector Systems PBC平台，不能把两者收入直接合并。十三年经验、六成降价及执照均未独立核，AI草稿需律师审。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31000" + "YC-E-31000", + "INDUSTRY4-CAT-YC31000", + "INDUSTRY4-VECTOR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由律师及助理配合软件提供创业公司法律服务。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "律师事务所服务加软件；时费、成果费、月顾问及专业工时待拆" }, { "id": "YC31001", @@ -12886,27 +12898,29 @@ "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：AI agents for your healthcare back-office operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构及RCM团队自动执行账单及后台操作。", + "buyer": "医疗收入运营公司及医疗机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗行业，旧招聘和高管搜索后台发布分期。SOC2/HIPAA为自述，未取得独立报告；旧客户及行业成果不自动归当前产品。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31002" + "YC-E-31002", + "INDUSTRY4-CAT-YC31002" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗机构及RCM团队自动执行账单及后台操作。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Health Tech", "Healthcare", "Health Insurance", "AI" - ] + ], + "businessModel": "医疗后台自动化；任务、实施、系统及人工升级费用待拆" }, { "id": "YC31005", @@ -12916,27 +12930,29 @@ "year": 2025, "team": 4, "location": "Atlanta, GA", - "business": "公司简介：Compliance that makes products ready for global markets.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为食品及化妆品品牌分析配方、包装和新市场合规材料。", + "buyer": "消费品牌跨境及法规团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留产品监管专业应用；当前初始美国市场与旧泛贸易合规分期。market-ready标签是交付主张，不当监管批准或法律意见，准确性未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31005" + "YC-E-31005", + "INDUSTRY4-CAT-YC31005" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为食品及化妆品品牌分析配方、包装和新市场合规材料。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Workflow Automation", "Compliance", "Consumer Products", "AI" - ] + ], + "businessModel": "产品合规软件加专业服务；产品、市场、文件和审核费待拆" }, { "id": "YC31007", @@ -13034,26 +13050,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI plug-in that automates HR immigration screening and compliance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为国际招聘流程整理签证材料、资格线索和律师表格。", + "buyer": "企业国际招聘及移民法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留移民专业应用，HR入口不是通用HR全流程。eligibility检查未独立核，不当政府批准、法律服务资格或保证只出现合规候选。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31020" + "YC-E-31020", + "INDUSTRY4-CAT-YC31020" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为国际招聘流程整理签证材料、资格线索和律师表格。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "GovTech", "LegalTech", "Immigration" - ] + ], + "businessModel": "移民合规软件；申请、连接、文档及律师审核费待拆" }, { "id": "YC31022", @@ -13122,27 +13140,29 @@ "year": 2025, "team": 1, "location": "Seattle, WA", - "business": "公司简介：AI automated prior-auths for private medical practices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私人诊所处理医疗事先授权。", + "buyer": "私人医疗机构及授权团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "简介短暂留医疗专业工作，端到端、更便宜更准为自述。未核支付方接受、授权成功率、实际人工和收费。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31025" + "YC-E-31025", + "INDUSTRY4-CAT-YC31025" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为私人诊所处理医疗事先授权。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Digital Health", "Healthcare", "AI", "AI Assistant" - ] + ], + "businessModel": "医疗授权软件或服务；申请、连接和人工成本待核" }, { "id": "YC31030", @@ -13152,27 +13172,30 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Operational Intelligence for Global Logistics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合仓储、运输及ERP数据优化物流计划并执行工作流。", + "buyer": "物流、分销及制造运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留物流行业，官网Nomos优化与Talon执行分工清楚。operational superintelligence是宣传，不归基础模型；写回和例外升级未运行核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31030" + "YC-E-31030", + "INDUSTRY4-CAT-YC31030", + "INDUSTRY4-HALADIR-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合仓储、运输及ERP数据优化物流计划并执行工作流。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Logistics", "Supply Chain", "Operations", "AI" - ] + ], + "businessModel": "物流规划执行软件；优化、流程、系统和部署成本待拆" }, { "id": "YC31036", @@ -13234,26 +13257,28 @@ "id": "YC31048", "name": "FullSeam", "url": "https://www.ycombinator.com/companies/fullseam", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 3, "location": null, - "business": "公司简介：AI agents for corporate accounting teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业处理应付、应收及对账等会计工作。", + "buyer": "跨行业企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移企业通用财务；前TaxProper每年十亿客户税款及被收购经历不归FullSeam收入或退出。自动处理和系统外任务比例未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31048" + "YC-E-31048", + "INDUSTRY4-CAT-YC31048" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业处理应付、应收及对账等会计工作。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "通用会计自动化；单据、任务、实施和服务费用待拆" }, { "id": "YC31051", @@ -13296,22 +13321,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Insurance risk layer for physical AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为保险公司模拟自动驾驶及机器人任务的损失风险。", + "buyer": "保险定价及风险模型团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留保险专业分析，不据foundational layer归基础模型。模拟损失不是实际索赔或保险收入，前公司50亿并购及FAA认证旧项目不归Valgo资质。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31057" + "YC-E-31057", + "INDUSTRY4-CAT-YC31057" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为保险公司模拟自动驾驶及机器人任务的损失风险。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业风险分析模型软件；模型、数据、项目及专家成本待拆" }, { "id": "YC31063", @@ -13342,30 +13369,33 @@ "id": "YC31064", "name": "Origin", "url": "https://www.ycombinator.com/companies/origin-bio", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：AI and Data for Cancer Therapeutics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "生产并许可患者来源肿瘤数据，用于药企分析及AI模型研究。", + "buyer": "药企及AI生物模型研发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "按当前数据供给移C02，兼医药科研客户；旧疗法研发定位分期。自营实验室、患者许可和模型效果未独立核，官网药品营收表不是Origin收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31064" + "YC-E-31064", + "INDUSTRY4-CAT-YC31064", + "INDUSTRY4-ORIGIN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：生产并许可患者来源肿瘤数据，用于药企分析及AI模型研究。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "AI-powered Drug Discovery", "Biotech", "AI" - ] + ], + "businessModel": "模型及科研数据供给；数据许可、实验室、样本和专业审核成本待拆" }, { "id": "YC31066", @@ -13430,22 +13460,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI Native Commercial Insurance Brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由经纪人员及AI内部流程为企业配置复杂保险。", + "buyer": "商业保险客户及特殊风险企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留保险行业，不把AI-native当纯SaaS。牌照与实际合同未核，1250亿E&S保费为行业规模，不能乘假设份额估平台ARR。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31077" + "YC-E-31077", + "INDUSTRY4-CAT-YC31077" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由经纪人员及AI内部流程为企业配置复杂保险。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "保险经纪服务；佣金、服务、保费转付及人工待拆" }, { "id": "YC31082", @@ -13486,27 +13518,29 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Underwrite borrowers around the world in minutes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为新兴市场贷款机构整理申请、核验财务材料并提供风险信号。", + "buyer": "贷款机构信贷及风控团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留金融信贷应用；偿还反馈学习与更好决策是自述，未核实际效果或公平性。贷款金额、客户回款和旧雇主用户不作供应商收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31083" + "YC-E-31083", + "INDUSTRY4-CAT-YC31083" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为新兴市场贷款机构整理申请、核验财务材料并提供风险信号。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Fintech", "Computer Vision", "Lending", "Emerging Markets" - ] + ], + "businessModel": "贷款运营软件；申请、验证、数据和部署费用待拆" }, { "id": "YC31086", @@ -13516,26 +13550,29 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Superintelligent health insurance that keeps employees healthy", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为雇主组织健康福利、保险方案及运营服务。", + "buyer": "雇主健康计划及员工福利团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗保险服务；仅省钱时收费为发布自述，具体合同未核。官网87.5万节省、零免赔及员工报价示例不当收入、普遍价格或独立医疗效果，payer/provider愿景分期。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31086" + "YC-E-31086", + "INDUSTRY4-CAT-YC31086", + "INDUSTRY4-PRESCIENCE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为雇主组织健康福利、保险方案及运营服务。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "B2B", "Health Insurance", "Insurance" - ] + ], + "businessModel": "健康计划和保险服务；保费、行政、按节省收费及医疗成本待拆" }, { "id": "YC31087", @@ -13627,22 +13664,24 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-Native Med-Legal Firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工伤评估和医法团队整理医疗记录、时间线及报告。", + "buyer": "医法评估、理赔及法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医法行业；合规摘要和更快和解为主张，未核法律/医疗资质。同行40%案件收入及医生增收不归Docura收入，软件和专业服务范围待核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31090" + "YC-E-31090", + "INDUSTRY4-CAT-YC31090" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工伤评估和医法团队整理医疗记录、时间线及报告。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业记录软件与医法服务；案件、页数、报告及人审成本待拆" }, { "id": "YC31098", @@ -13834,22 +13873,25 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：The agentic drug company. We simulate human biology.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以生物模型和计算平台辅助药物筛选、安全及临床转化。", + "buyer": "药企及药物研发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留药物研发应用，AI-agent drug company与现平台分期。Cell2Sentence论文及DeepMind合作是底层架构线索，未核公司当前成果或临床疗效；三验证命中不等获批药物。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31113" + "YC-E-31113", + "INDUSTRY4-CAT-YC31113", + "INDUSTRY4-CELLTYPE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以生物模型和计算平台辅助药物筛选、安全及临床转化。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "药物研发软件及研究合作；模型、实验、部署与许可费用待拆" }, { "id": "YC31114", @@ -13970,22 +14012,24 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI EMR for medspas & wellness clinics", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗美容及健康诊所提供病历、前台、支付和营销管理。", + "buyer": "医疗美容及健康诊所", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留诊所全流程，预约获客为模块而非全部业务。前PJT300亿并购及Rilla经历不归Tepali收入或交易规模，医疗合规和实测效果未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31127" + "YC-E-31127", + "INDUSTRY4-CAT-YC31127" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗美容及健康诊所提供病历、前台、支付和营销管理。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "诊所运营软件；地点、许可、支付、模型和实施成本待拆" }, { "id": "YC31128", @@ -14022,22 +14066,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Verification for Insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以卫星影像及天气资料辅助保险资产核验和理赔。", + "buyer": "农业等保险机构及理赔团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留保险专业工作；11%美国农田为覆盖自述，不当付费客户或收入。监管上月更新是历史发布用语，本轮未核原文，不沿访问日解释成现行许可或即时赔付已实现。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31129" + "YC-E-31129", + "INDUSTRY4-CAT-YC31129" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以卫星影像及天气资料辅助保险资产核验和理赔。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "保险核验软件；地块、数据、案件和专业审核费待拆" }, { "id": "YC31130", @@ -14096,29 +14142,31 @@ "id": "YC31132", "name": "MouseCat", "url": "https://www.ycombinator.com/companies/mousecat", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 6, "location": "New York City, NY", - "business": "公司简介：AI to fight financial crime", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业监测可疑活动并自动调查欺诈及合规风险。", + "buyer": "跨行业企业风险及合规团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移跨行业企业风控，未仅服务银行。Fortune500与实时模型是自述，不把降低损失当平台收入或已证控制有效，人工决策边界未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31132" + "YC-E-31132", + "INDUSTRY4-CAT-YC31132" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业监测可疑活动并自动调查欺诈及合规风险。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", "directoryTags": [ "Compliance", "Fraud Detection" - ] + ], + "businessModel": "通用企业风险软件；事件、案件、数据和部署费待拆" }, { "id": "YC31133", @@ -14339,22 +14387,25 @@ "year": 2025, "team": 10, "location": "Oslo, Norway", - "business": "公司简介：Global AI-native law firm handling legal work with same-day turnaround", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由律师配合AI为企业交付合同及其他复杂法律事项。", + "buyer": "企业法务及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留法律服务，律师审核是必要交付。经手30亿交易不是律师费或Moritz收入；旧750客户引语、现250至2500报价和实际收款分开，900万融资排除。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网原文250至2500/事项，商业合同750起、批量250起；预先固定价。实际合同、币种、律师工时和回款待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31146" + "YC-E-31146", + "INDUSTRY4-CAT-YC31146", + "INDUSTRY4-MORITZ-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由律师配合AI为企业交付合同及其他复杂法律事项。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "律师事务所服务；按文档/事项固定费，专业工时及软件成本待拆" }, { "id": "YC31147", @@ -14420,47 +14471,52 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：The AI-native Recruiting OS", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为创业公司承接人才搜索、外联、筛选及招聘协调。", + "buyer": "创业公司招聘团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留招聘服务，OS是包装不代表只卖软件。旧发布仅填补职位收费，官网现强调代理交付，具体合同待核；20倍效率和候选保留率未独立测试。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31153" + "YC-E-31153", + "INDUSTRY4-CAT-YC31153", + "INDUSTRY4-PERFECTLY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为创业公司承接人才搜索、外联、筛选及招聘协调。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "专业招聘代理加AI；按成功收费自述，搜索、人力和系统成本待拆" }, { "id": "YC31156", "name": "Ventura", "url": "https://www.ycombinator.com/companies/ventura", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Workforce for Distributors and Manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工业分销及制造销售团队处理报价、订单并衔接ERP。", + "buyer": "工业分销内勤销售及制造销售团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "移客户收入运营；前Develop Health700万ARR和5人团队不归Ventura，前20亿分销客户也非本公司收入或资产。学习SOP能力与当前付费未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31156" + "YC-E-31156", + "INDUSTRY4-CAT-YC31156" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工业分销及制造销售团队处理报价、订单并衔接ERP。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "销售订单自动化；任务、系统、实施和服务费待拆" }, { "id": "YC31157", @@ -14548,22 +14604,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Helping Healthcare Providers Speak Any Language", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构提供临床沟通中的实时语言翻译辅助。", + "buyer": "医疗机构及临床沟通团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、收入与能力待核。", + "notes": "保留医疗专业语言服务；最安全最准及百万节省均为主张，不当独立测试或合规保证。医院原口译预算不是Opalite收入，适用临床情境与人工替代率未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31163" + "YC-E-31163", + "INDUSTRY4-CAT-YC31163" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗机构提供临床沟通中的实时语言翻译辅助。 按当前买家及交付分类，专业人员、软件、模型数据及保险款项分开。", + "directoryTags": [], + "businessModel": "医疗口译软件；会话、分钟、系统及专业复核费待拆" }, { "id": "YC31164", @@ -34917,6 +34975,111 @@ "evidence": "INDUSTRY3-CAT-YC30735", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-DILIGENCE-AUM", + "company": "YC30993", + "name": "DiligenceSquared", + "kind": "客户资产或旧经历金额边界", + "value": 2400000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "8家客户基金合计AUM，非DiligenceSquared资产或收入", + "timing": "当前简介，资产截至日未给", + "reason": "客户管理资产不等研究收费，不能按假设费率估ARR", + "evidence": "INDUSTRY4-CAT-YC30993", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-FULLSEAM-OLD-TAX", + "company": "YC31048", + "name": "FullSeam", + "kind": "客户资产或旧经历金额边界", + "value": 1000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "前TaxProper为客户缴付年度税款，非FullSeam收入", + "timing": "2026-02-17发布中的旧业务经历，税款年度未给", + "reason": "客户税款、旧公司收购和平台收费分开，不归当前ARR", + "evidence": "INDUSTRY4-CAT-YC31048", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-VALGO-OLD-MA", + "company": "YC31057", + "name": "Valgo", + "kind": "客户资产或旧经历金额边界", + "value": 5000000000, + "unit": "原文$，币种待核", + "bound": ">", + "scope": "创始人前雇主并购交易额，非Valgo收入", + "timing": "2026-03-06发布及当前简介中的此前经历", + "reason": "前公司交易和角色不归当前公司规模或收入", + "evidence": "INDUSTRY4-CAT-YC31057", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-MORITZ-DEALS", + "company": "YC31146", + "name": "Moritz", + "kind": "客户资产或旧经历金额边界", + "value": 3000000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "律师团队经手交易值，非律师费或Moritz收入", + "timing": "当前简介，交易区间及历史/当前范围未给", + "reason": "底层交易额不是法律服务费，主体/团队及期间待核，不推ARR", + "evidence": "INDUSTRY4-CAT-YC31146", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-VENTURA-OLD-ARR", + "company": "YC31156", + "name": "Ventura", + "kind": "客户资产或旧经历金额边界", + "value": 7000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "创始人前Develop Health ARR，非Ventura收入", + "timing": "2026-03-15发布称前业务14个月，财务截至日未给", + "reason": "前公司ARR与5人团队不转移给当前公司", + "evidence": "INDUSTRY4-CAT-YC31156", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-TEPALI-OLD-MA", + "company": "YC31127", + "name": "Tepali", + "kind": "客户资产或旧经历金额边界", + "value": 30000000000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "创始人在PJT经手并购额，非Tepali收入", + "timing": "2026-03-02发布中的旧经历，交易期间未给", + "reason": "投行交易值不作当前诊所软件营收", + "evidence": "INDUSTRY4-CAT-YC31127", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY4-O-PRESCIENCE-SAVING", + "company": "YC31086", + "name": "Prescience, Inc.", + "kind": "客户资产或旧经历金额边界", + "value": 875000, + "unit": "原文$，币种待核", + "bound": "=", + "scope": "官网客户健康方案节省，非Prescience收入", + "timing": "官网当前展示，实际会计期间未给", + "reason": "客户节省及示例报价不等供应商收入，不乘假设分成推ARR", + "evidence": "INDUSTRY4-PRESCIENCE-HOME", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -56457,6 +56620,369 @@ "kind": "公司公开资料复核", "summary": "官网提供采集套件、运输、处理和存储运营，按客户研究需求报价。", "limitation": "AI实际作用未充分核；24小时报价不等签约或履约，样本许可、临床资质、收入与专业成本未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30962", + "companyId": "YC30962", + "title": "Denki专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/denki", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自动处理企业内审计划、证据收集、控制测试及底稿。 移企业通用工作；99%软件/1%服务是自述，未核收入及交付人力构成。法规及审计追溯不等已核审计有效性，不把行业2900亿支出当营收。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30970", + "companyId": "YC30970", + "title": "Exonic专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/exonic", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发具有情境响应特性的遗传治疗技术。 保留生物医药研发，官网仅称AI适应性医学，AI具体机制与产品交付仍缺。未核临床阶段、疗效、授权或收入，不把研究目标当批准疗法。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30977", + "companyId": "YC30977", + "title": "Rovi Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/rovi-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为雇主员工提供短信入口、虚拟诊所及就医导航协调。 保留医疗服务，包含真实临床交付不全作软件。10至20%节省为自述，前Cedar数百万ARR及百万用户不归Rovi，临床结果、牌照和费用未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC30993", + "companyId": "YC30993", + "title": "DiligenceSquared专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/diligencesquared-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为私募投资决策访谈专家并生成可追溯的市场尽调报告。 保留投资研究；8基金合计2.4万亿AUM为客户资产，同行50万至百万报告费不当本公司定价或收入。自动可审计是自述，未核专家样本与报告准确率。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31000", + "companyId": "YC31000", + "title": "Vector Legal专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/vector-legal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由律师及助理配合软件提供创业公司法律服务。 保留法律服务；官网区分Vector Legal PC法律服务与Vector Systems PBC平台，不能把两者收入直接合并。十三年经验、六成降价及执照均未独立核，AI草稿需律师审。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31002", + "companyId": "YC31002", + "title": "Clicks Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/clicks-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构及RCM团队自动执行账单及后台操作。 保留医疗行业，旧招聘和高管搜索后台发布分期。SOC2/HIPAA为自述，未取得独立报告；旧客户及行业成果不自动归当前产品。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31005", + "companyId": "YC31005", + "title": "MarkIt专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/markit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为食品及化妆品品牌分析配方、包装和新市场合规材料。 保留产品监管专业应用；当前初始美国市场与旧泛贸易合规分期。market-ready标签是交付主张，不当监管批准或法律意见，准确性未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31020", + "companyId": "YC31020", + "title": "Mayflower专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/mayflower", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为国际招聘流程整理签证材料、资格线索和律师表格。 保留移民专业应用，HR入口不是通用HR全流程。eligibility检查未独立核，不当政府批准、法律服务资格或保证只出现合规候选。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31025", + "companyId": "YC31025", + "title": "ClaimGlide专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/claimglide", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为私人诊所处理医疗事先授权。 简介短暂留医疗专业工作，端到端、更便宜更准为自述。未核支付方接受、授权成功率、实际人工和收费。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31030", + "companyId": "YC31030", + "title": "Haladir专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/haladir", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合仓储、运输及ERP数据优化物流计划并执行工作流。 保留物流行业，官网Nomos优化与Talon执行分工清楚。operational superintelligence是宣传，不归基础模型；写回和例外升级未运行核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31048", + "companyId": "YC31048", + "title": "FullSeam专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/fullseam", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业处理应付、应收及对账等会计工作。 移企业通用财务；前TaxProper每年十亿客户税款及被收购经历不归FullSeam收入或退出。自动处理和系统外任务比例未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31057", + "companyId": "YC31057", + "title": "Valgo专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/valgo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为保险公司模拟自动驾驶及机器人任务的损失风险。 保留保险专业分析，不据foundational layer归基础模型。模拟损失不是实际索赔或保险收入，前公司50亿并购及FAA认证旧项目不归Valgo资质。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31064", + "companyId": "YC31064", + "title": "Origin专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/origin-bio", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "生产并许可患者来源肿瘤数据，用于药企分析及AI模型研究。 按当前数据供给移C02，兼医药科研客户；旧疗法研发定位分期。自营实验室、患者许可和模型效果未独立核，官网药品营收表不是Origin收入。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31077", + "companyId": "YC31077", + "title": "Panta专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/panta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由经纪人员及AI内部流程为企业配置复杂保险。 保留保险行业，不把AI-native当纯SaaS。牌照与实际合同未核，1250亿E&S保费为行业规模，不能乘假设份额估平台ARR。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31083", + "companyId": "YC31083", + "title": "Kita专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/kita", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为新兴市场贷款机构整理申请、核验财务材料并提供风险信号。 保留金融信贷应用；偿还反馈学习与更好决策是自述，未核实际效果或公平性。贷款金额、客户回款和旧雇主用户不作供应商收入。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31086", + "companyId": "YC31086", + "title": "Prescience, Inc.专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/prescience-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为雇主组织健康福利、保险方案及运营服务。 保留医疗保险服务；仅省钱时收费为发布自述，具体合同未核。官网87.5万节省、零免赔及员工报价示例不当收入、普遍价格或独立医疗效果，payer/provider愿景分期。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31090", + "companyId": "YC31090", + "title": "Docura Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/docura-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工伤评估和医法团队整理医疗记录、时间线及报告。 保留医法行业；合规摘要和更快和解为主张，未核法律/医疗资质。同行40%案件收入及医生增收不归Docura收入，软件和专业服务范围待核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31113", + "companyId": "YC31113", + "title": "CellType专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/celltype", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以生物模型和计算平台辅助药物筛选、安全及临床转化。 保留药物研发应用，AI-agent drug company与现平台分期。Cell2Sentence论文及DeepMind合作是底层架构线索，未核公司当前成果或临床疗效；三验证命中不等获批药物。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31127", + "companyId": "YC31127", + "title": "Tepali专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/tepali", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗美容及健康诊所提供病历、前台、支付和营销管理。 保留诊所全流程，预约获客为模块而非全部业务。前PJT300亿并购及Rilla经历不归Tepali收入或交易规模，医疗合规和实测效果未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31129", + "companyId": "YC31129", + "title": "Verdex专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/verdex", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以卫星影像及天气资料辅助保险资产核验和理赔。 保留保险专业工作；11%美国农田为覆盖自述，不当付费客户或收入。监管上月更新是历史发布用语，本轮未核原文，不沿访问日解释成现行许可或即时赔付已实现。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31132", + "companyId": "YC31132", + "title": "MouseCat专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/mousecat", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业监测可疑活动并自动调查欺诈及合规风险。 移跨行业企业风控，未仅服务银行。Fortune500与实时模型是自述，不把降低损失当平台收入或已证控制有效，人工决策边界未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31146", + "companyId": "YC31146", + "title": "Moritz专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/moritz", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由律师配合AI为企业交付合同及其他复杂法律事项。 保留法律服务，律师审核是必要交付。经手30亿交易不是律师费或Moritz收入；旧750客户引语、现250至2500报价和实际收款分开，900万融资排除。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31153", + "companyId": "YC31153", + "title": "Perfectly专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/perfectly", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为创业公司承接人才搜索、外联、筛选及招聘协调。 保留招聘服务，OS是包装不代表只卖软件。旧发布仅填补职位收费，官网现强调代理交付，具体合同待核；20倍效率和候选保留率未独立测试。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31156", + "companyId": "YC31156", + "title": "Ventura专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/ventura", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工业分销及制造销售团队处理报价、订单并衔接ERP。 移客户收入运营；前Develop Health700万ARR和5人团队不归Ventura，前20亿分销客户也非本公司收入或资产。学习SOP能力与当前付费未独立核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-CAT-YC31163", + "companyId": "YC31163", + "title": "Opalite Health专业交付及业务口径复核", + "url": "https://www.ycombinator.com/companies/opalite-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构提供临床沟通中的实时语言翻译辅助。 保留医疗专业语言服务；最安全最准及百万节省均为主张，不当独立测试或合规保证。医院原口译预算不是Opalite收入，适用临床情境与人工替代率未核。", + "limitation": "仅主营及相关发布节选，行业成本、客户AUM/交易/节省、保费、融资和旧雇主业绩不当本公司收入；临床、法律、监管与技术主张未独立核。" + }, + { + "id": "INDUSTRY4-ORIGIN-HOME", + "companyId": "YC31064", + "title": "Origin数据引擎及旧业务范围", + "url": "https://origin.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述患者组织数据、实验室与模型研究用途；结合YC当前数据许可，按科研/模型数据交付分类。", + "limitation": "未核样本来源权利、实验室或临床预测效果，官网列其他药品2025营收只是背景，非Origin收入。" + }, + { + "id": "INDUSTRY4-CELLTYPE-HOME", + "companyId": "YC31113", + "title": "CellType计算研发及论文边界", + "url": "https://www.celltype.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现为药企计算筛选、安全和转化平台，列底层Cell2Sentence及合作论文入口。", + "limitation": "本轮未读论文全文或运行模型，合作架构不直接等当前公司产品已获独立测试；验证命中、临床效果和合同均待核。" + }, + { + "id": "INDUSTRY4-PERFECTLY-HOME", + "companyId": "YC31153", + "title": "Perfectly招聘代理交付", + "url": "https://www.perfectly.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确AI-native recruiting agency，提供定制接入、搜索、外联和持续优化。", + "limitation": "代理/人才交付不同于纯SaaS；效率、采用标识和无限记忆为自述，未核人员、合同及实际成功费。" + }, + { + "id": "INDUSTRY4-MORITZ-HOME", + "companyId": "YC31146", + "title": "Moritz按事项收费及律师审核", + "url": "https://www.moritzlegal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确律师审核文件，按文档/事项预先固定报价，列250至2500、商业合同从750起及批量价格。", + "limitation": "报价和客户引语不等实收收入；律师实际工时、法域资质、平台/律所主体及收款范围待核，融资不计营收。" + }, + { + "id": "INDUSTRY4-HALADIR-HOME", + "companyId": "YC31030", + "title": "Haladir规划与执行模块", + "url": "https://www.haladir.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Nomos以实时物流约束做优化，Talon负责沟通、单据及系统动作并将例外交由团队。", + "limitation": "未核求解性能、系统写回及独立任务完成率，不据superintelligence称呼认定出售基础模型。" + }, + { + "id": "INDUSTRY4-EXONIC-HOME", + "companyId": "YC30970", + "title": "Exonic官网信息缺项", + "url": "https://www.exonic.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仅可读AI for adaptive medicine标题，未取得更具体产品正文。", + "limitation": "不从标题推模型细节、实验或临床阶段；AI实际作用、付费、主体和授权继续未知。" + }, + { + "id": "INDUSTRY4-VECTOR-HOME", + "companyId": "YC31000", + "title": "Vector法律服务与平台主体", + "url": "https://www.vectorlegal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称法律由Vector Legal PC交付，VectorOS由Vector Systems PBC构建；多数按小时，也有成果或月顾问费。", + "limitation": "主体分开不等可合并收入，执照、合同及法律财务边界未独立核；AI输出需律师审核，折扣宣传不当毛利。" + }, + { + "id": "INDUSTRY4-PRESCIENCE-HOME", + "companyId": "YC31086", + "title": "Prescience健康计划与客户节省", + "url": "https://www.getprescience.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网服务雇主健康福利，展示87.5万客户节省及多种说明性保费/福利方案。", + "limitation": "案例节省不是公司收入；报价比较注明示例，不能把零免赔、药物福利或20%节省推为所有客户条件，承保/服务主体与合同未核。" } ], "reviews": [ @@ -59800,6 +60326,76 @@ "INDUSTRY3-PACELINE-HOME" ], "handling": "PARES现YC服务与官网软件口径并列，Prism新旧招聘报价分期，Casey实际经纪与旧基础设施发布分开。患者减免、客户报价/项目、旧基金及旧雇主收购值均排除公司收入；没有新增可比MRR，政府法律/资质及模型效果均未独立验。" + }, + { + "id": "INDUSTRY4-R-25", + "type": "行业第四批主体及专业服务收入复核", + "company": "原C07第四批25家公司", + "scope": "companies", + "companyIds": [ + "YC30962", + "YC30970", + "YC30977", + "YC30993", + "YC31000", + "YC31002", + "YC31005", + "YC31020", + "YC31025", + "YC31030", + "YC31048", + "YC31057", + "YC31064", + "YC31077", + "YC31083", + "YC31086", + "YC31090", + "YC31113", + "YC31127", + "YC31129", + "YC31132", + "YC31146", + "YC31153", + "YC31156", + "YC31163" + ], + "summary": "25项主营及相关发布已读，补8项官网资料；20项留C07，5项按交付迁移。Origin现数据供给、Vector服务/平台主体、Moritz事项费及Perfectly招聘代理分别记边界。", + "evidenceIds": [ + "INDUSTRY4-CAT-YC30962", + "INDUSTRY4-CAT-YC30970", + "INDUSTRY4-CAT-YC30977", + "INDUSTRY4-CAT-YC30993", + "INDUSTRY4-CAT-YC31000", + "INDUSTRY4-CAT-YC31002", + "INDUSTRY4-CAT-YC31005", + "INDUSTRY4-CAT-YC31020", + "INDUSTRY4-CAT-YC31025", + "INDUSTRY4-CAT-YC31030", + "INDUSTRY4-CAT-YC31048", + "INDUSTRY4-CAT-YC31057", + "INDUSTRY4-CAT-YC31064", + "INDUSTRY4-CAT-YC31077", + "INDUSTRY4-CAT-YC31083", + "INDUSTRY4-CAT-YC31086", + "INDUSTRY4-CAT-YC31090", + "INDUSTRY4-CAT-YC31113", + "INDUSTRY4-CAT-YC31127", + "INDUSTRY4-CAT-YC31129", + "INDUSTRY4-CAT-YC31132", + "INDUSTRY4-CAT-YC31146", + "INDUSTRY4-CAT-YC31153", + "INDUSTRY4-CAT-YC31156", + "INDUSTRY4-CAT-YC31163", + "INDUSTRY4-ORIGIN-HOME", + "INDUSTRY4-CELLTYPE-HOME", + "INDUSTRY4-PERFECTLY-HOME", + "INDUSTRY4-MORITZ-HOME", + "INDUSTRY4-HALADIR-HOME", + "INDUSTRY4-EXONIC-HOME", + "INDUSTRY4-VECTOR-HOME", + "INDUSTRY4-PRESCIENCE-HOME" + ], + "handling": "客户基金AUM、律师经手交易、客户节省和旧雇主税款/并购/ARR均排除营收。无新增可比MRR；模型论文关联、医学疗效、保险牌照、监管旧表述和软件/服务比例不作独立验证。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 7a47822..bc45b82 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-3", + "version": "2026-10-31-industry-4", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留来源；本快照基础项461条主营人工复核。原C07累计70项已读主营与相关发布：45保留、25按交付迁移，尚余114项规则初分。保险/地产经纪、招聘和样本物流与软件分开，PARES双模式待合同核，Prism月费/成功费与旧启动费分期；患者减免、客户报价/项目、基金、索赔和旧雇主成果不作公司收入。本快照C05仍89项规则初分，继续纳入后续结果；其他非人工资料、主体、财务、技术及非YC来源覆盖仍缺。", + "nextCheck": "原新增目录33条深化并保留来源；本快照基础项486条主营人工复核。原C07累计95项已读主营与相关发布：65保留、30按交付迁移，尚余89项规则初分。Origin数据许可、Vector法律/平台主体、Moritz事项费、Perfectly招聘服务及医疗保险双线分别待合同核；客户AUM/交易/节省和旧雇主税款/并购/ARR排除营收。本快照C05仍89项规则初分，后续结果另纳入。主体、付费、财务、技术以及全部公开来源覆盖缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 8dd5118..eb45e72 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-3", + "sourceVersion": "2026-10-31-industry-4", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From df227df18c64b01e3617e2a3d81026b412f453d8 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:37:48 +0800 Subject: [PATCH 05/10] Review 30 industry companies and distinguish revenue commitments --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 12 +- content/research/ai-companies.seed.json | 1302 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1085 insertions(+), 239 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 76f67f5..09c8ec9 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1991); - assert.equal(research.observations.length, 258); + assert.equal(research.evidence.length, 2033); + assert.equal(research.observations.length, 270); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 2d36d2c..6e38942 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1991); - assert.equal(initial.observations.length, 258); + assert.equal(initial.evidence.length, 2033); + assert.equal(initial.observations.length, 270); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 121); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 124); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 45); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 47); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 985); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 983); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index faad5ae..8ff4a05 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-4", + "version": "2026-10-31-industry-5", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -14712,22 +14712,24 @@ "year": 2026, "team": 4, "location": "Stockholm, Sweden", - "business": "公司简介：Agentic AI for intellectual property", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为专利诉讼与知识产权团队检索证据并生成带来源的分析。", + "buyer": "律所及企业知识产权团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留知识产权应用；可追溯不等准确性或独立审计。创始人此前创业的百万ARR不归Stilta，四名工程师为目录团队快照。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31167" + "YC-E-31167", + "INDUSTRY5-CAT-YC31167" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为专利诉讼与知识产权团队检索证据并生成带来源的分析。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业法律软件；案件、检索、数据及律师审核费待拆" }, { "id": "YC31168", @@ -15033,22 +15035,37 @@ "year": 2025, "team": 5, "location": null, - "business": "公司简介：AI front & back office agent for dental practices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为牙科诊所处理来电预约、保险核验、理赔和诊所运营。", + "buyer": "牙科诊所及诊所集团", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留诊所全流程；历史17k至50k MRR与180万客户增收分开。创始人此前两年营销代理与呼叫中心和现主体的关系待核，保留原成立快照，不把旧业务自动并表。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网澳元含GST：呼入A$350/500/750每地点每月；呼出套餐及成果费另列，Full Buildout A$20000含六个月营销，广告支出另付。当前价不确定历史MRR币种", + "stage": "有历史MRR自述，确认口径待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31183" + "YC-E-31183", + "INDUSTRY5-CAT-YC31183", + "INDUSTRY5-PATIENTDESK-PRICE", + "INDUSTRY5-PATIENTDESK-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为牙科诊所处理来电预约、保险核验、理赔和诊所运营。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "诊所运营软件加营销服务；地点月费、成果费、建设项目及广告费分开", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网产品关联；精确注册、签约主体、历史业务和收入确认范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读公开产品、交付及收入表述；未运行产品、读基准代码或核独立效果，收入线索不等技术审计。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31183", + "INDUSTRY5-PATIENTDESK-LAUNCH" + ] + } }, { "id": "YC31184", @@ -15140,25 +15157,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents for banks", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为银行后台工作提供AI代理。", + "buyer": "传统金融机构及银行管理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留银行应用，但简介短，Legora类比不足以证明具体交付、模型或收入，待实际流程和合同。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31187" + "YC-E-31187", + "INDUSTRY5-CAT-YC31187" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为银行后台工作提供AI代理。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Fintech", "AI" - ] + ], + "businessModel": "银行专业软件；具体任务、部署及服务收费待核" }, { "id": "YC31189", @@ -15257,22 +15276,24 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：AI-native, hardware procurement marketplace", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过采购市场为硬件团队寻找标准及定制零件供应商。", + "buyer": "硬件研发及采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留专业采购，代理寻找供应商不等自营工厂。供应商履历、采购额和商品价不等Reframe收入，可靠性未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31195" + "YC-E-31195", + "INDUSTRY5-CAT-YC31195" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过采购市场为硬件团队寻找标准及定制零件供应商。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "硬件采购市场；撮合费、商品转付、质检及人工成本待拆" }, { "id": "YC31196", @@ -15307,25 +15328,27 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：We automate the inventory process in insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动处理保险财物清单、内容盘点及估价相关流程。", + "buyer": "保险机构、公估及灾后修复团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "简介短暂留保险应用；行业人力成本不当自身收入，估价准确率、实际交付人力及合同未知。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31197" + "YC-E-31197", + "INDUSTRY5-CAT-YC31197" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：自动处理保险财物清单、内容盘点及估价相关流程。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Insurance", "AI" - ] + ], + "businessModel": "保险专业软件或服务；案件、清单与人审费待核" }, { "id": "YC31198", @@ -15335,26 +15358,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native personal injury law firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由律师带领AI代理处理人身伤害索赔法律服务。", + "buyer": "事故受伤者及人身伤害案件客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留法律专业服务；索赔获偿不是全部律师收入，牌照及合同未核。创始人旧公司35万及旧律所5000万案件额不归本公司，成功费不是固定SaaS订阅。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31198" + "YC-E-31198", + "INDUSTRY5-CAT-YC31198" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由律师带领AI代理处理人身伤害索赔法律服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Generative AI", "Legal", "LegalTech" - ] + ], + "businessModel": "律师服务；胜诉或回收后收费，律师工时及案件成本待拆" }, { "id": "YC31200", @@ -16099,22 +16124,24 @@ "year": 2026, "team": 40, "location": null, - "business": "公司简介：Elite AI law firm for high growth companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为成长公司提供商业、公司及劳动法律服务。", + "buyer": "成长公司法务及经营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留法律服务；历史每合同500报价和速度承诺不等实收收入或经常性收入，执照、法域和律师工时未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "2026-02-03发布称每合同审阅加谈判原文$500固定价；现合同、币种及实收未核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31240" + "YC-E-31240", + "INDUSTRY5-CAT-YC31240" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为成长公司提供商业、公司及劳动法律服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "律师服务；固定合同事项费和律师审核成本待拆" }, { "id": "YC31241", @@ -16269,22 +16296,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI Agents for Government Affairs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监测法案及监管提案并交付企业政策影响和倡议建议。", + "buyer": "企业政府事务及政策团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留政策专业服务；500每小时、3万月费为传统顾问背景，客户千万合规成本风险不是Fed10收入。立法解释和覆盖范围未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31247" + "YC-E-31247", + "INDUSTRY5-CAT-YC31247" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：监测法案及监管提案并交付企业政策影响和倡议建议。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业政策研究咨询；监测、咨询与人审费待拆" }, { "id": "YC31248", @@ -16453,27 +16482,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI-native property management company for short-term rentals", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "管理短租物业的客人沟通、清洁维护、定价和房东报告。", + "buyer": "短租物业业主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留物业服务；YC近零现场人力与官网当地运营/资深人员监督分别记录，不能只凭AI自述推软件毛利。房东增收不是管理公司收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网10%管理费；租金、清洁维护转付及实际合同和人员成本待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31257" + "YC-E-31257", + "INDUSTRY5-CAT-YC31257", + "INDUSTRY5-ATLIA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：管理短租物业的客人沟通、清洁维护、定价和房东报告。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Real Estate", "Proptech", "Big Data", "AI" - ] + ], + "businessModel": "物业管理服务加AI；管理费、当地人员、清洁维护及租金转付待拆" }, { "id": "YC31258", @@ -16662,26 +16694,28 @@ "id": "YC31264", "name": "Vela", "url": "https://www.ycombinator.com/companies/vela", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 15, "location": "San Francisco", - "business": "公司简介：AI Recruiting Coordinator for Executive Search", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过邮件、短信及WhatsApp安排和改期多人面试等日程。", + "buyer": "企业招聘及跨行业行政协调团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移企业通用工作；当前招聘协调为主要入口，不是代雇主完成招聘的代理事务所。传统助理8万年薪不是Vela收入，旧创业用户不归当前产品。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31264" + "YC-E-31264", + "INDUSTRY5-CAT-YC31264" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过邮件、短信及WhatsApp安排和改期多人面试等日程。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "通用日程协调软件；任务、渠道及人工升级成本待核" }, { "id": "YC31268", @@ -16691,26 +16725,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Financial infrastructure for family caregiving", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "帮助家庭照护者申请报酬并交付居家护理服务。", + "buyer": "居家护理家庭、照护者及支付方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留护理服务；自述无非照护者FTE并不等无人工，官网Care Guide及家访职责另记。Michigan牌照和支付计划资格未独立核，不能把护理总额全作软件收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31268" + "YC-E-31268", + "INDUSTRY5-CAT-YC31268", + "INDUSTRY5-COVA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：帮助家庭照护者申请报酬并交付居家护理服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Consumer Health Services", "Healthcare", "AI" - ] + ], + "businessModel": "居家护理服务；支付方回款、照护者工资、协调及系统成本待拆" }, { "id": "YC31272", @@ -17094,22 +17131,24 @@ "year": 2026, "team": 3, "location": "Paris, France", - "business": "公司简介：Software for enterprise energy procurement.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合能耗与市场数据以优化大型企业电力采购。", + "buyer": "工业商业用电及数据中心采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留能源行业；数据中心客户不代表销售算力，电费与节省金额不是平台收入，实际交易执行、效果及合同未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31303" + "YC-E-31303", + "INDUSTRY5-CAT-YC31303" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：整合能耗与市场数据以优化大型企业电力采购。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "能源采购专业软件；数据、咨询、项目与交易款项待拆" }, { "id": "YC31304", @@ -17268,22 +17307,24 @@ "year": 2026, "team": 1, "location": "New York City, NY", - "business": "公司简介：Hedge fund where AI researches and executes every trade end-to-end", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI研究及执行交易的对冲基金。", + "buyer": "合资格投资人及基金出资方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留金融资产管理；投资本金、资产与投资回报不当ARR。费用及赎回条款仅供合资格者索取，未取得文件，不推许可、收益或收费水平。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31330" + "YC-E-31330", + "INDUSTRY5-CAT-YC31330" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI研究及执行交易的对冲基金。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "资产管理；管理费、业绩费、基金资产及交易损益分开" }, { "id": "YC31332", @@ -17373,32 +17414,34 @@ "id": "YC31340", "name": "Illume Labs", "url": "https://www.ycombinator.com/companies/illume-labs", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：24/7 Personal Health & Longevity Companion", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合个人可穿戴、血检及基因资料并提供健康趋势与问答。", + "buyer": "个人健康及长寿管理用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移个人应用；个性化建议、隐私与健康效果均为自述，未核医疗资格或临床准确性，不当获批医疗服务。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31340" + "YC-E-31340", + "INDUSTRY5-CAT-YC31340" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：整合个人可穿戴、血检及基因资料并提供健康趋势与问答。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Generative AI", "Health Tech", "Biotech", "Health & Wellness", "AI" - ] + ], + "businessModel": "个人健康软件；订阅、数据及专业支持费用待核" }, { "id": "YC31341", @@ -17981,26 +18024,28 @@ "id": "YC31383", "name": "Juno", "url": "https://www.ycombinator.com/companies/juno-chat", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 5, "location": "London, United Kingdom", - "business": "公司简介：AI Health Assistant for Chronic Illness", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为慢性病个人用户提供AI健康助手。", + "buyer": "慢性病个人用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移个人应用；30万患者是自述采用规模，不是付费用户或收入。简介仅称October上线，未从该相对措辞推具体年份，医疗效果未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31383" + "YC-E-31383", + "INDUSTRY5-CAT-YC31383" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为慢性病个人用户提供AI健康助手。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "个人健康助手；订阅、专业服务及付费转化待核" }, { "id": "YC31385", @@ -18060,22 +18105,24 @@ "year": 2026, "team": null, "location": "Paris, France", - "business": "公司简介：AI-native platform for wealth managers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为财富管理人员提供AI工作平台。", + "buyer": "财富管理机构及顾问", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "暂留财富管理应用，简介及发布仍缺具体交付与价格。90万亿行业资产不是Wealor收入，牌照、客户和效果未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31390" + "YC-E-31390", + "INDUSTRY5-CAT-YC31390" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为财富管理人员提供AI工作平台。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业金融软件；任务、数据与合同费待核" }, { "id": "YC31393", @@ -18222,26 +18269,28 @@ "id": "YC31402", "name": "Standout", "url": "https://www.ycombinator.com/companies/standout", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：Agentic hiring marketplace", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以代表人才与公司的代理做匹配、评估和招聘介绍。", + "buyer": "企业招聘团队及人才市场参与者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移通用招聘；万人才、60公司、百次介绍不是付费客户或成功入职。创始人此前Zealy的300万ARR及150万MAU不归Standout。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31402" + "YC-E-31402", + "INDUSTRY5-CAT-YC31402" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以代表人才与公司的代理做匹配、评估和招聘介绍。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "招聘市场软件；介绍、订阅或成功费以及人审费待核" }, { "id": "YC31404", @@ -18358,26 +18407,28 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native tax firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为美国、英国及澳大利亚客户提供研发税抵扣服务。", + "buyer": "企业税务及研发抵扣申请客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留税务服务；抵扣额与税款不等公司服务费，不据AI-native认定纯软件收入，执业资格与各法域实际服务范围未核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31412" + "YC-E-31412", + "INDUSTRY5-CAT-YC31412" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为美国、英国及澳大利亚客户提供研发税抵扣服务。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Finance", "B2B", "AI" - ] + ], + "businessModel": "专业税务事务；项目、成果、专业人员及软件费用待核" }, { "id": "YC31413", @@ -18465,22 +18516,24 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Autonomous medical billing", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗诊所编码、提交保险账单并追踪拒赔。", + "buyer": "医疗机构及账单运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留医疗账单服务；诊所保险收款不是Taiga收入，每笔拒赔跟进是服务主张，不等实际成功率或已确认收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31418" + "YC-E-31418", + "INDUSTRY5-CAT-YC31418" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗诊所编码、提交保险账单并追踪拒赔。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "医疗账单软件与服务；索赔、实施及人工处理成本待拆" }, { "id": "YC31419", @@ -18514,31 +18567,34 @@ "id": "YC31420", "name": "Kimpton", "url": "https://www.ycombinator.com/companies/kimpton", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Live Evaluation Arenas for Financial Work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以真实数据构建模型训练环境、评估任务及运行接口。", + "buyer": "前沿AI实验室及金融投资团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "按当前官网训练环境移C02；旧投资OS与现Koliseum/EvalRouter分期，不能据金融场景全算行业软件。旧基金1000万募集、3500万资产和客户33亿AUM均排除营收，未运行基准或核评分完整性。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31420" + "YC-E-31420", + "INDUSTRY5-CAT-YC31420", + "INDUSTRY5-KIMPTON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以真实数据构建模型训练环境、评估任务及运行接口。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "B2B", "Investments", "Trading", "AI" - ] + ], + "businessModel": "模型训练和评估环境；定制环境、评估API及投资OS合同待拆" }, { "id": "YC31421", @@ -18661,22 +18717,24 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：The agentic OS for medical labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗实验室管理样本接收、报告、编码和合规工作。", + "buyer": "医疗实验室及病理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留完整实验室OS；旧语音病理助手为模块。25病理医生采用及20%效率提升自述不是付费收入或独立临床效果，行业账单及漏收不归本公司。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31430" + "YC-E-31430", + "INDUSTRY5-CAT-YC31430" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为医疗实验室管理样本接收、报告、编码和合规工作。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "实验室运营软件；系统、语音、实施及专业审核费待拆" }, { "id": "YC31432", @@ -19177,22 +19235,25 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI Financial Research Terminal built for Healthcare (and beyond)", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为投资者构建有行业专家复核的财务研究终端及数据接口。", + "buyer": "对冲基金、银行及资产管理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留金融研究，初始医疗数据不等患者诊疗，API也不等通用基础设施。客户万亿资产及同行20万年费不作Soria收入，官网本轮无可读正文。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31464" + "YC-E-31464", + "INDUSTRY5-CAT-YC31464", + "INDUSTRY5-SORIA-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为投资者构建有行业专家复核的财务研究终端及数据接口。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业投资研究软件与数据；终端、数据、API及专家成本待拆" }, { "id": "YC31466", @@ -19298,26 +19359,29 @@ "id": "YC31477", "name": "BioStack Platforms", "url": "https://www.ycombinator.com/companies/biostack-platforms", - "cat": "C07", + "cat": "C02", "year": 2025, "team": 11, "location": "San Francisco", - "business": "公司简介：Real world training envs for healthcare AI models", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将临床及实验资料整理为生物医疗模型训练数据和环境。", + "buyer": "AI实验室及生物医药模型团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移模型训练供给，医疗为数据领域。数据质量、患者授权、效果及模型收益未独立核，不把10倍等宣传当测试结果。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31477" + "YC-E-31477", + "INDUSTRY5-CAT-YC31477", + "INDUSTRY5-BIOSTACK-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：将临床及实验资料整理为生物医疗模型训练数据和环境。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "模型数据及训练环境供给；许可、实验、数据处理及专业审核成本待拆" }, { "id": "YC31480", @@ -19757,22 +19821,25 @@ "year": 2025, "team": 13, "location": "New York City, NY", - "business": "公司简介：Adaptive AI built for manufacturers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为制造企业定制报价、订单、排产及财务办公代理。", + "buyer": "制造企业运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留制造行业办公；2035自动化万家工厂及未来机器控制为目标，不当已实现实体自动化。150万避免人工成本为客户节省，官网430万融资不是收入，工程师到厂成本另记。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31511" + "YC-E-31511", + "INDUSTRY5-CAT-YC31511", + "INDUSTRY5-ARZANA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为制造企业定制报价、订单、排产及财务办公代理。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "制造运营软件加驻场实施；模型、项目、工程师及持续服务成本待拆" }, { "id": "YC31515", @@ -19916,26 +19983,28 @@ "id": "YC31525", "name": "Arden", "url": "https://www.ycombinator.com/companies/arden", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native internal audit firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为内审及SOX团队取证、测试控制并生成底稿。", + "buyer": "跨行业企业内部审计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "移企业通用工作；AI-native firm与平台交付并列，实际专业人力待核。传统顾问高时费不是Arden定价或收入，audit-ready不等审计结论已验证。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31525" + "YC-E-31525", + "INDUSTRY5-CAT-YC31525" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为内审及SOX团队取证、测试控制并生成底稿。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "通用内审软件与专业服务；控制、项目及人工费待拆" }, { "id": "YC31526", @@ -20005,22 +20074,24 @@ "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：AI recruiters for staffing agencies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为人才中介执行寻访、电话筛选、外联及提交候选草稿。", + "buyer": "专业招聘及人力中介机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留专业招聘软件，区别企业通用日程协调和人工代理事务所。克隆招聘员判断为主张，招聘员仍复核提交，2000亿市场不作收入。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31528" + "YC-E-31528", + "INDUSTRY5-CAT-YC31528" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为人才中介执行寻访、电话筛选、外联及提交候选草稿。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "招聘中介专业软件；职位、通信、实施与招聘员复核费待拆" }, { "id": "YC31531", @@ -20055,26 +20126,41 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-native pharma company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过生物数据、模型和科研代理发现已有药物的新用途。", + "buyer": "药企、AI实验室及罕见病研究机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留医药研发；六位数合同金额与八位数意向书分开，未核币种、确认、付款或经常性。论文会议、模型倍数和基金会测试不当独立复测或获批临床成果。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有合同金额自述；确认营收、收款及经常性未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31532" + "YC-E-31532", + "INDUSTRY5-CAT-YC31532", + "INDUSTRY5-ATLAS-HOME", + "INDUSTRY5-ATLAS-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过生物数据、模型和科研代理发现已有药物的新用途。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "AI-powered Drug Discovery", "Drug discovery", "Biotechnology" - ] + ], + "businessModel": "医药研发及数据合作；数据合同、模型、项目和临床成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网产品关联；精确注册、签约主体、历史业务和收入确认范围待核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读公开产品、交付及收入表述；未运行产品、读基准代码或核独立效果，收入线索不等技术审计。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31532", + "INDUSTRY5-ATLAS-LAUNCH" + ] + } }, { "id": "YC31533", @@ -20084,25 +20170,28 @@ "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Monitoring and governance for deployed medical imaging AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监测医院影像AI漂移、读片一致性及群体表现。", + "buyer": "医院影像AI安全及治理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留医疗专业治理；产品观察而非控制影像模型。签名报告不等内容为真或监管认可，未验证报告签名、运行模型或核合规资质。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31533" + "YC-E-31533", + "INDUSTRY5-CAT-YC31533", + "INDUSTRY5-LATTICE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：监测医院影像AI漂移、读片一致性及群体表现。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", "directoryTags": [ "Healthcare", "Healthcare IT" - ] + ], + "businessModel": "医疗模型治理软件；模型、报告、集成及专业审核费待拆" }, { "id": "YC31534", @@ -20112,22 +20201,24 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：AI Operating System for Clinical Development", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将临床试验资料映射为标准数据、分析输出和质量复核流程。", + "buyer": "二三期试验申办及临床生物统计团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留临床专业应用；FDA-ready及CDISC输出为自述，不等已获批准，未读实际试验数据或独立复核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31534" + "YC-E-31534", + "INDUSTRY5-CAT-YC31534" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：将临床试验资料映射为标准数据、分析输出和质量复核流程。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "临床研发软件；研究、数据、部署及统计编程成本待拆" }, { "id": "YC31536", @@ -20216,22 +20307,25 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Liability insurance for AI Agents. You deploy agents, we cover you.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI代理部署提供风险评估、认证、担保及责任保险方案。", + "buyer": "部署AI代理的企业及保险需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务和技术效果待核。", + "notes": "保留保险服务；100万保障与按客户收入档位的示例报价不是Klaimee收入。旧SafetyWing的500万至6000万收入及承保经历不归当前公司，法规、执照、承保和理赔能力未独立核。 原成立和团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网说明性报价：100万年度保障，早期客户月等值1850/年22200；币种及实际保单待核。按客户收入分档，非公司营收", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31539" + "YC-E-31539", + "INDUSTRY5-CAT-YC31539", + "INDUSTRY5-KLAIMEE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为AI代理部署提供风险评估、认证、担保及责任保险方案。 按当前买家及交付分类，专业服务、个人应用与模型数据分开。", + "directoryTags": [], + "businessModel": "专业保险服务；评估费、保费、转付承保及人工成本待拆" }, { "id": "YC31540", @@ -35080,6 +35174,188 @@ "evidence": "INDUSTRY4-PRESCIENCE-HOME", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-PATIENTDESK-MRR-START", + "company": "YC31183", + "name": "Patientdesk.ai", + "kind": "历史八周增长起点MRR", + "value": 17000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "2026-03-21发布中的八周起点，精确财务日未给", + "scope": "Patientdesk业务，主体和服务组成未核", + "selection": "historical", + "reason": "历史起点不能与终点相加；币种和精确财务截至日未核，不换算或推年ARR", + "evidence": "INDUSTRY5-PATIENTDESK-LAUNCH", + "comparisonGroup": null, + "metric": "mrr" + }, + { + "id": "INDUSTRY5-O-PATIENTDESK-MRR-END", + "company": "YC31183", + "name": "Patientdesk.ai", + "kind": "历史八周增长终点MRR", + "value": 50000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "2026-03-21发布中的八周终点，精确财务日未给", + "scope": "Patientdesk业务，主体和服务组成未核", + "selection": "historical", + "reason": "厂商历史自述；不按访问日当当前MRR，未核币种、确认与经常性，不入平台分布", + "evidence": "INDUSTRY5-PATIENTDESK-LAUNCH", + "comparisonGroup": null, + "metric": "mrr" + }, + { + "id": "INDUSTRY5-O-PATIENTDESK-CUSTOMER", + "company": "YC31183", + "name": "Patientdesk.ai", + "kind": "客户累计增收，非Patientdesk收入", + "value": 1800000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "发布称自2025-09起，终点未明", + "scope": "牙科客户收入", + "selection": "excluded", + "reason": "客户增收与公司收费分开，不按假设抽成或客户数估MRR", + "evidence": "INDUSTRY5-PATIENTDESK-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-ATLAS-CONTRACT", + "company": "YC31532", + "name": "Atlas Discovery", + "kind": "六位数合同金额下限", + "value": 100000, + "unit": "币种未注明", + "bound": ">=", + "timing": "2026-07-24发布称三个月，合同覆盖期及财务截至日未给", + "scope": "Atlas数据合同，非已核确认收入", + "selection": "crosscheck", + "reason": "六位数只存量级下限，非精确金额；未核币种、确认、收款及经常性，不标ARR", + "evidence": "INDUSTRY5-ATLAS-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-ATLAS-LOI", + "company": "YC31532", + "name": "Atlas Discovery", + "kind": "八位数意向书金额下限", + "value": 10000000, + "unit": "币种未注明", + "bound": ">=", + "timing": "2026-07-24发布称三个月，意向覆盖期未给", + "scope": "与AI实验室的数据合作意向", + "selection": "excluded", + "reason": "意向不等签约收入或回款，也不与六位数合同金额相加", + "evidence": "INDUSTRY5-ATLAS-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KIMPTON-OLD-CAPITAL", + "company": "YC31420", + "name": "Kimpton", + "kind": "前基金家族办公室募集资金", + "value": 10000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介追述创始人21/22岁时经历，非本公司财务期", + "scope": "此前基金募集，非Kimpton收入", + "selection": "excluded", + "reason": "募集本金不是营收，旧基金主体及资产不自动归公司", + "evidence": "INDUSTRY5-CAT-YC31420", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KIMPTON-OLD-ASSETS", + "company": "YC31420", + "name": "Kimpton", + "kind": "前基金四年后资产", + "value": 35000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介追述此前四年，准确资产截至日未给", + "scope": "此前基金资产，非Kimpton收入", + "selection": "excluded", + "reason": "资产及投资损益不是软件费，不与募集本金相加估收入", + "evidence": "INDUSTRY5-CAT-YC31420", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KIMPTON-CLIENT-AUM", + "company": "YC31420", + "name": "Kimpton", + "kind": "首个机构客户管理资产", + "value": 3300000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介，客户资产截至日未给", + "scope": "客户基金AUM，非Kimpton资产或收入", + "selection": "excluded", + "reason": "客户规模不等签约额，不按假设费率推软件ARR", + "evidence": "INDUSTRY5-CAT-YC31420", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-SORIA-CLIENT-AUM", + "company": "YC31464", + "name": "Soria", + "kind": "客户团队管理资产", + "value": 1000000000000, + "unit": "原文$，币种待核", + "bound": ">", + "timing": "相关发布自述，资产截至日未给", + "scope": "客户团队AUM，非Soria收入", + "selection": "excluded", + "reason": "客户资产及同行终端价格不当本公司收入", + "evidence": "INDUSTRY5-CAT-YC31464", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-ARZANA-SAVING", + "company": "YC31511", + "name": "Arzana", + "kind": "客户避免的人工成本", + "value": 1500000, + "unit": "原文$，币种待核", + "bound": ">", + "timing": "当前简介累计自述，期间未给", + "scope": "制造企业客户节省", + "selection": "excluded", + "reason": "避免成本不是平台收入，不乘假设分成估ARR", + "evidence": "INDUSTRY5-CAT-YC31511", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-STANDOUT-OLD-ARR", + "company": "YC31402", + "name": "Standout", + "kind": "创始人前Zealy ARR", + "value": 3000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "2026-05-07发布中的旧创业十二个月经历", + "scope": "此前公司收入，非Standout", + "selection": "excluded", + "reason": "旧公司ARR和用户规模不转移给招聘市场，不算当前营收", + "evidence": "INDUSTRY5-CAT-YC31402", + "comparisonGroup": null + }, + { + "id": "INDUSTRY5-O-KLAIMEE-OLD-REV", + "company": "YC31539", + "name": "Klaimee", + "kind": "创始人前SafetyWing收入终值", + "value": 60000000, + "unit": "原文$，币种待核", + "bound": "=", + "timing": "当前简介中的此前五年经历，精确财务期未给", + "scope": "前雇主保险产品收入，非Klaimee", + "selection": "excluded", + "reason": "前雇主收入及承保经验不证明当前营收或牌照，不能直接作ARR", + "evidence": "INDUSTRY5-CAT-YC31539", + "comparisonGroup": null } ], "evidence": [ @@ -56983,6 +57259,468 @@ "kind": "公司公开资料复核", "summary": "官网服务雇主健康福利，展示87.5万客户节省及多种说明性保费/福利方案。", "limitation": "案例节省不是公司收入；报价比较注明示例，不能把零免赔、药物福利或20%节省推为所有客户条件，承保/服务主体与合同未核。" + }, + { + "id": "INDUSTRY5-CAT-YC31167", + "companyId": "YC31167", + "title": "Stilta主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/stilta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为专利诉讼与知识产权团队检索证据并生成带来源的分析。 保留知识产权应用；可追溯不等准确性或独立审计。创始人此前创业的百万ARR不归Stilta，四名工程师为目录团队快照。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31183", + "companyId": "YC31183", + "title": "Patientdesk.ai主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/patientdeskai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为牙科诊所处理来电预约、保险核验、理赔和诊所运营。 保留诊所全流程；历史17k至50k MRR与180万客户增收分开。创始人此前两年营销代理与呼叫中心和现主体的关系待核，保留原成立快照，不把旧业务自动并表。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31187", + "companyId": "YC31187", + "title": "Fenrock AI主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/fenrock-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为银行后台工作提供AI代理。 保留银行应用，但简介短，Legora类比不足以证明具体交付、模型或收入，待实际流程和合同。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31195", + "companyId": "YC31195", + "title": "Reframe主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/usereframe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过采购市场为硬件团队寻找标准及定制零件供应商。 保留专业采购，代理寻找供应商不等自营工厂。供应商履历、采购额和商品价不等Reframe收入，可靠性未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31197", + "companyId": "YC31197", + "title": "InventoryQuant主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/inventoryquant", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自动处理保险财物清单、内容盘点及估价相关流程。 简介短暂留保险应用；行业人力成本不当自身收入，估价准确率、实际交付人力及合同未知。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31198", + "companyId": "YC31198", + "title": "Wingman Law主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/wingman-law", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "由律师带领AI代理处理人身伤害索赔法律服务。 保留法律专业服务；索赔获偿不是全部律师收入，牌照及合同未核。创始人旧公司35万及旧律所5000万案件额不归本公司，成功费不是固定SaaS订阅。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31240", + "companyId": "YC31240", + "title": "General Legal主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/general-legal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为成长公司提供商业、公司及劳动法律服务。 保留法律服务；历史每合同500报价和速度承诺不等实收收入或经常性收入，执照、法域和律师工时未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31247", + "companyId": "YC31247", + "title": "Fed10主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/fed10", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "监测法案及监管提案并交付企业政策影响和倡议建议。 保留政策专业服务；500每小时、3万月费为传统顾问背景，客户千万合规成本风险不是Fed10收入。立法解释和覆盖范围未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31257", + "companyId": "YC31257", + "title": "Atlia主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/atlia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "管理短租物业的客人沟通、清洁维护、定价和房东报告。 保留物业服务；YC近零现场人力与官网当地运营/资深人员监督分别记录，不能只凭AI自述推软件毛利。房东增收不是管理公司收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31264", + "companyId": "YC31264", + "title": "Vela主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/vela", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过邮件、短信及WhatsApp安排和改期多人面试等日程。 移企业通用工作；当前招聘协调为主要入口，不是代雇主完成招聘的代理事务所。传统助理8万年薪不是Vela收入，旧创业用户不归当前产品。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31268", + "companyId": "YC31268", + "title": "Cova主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/cova", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "帮助家庭照护者申请报酬并交付居家护理服务。 保留护理服务；自述无非照护者FTE并不等无人工，官网Care Guide及家访职责另记。Michigan牌照和支付计划资格未独立核，不能把护理总额全作软件收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31303", + "companyId": "YC31303", + "title": "Condor Energy主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/condor-energy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合能耗与市场数据以优化大型企业电力采购。 保留能源行业；数据中心客户不代表销售算力，电费与节省金额不是平台收入，实际交易执行、效果及合同未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31330", + "companyId": "YC31330", + "title": "Standard Signal主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/standard-signal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI研究及执行交易的对冲基金。 保留金融资产管理；投资本金、资产与投资回报不当ARR。费用及赎回条款仅供合资格者索取，未取得文件，不推许可、收益或收费水平。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31340", + "companyId": "YC31340", + "title": "Illume Labs主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/illume-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合个人可穿戴、血检及基因资料并提供健康趋势与问答。 移个人应用；个性化建议、隐私与健康效果均为自述，未核医疗资格或临床准确性，不当获批医疗服务。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31383", + "companyId": "YC31383", + "title": "Juno主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/juno-chat", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为慢性病个人用户提供AI健康助手。 移个人应用；30万患者是自述采用规模，不是付费用户或收入。简介仅称October上线，未从该相对措辞推具体年份，医疗效果未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31390", + "companyId": "YC31390", + "title": "Wealor主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/wealor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为财富管理人员提供AI工作平台。 暂留财富管理应用，简介及发布仍缺具体交付与价格。90万亿行业资产不是Wealor收入，牌照、客户和效果未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31402", + "companyId": "YC31402", + "title": "Standout主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/standout", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以代表人才与公司的代理做匹配、评估和招聘介绍。 移通用招聘；万人才、60公司、百次介绍不是付费客户或成功入职。创始人此前Zealy的300万ARR及150万MAU不归Standout。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31412", + "companyId": "YC31412", + "title": "ClaimKit主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/claimkit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为美国、英国及澳大利亚客户提供研发税抵扣服务。 保留税务服务；抵扣额与税款不等公司服务费，不据AI-native认定纯软件收入，执业资格与各法域实际服务范围未核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31418", + "companyId": "YC31418", + "title": "Taiga主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/taiga", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗诊所编码、提交保险账单并追踪拒赔。 保留医疗账单服务；诊所保险收款不是Taiga收入，每笔拒赔跟进是服务主张，不等实际成功率或已确认收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31420", + "companyId": "YC31420", + "title": "Kimpton主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/kimpton", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以真实数据构建模型训练环境、评估任务及运行接口。 按当前官网训练环境移C02；旧投资OS与现Koliseum/EvalRouter分期，不能据金融场景全算行业软件。旧基金1000万募集、3500万资产和客户33亿AUM均排除营收，未运行基准或核评分完整性。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31430", + "companyId": "YC31430", + "title": "Voquill主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/voquill", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗实验室管理样本接收、报告、编码和合规工作。 保留完整实验室OS；旧语音病理助手为模块。25病理医生采用及20%效率提升自述不是付费收入或独立临床效果，行业账单及漏收不归本公司。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31464", + "companyId": "YC31464", + "title": "Soria主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/soria", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为投资者构建有行业专家复核的财务研究终端及数据接口。 保留金融研究，初始医疗数据不等患者诊疗，API也不等通用基础设施。客户万亿资产及同行20万年费不作Soria收入，官网本轮无可读正文。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31477", + "companyId": "YC31477", + "title": "BioStack Platforms主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/biostack-platforms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将临床及实验资料整理为生物医疗模型训练数据和环境。 移模型训练供给，医疗为数据领域。数据质量、患者授权、效果及模型收益未独立核，不把10倍等宣传当测试结果。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31511", + "companyId": "YC31511", + "title": "Arzana主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/arzana", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为制造企业定制报价、订单、排产及财务办公代理。 保留制造行业办公；2035自动化万家工厂及未来机器控制为目标，不当已实现实体自动化。150万避免人工成本为客户节省，官网430万融资不是收入，工程师到厂成本另记。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31525", + "companyId": "YC31525", + "title": "Arden主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/arden", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为内审及SOX团队取证、测试控制并生成底稿。 移企业通用工作；AI-native firm与平台交付并列，实际专业人力待核。传统顾问高时费不是Arden定价或收入，audit-ready不等审计结论已验证。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31528", + "companyId": "YC31528", + "title": "Asendia AI主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/asendia-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为人才中介执行寻访、电话筛选、外联及提交候选草稿。 保留专业招聘软件，区别企业通用日程协调和人工代理事务所。克隆招聘员判断为主张，招聘员仍复核提交，2000亿市场不作收入。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31532", + "companyId": "YC31532", + "title": "Atlas Discovery主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/atlas-discovery", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过生物数据、模型和科研代理发现已有药物的新用途。 保留医药研发；六位数合同金额与八位数意向书分开，未核币种、确认、付款或经常性。论文会议、模型倍数和基金会测试不当独立复测或获批临床成果。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31533", + "companyId": "YC31533", + "title": "Lattice Health主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/lattice-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "监测医院影像AI漂移、读片一致性及群体表现。 保留医疗专业治理；产品观察而非控制影像模型。签名报告不等内容为真或监管认可，未验证报告签名、运行模型或核合规资质。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31534", + "companyId": "YC31534", + "title": "Astraea主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/astraea", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将临床试验资料映射为标准数据、分析输出和质量复核流程。 保留临床专业应用；FDA-ready及CDISC输出为自述，不等已获批准，未读实际试验数据或独立复核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-CAT-YC31539", + "companyId": "YC31539", + "title": "Klaimee主营及收入归属复核", + "url": "https://www.ycombinator.com/companies/klaimee", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为AI代理部署提供风险评估、认证、担保及责任保险方案。 保留保险服务；100万保障与按客户收入档位的示例报价不是Klaimee收入。旧SafetyWing的500万至6000万收入及承保经历不归当前公司，法规、执照、承保和理赔能力未独立核。", + "limitation": "仅公开主营及相关发布节选；行业规模、客户收入/节省/资产、融资、旧雇主收入和报价不作本公司实收。技术、专业资质及交付成本未独立核。" + }, + { + "id": "INDUSTRY5-PATIENTDESK-PRICE", + "companyId": "YC31183", + "title": "Patientdesk当前澳元收费结构", + "url": "https://www.patientdesk.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前页面明确澳元含GST：呼入按地点月费350/500/750，呼出另有套餐及成果费；整套建设20000含六个月营销，广告支出另付，PMS免费有适用条件及短信使用费。", + "limitation": "现澳元报价不能确定历史原文$的币种；月费、成果、项目与转付广告费分开，价格不当实际客户数或MRR。" + }, + { + "id": "INDUSTRY5-ATLIA-HOME", + "companyId": "YC31257", + "title": "Atlia管理费与人工运营", + "url": "https://www.atlia.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列10%管理费，并称资深运营者监督，Fort Lauderdale与San Diego有当地人员。", + "limitation": "未核具体合同、当地员工或承包商成本；与YC近零现场人员宣传分期，租金与房东增收不等管理收入或软件毛利。" + }, + { + "id": "INDUSTRY5-COVA-HOME", + "companyId": "YC31268", + "title": "Cova家庭护理与人工支持", + "url": "https://cova.care/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明Care Guide回电、申请、家访及照护者入职流程。", + "limitation": "护理人力及人工协调不因AI后台消失；无非照护FTE可能仍有合同人员，未核组织、牌照、报销资格或单位经济。" + }, + { + "id": "INDUSTRY5-KIMPTON-HOME", + "companyId": "YC31420", + "title": "Kimpton当前环境供给与投资OS", + "url": "https://kimpton.ai/home", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主推为前沿AI定制评估及RL环境，列Koliseum及EvalRouter，页脚仍列Kimpton OS。", + "limitation": "当前主页不充分证明合同收入构成，按主要交付暂归模型训练环境；未运行API或验证奖励、泄漏、评分和公开预测记录。" + }, + { + "id": "INDUSTRY5-SORIA-ACCESS", + "companyId": "YC31464", + "title": "Soria官网读取缺项", + "url": "https://www.soriaanalytics.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮官网工具未取得可读正文，主营暂据YC当前研究终端及专家复核描述。", + "limitation": "不可读不等不存在或停业；合同、定价及当前首页交付仍缺，客户资产不得转成收入。" + }, + { + "id": "INDUSTRY5-BIOSTACK-HOME", + "companyId": "YC31477", + "title": "BioStack训练数据和环境", + "url": "https://www.getbiostack.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列供AI及生物医药团队训练前后使用的临床实验数据与强化学习环境。", + "limitation": "未取得数据许可、隐私授权、模型运行或独立性能记录，质量和倍数仅自述。" + }, + { + "id": "INDUSTRY5-ARZANA-HOME", + "companyId": "YC31511", + "title": "Arzana制造办公与驻场实施", + "url": "https://www.arzana.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网服务报价、订单、排产及财务等ERP工作，工程师到工厂了解流程，列430万种子融资。", + "limitation": "驻场工程交付成本未核，融资不计收入；未来机器自动化愿景不当当前能力。" + }, + { + "id": "INDUSTRY5-ATLAS-HOME", + "companyId": "YC31532", + "title": "Atlas当前医药研发定位", + "url": "https://atlasdiscovery.bio/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网简述用生物知识及AI研究罕见疾病治疗。", + "limitation": "本轮未核论文全文、基准代码、临床批准或合同，发现候选药物不等已证明疗效。" + }, + { + "id": "INDUSTRY5-LATTICE-HOME", + "companyId": "YC31533", + "title": "Lattice报告与医疗模型治理", + "url": "https://www.latticehealthai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网展示漂移、一致性、群体及治理证据和带签名角色报告。", + "limitation": "未验证签名或实际临床数据；HIPAA/IHE/FDA相关宣传不当独立资质，演示模型数不当真实付费医院。" + }, + { + "id": "INDUSTRY5-KLAIMEE-HOME", + "companyId": "YC31539", + "title": "Klaimee示例保费及保障范围", + "url": "https://www.klaimee.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列550万融资及按客户收入档位的保险示例，如100万年度保障、月等值1850/年度22200报价。", + "limitation": "示例非实际签约，客户年收入分档不是Klaimee收入，保障额度和融资均排除营收；承保主体、条款、除外和资质仍缺。" + }, + { + "id": "INDUSTRY5-PATIENTDESK-LAUNCH", + "companyId": "YC31183", + "title": "Patientdesk.ai财务原始表述", + "url": "https://www.ycombinator.com/launches/Pka-patientdesk-ai-ai-native-operating-system-for-dental-clinics", + "publishedAt": "2026-03-21", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述八周从原文$17K增至$50K MRR，另为客户带来$1.8M增收；此前有两年牙科营销及呼叫中心经历。", + "limitation": "发布日非精确财务截至日，正文可更新；历史币种、收入确认、经常性定义和主体沿革待核，60家采用不能反推付费MRR。" + }, + { + "id": "INDUSTRY5-ATLAS-LAUNCH", + "companyId": "YC31532", + "title": "Atlas Discovery财务原始表述", + "url": "https://www.ycombinator.com/launches/RqJ-atlas-discovery-ai-native-pharma-company", + "publishedAt": "2026-07-24", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述三个月获得六位数contracted revenue及与AI实验室的八位数LOI，未给具体数值或币种。", + "limitation": "合同金额不等确认营收、已收款或经常性；LOI为意向，不能相加，模型及临床成果未独立核。" } ], "reviews": [ @@ -60396,6 +61134,114 @@ "INDUSTRY4-PRESCIENCE-HOME" ], "handling": "客户基金AUM、律师经手交易、客户节省和旧雇主税款/并购/ARR均排除营收。无新增可比MRR；模型论文关联、医学疗效、保险牌照、监管旧表述和软件/服务比例不作独立验证。" + }, + { + "id": "INDUSTRY5-R-30", + "type": "行业第五批主营、人工及主体复核", + "company": "原C07第五批30家公司", + "scope": "companies", + "companyIds": [ + "YC31167", + "YC31187", + "YC31195", + "YC31197", + "YC31198", + "YC31240", + "YC31247", + "YC31257", + "YC31264", + "YC31268", + "YC31303", + "YC31330", + "YC31340", + "YC31383", + "YC31390", + "YC31402", + "YC31412", + "YC31418", + "YC31420", + "YC31430", + "YC31464", + "YC31477", + "YC31511", + "YC31525", + "YC31528", + "YC31533", + "YC31534", + "YC31539" + ], + "summary": "30项主营及相关发布已读，23保留行业专业应用，7项转通用企业、个人健康或模型环境；选定官网另列，Patientdesk与Atlas收入专项分别记。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31167", + "INDUSTRY5-CAT-YC31187", + "INDUSTRY5-CAT-YC31195", + "INDUSTRY5-CAT-YC31197", + "INDUSTRY5-CAT-YC31198", + "INDUSTRY5-CAT-YC31240", + "INDUSTRY5-CAT-YC31247", + "INDUSTRY5-CAT-YC31257", + "INDUSTRY5-CAT-YC31264", + "INDUSTRY5-CAT-YC31268", + "INDUSTRY5-CAT-YC31303", + "INDUSTRY5-CAT-YC31330", + "INDUSTRY5-CAT-YC31340", + "INDUSTRY5-CAT-YC31383", + "INDUSTRY5-CAT-YC31390", + "INDUSTRY5-CAT-YC31402", + "INDUSTRY5-CAT-YC31412", + "INDUSTRY5-CAT-YC31418", + "INDUSTRY5-CAT-YC31420", + "INDUSTRY5-CAT-YC31430", + "INDUSTRY5-CAT-YC31464", + "INDUSTRY5-CAT-YC31477", + "INDUSTRY5-CAT-YC31511", + "INDUSTRY5-CAT-YC31525", + "INDUSTRY5-CAT-YC31528", + "INDUSTRY5-CAT-YC31533", + "INDUSTRY5-CAT-YC31534", + "INDUSTRY5-CAT-YC31539", + "INDUSTRY5-ATLIA-HOME", + "INDUSTRY5-COVA-HOME", + "INDUSTRY5-KIMPTON-HOME", + "INDUSTRY5-SORIA-ACCESS", + "INDUSTRY5-BIOSTACK-HOME", + "INDUSTRY5-ARZANA-HOME", + "INDUSTRY5-LATTICE-HOME", + "INDUSTRY5-KLAIMEE-HOME" + ], + "handling": "Atlia当地运营、Cova护理和人工支持、Arzana驻场、律师服务与软件费用分开。客户资产、节省、旧雇主业绩和示例报价不作营收；专业许可、医疗及模型效果未独立核。" + }, + { + "id": "INDUSTRY5-R-PATIENTDESK", + "type": "收入自述与确认边界复核", + "company": "Patientdesk.ai", + "scope": "companies", + "companyIds": [ + "YC31183" + ], + "summary": "历史17k和50k MRR为同一八周起终点，180万客户增收另记；现澳元报价不能确定旧币种。此前营销代理与现签约主体关系未核。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31183", + "INDUSTRY5-PATIENTDESK-PRICE", + "INDUSTRY5-PATIENTDESK-LAUNCH" + ], + "handling": "未核财务截至日、账单、收款、收入确认、主体及经常性；不入可比同期MRR/ARR，技术仅公开描述层，未做独立效果复测。" + }, + { + "id": "INDUSTRY5-R-ATLAS", + "type": "收入自述与确认边界复核", + "company": "Atlas Discovery", + "scope": "companies", + "companyIds": [ + "YC31532" + ], + "summary": "六位数合同与八位数意向分别保留下限，币种及具体金额未给；合同不等确认营收，意向不等签约，不合计或年化。", + "evidenceIds": [ + "INDUSTRY5-CAT-YC31532", + "INDUSTRY5-ATLAS-HOME", + "INDUSTRY5-ATLAS-LAUNCH" + ], + "handling": "未核财务截至日、账单、收款、收入确认、主体及经常性；不入可比同期MRR/ARR，技术仅公开描述层，未做独立效果复测。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index bc45b82..a9435a4 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-4", + "version": "2026-10-31-industry-5", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录33条深化并保留来源；本快照基础项486条主营人工复核。原C07累计95项已读主营与相关发布：65保留、30按交付迁移，尚余89项规则初分。Origin数据许可、Vector法律/平台主体、Moritz事项费、Perfectly招聘服务及医疗保险双线分别待合同核；客户AUM/交易/节省和旧雇主税款/并购/ARR排除营收。本快照C05仍89项规则初分，后续结果另纳入。主体、付费、财务、技术以及全部公开来源覆盖缺项继续保留。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项514条主营人工复核。原C07累计125项已读主营及相关发布：88保留、37迁移，余59项规则初分。Patientdesk历史MRR与客户增收分开，Atlas合同/意向不当确认或经常性收入；Atlia、Cova、Arzana人工交付及Kimpton/BioStack环境数据供给另记。本快照C05仍89项原规则初分，另分支成果待整合。主体、财务、技术以及全部公开来源覆盖仍有缺项。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index eb45e72..9f10f81 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-4", + "sourceVersion": "2026-10-31-industry-5", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From b5e4f817fb8f7caddab215c39b92ed2253127f8f Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:44:23 +0800 Subject: [PATCH 06/10] Review 20 industry companies and separate services from model claims --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 859 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 722 insertions(+), 153 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 09c8ec9..f576737 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2033); - assert.equal(research.observations.length, 270); + assert.equal(research.evidence.length, 2064); + assert.equal(research.observations.length, 276); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 6e38942..960913b 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2033); - assert.equal(initial.observations.length, 270); + assert.equal(initial.evidence.length, 2064); + assert.equal(initial.observations.length, 276); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 124); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 127); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 8ff4a05..08ccc01 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-5", + "version": "2026-10-31-industry-6", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -20470,28 +20470,31 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI Workforce for Biopharma", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在药企既有系统上执行临床证据、试验设计、统计编程及申报工作。", + "buyer": "生物医药研发与运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留生物医药工作；130公司及500/600从业者为不同时点采用自述，不当付费客户。48小时申报包、错误倍数和98%校验率为厂商主张，不等监管批准或独立临床效果，认证状态待核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31549" + "YC-E-31549", + "INDUSTRY6-CAT-YC31549", + "INDUSTRY6-ENJAMB-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：在药企既有系统上执行临床证据、试验设计、统计编程及申报工作。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "SaaS", "B2B", "Biotech", "Automation", "AI" - ] + ], + "businessModel": "行业代理软件；系统接入、实施、用量和专业审核费待拆" }, { "id": "YC31552", @@ -20501,22 +20504,25 @@ "year": 2025, "team": 4, "location": "New York City, NY", - "business": "公司简介：AI-native credentialing and contracting for healthcare", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗机构办理支付方资质审核、签约、医生入网及持续维护。", + "buyer": "医疗机构、远程医疗和收入管理团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留医疗专业服务；明确雇用资质专家且提交前逐项人审，不作纯无人SaaS。两天是提交时限而非获准入网，医生保险收款和旧Handstamp交易额非本公司收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31552" + "YC-E-31552", + "INDUSTRY6-CAT-YC31552", + "INDUSTRY6-ARCTIC-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为医疗机构办理支付方资质审核、签约、医生入网及持续维护。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", + "directoryTags": [], + "businessModel": "医疗资质服务加AI；申请、专家审核、部署及维护费待拆" }, { "id": "YC31553", @@ -20636,24 +20642,26 @@ "year": 2026, "team": 3, "location": "New York City, NY", - "business": "公司简介：Modern Intelligence for Finance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "追踪财报、新闻及其他资料以支持公开市场股票研究。", + "buyer": "股票基金及金融分析团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留金融研究；十多基金合计百亿AUM为客户资产，不作Cohesion收入。alpha和更好决策未独立核，早期试用不直接算付费。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31562" + "YC-E-31562", + "INDUSTRY6-CAT-YC31562" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：追踪财报、新闻及其他资料以支持公开市场股票研究。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Finance" - ] + ], + "businessModel": "投资研究软件；终端、数据、模型及专业服务费用待核" }, { "id": "YC31563", @@ -20688,22 +20696,24 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Autonomous AI actuary for corporate insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业分析保险风险、方案及保费。", + "buyer": "收入5000万以上企业风险与财务团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留保险精算服务；5000万是买家规模门槛，万亿为行业保费，均非Huscarl收入。30%节省和零风险为宣传，顾问/经纪/承保角色、牌照及实际费用待核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31564" + "YC-E-31564", + "INDUSTRY6-CAT-YC31564" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为企业分析保险风险、方案及保费。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", + "directoryTags": [], + "businessModel": "精算及保险咨询；项目、订阅、专业工时和按节省收费待核" }, { "id": "YC31569", @@ -20978,27 +20988,29 @@ "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Agentic OS for e-commerce operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接电商系统并处理发货、退货、退款和售后流程。", + "buyer": "电商品牌物流与运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留电商运营，销售后物流为主要交付；30品牌及99%自动化、20%降本为自述，未核付费、工作量或例外分母，不把商品及退款流量当平台收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31989" + "YC-E-31989", + "INDUSTRY6-CAT-YC31989" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：连接电商系统并处理发货、退货、退款和售后流程。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Logistics", "E-commerce", "Retail", "AI" - ] + ], + "businessModel": "电商履约软件；工作流、订单、接入及人工例外成本待拆" }, { "id": "YC32088", @@ -21126,26 +21138,28 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：We help lawyers start and scale AI-native law firms.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律师创办或改造律所提供技术、获客、收案及后台基础设施。", + "buyer": "律师及律师事务所经营者", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留法律行业支持；律师拥有律所并作法律决定，Erinys不自动与独立律所并表。法律费、收入分成、软件和后台服务收费及合同主体待核，安全宣传非独立审计。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32124" + "YC-E-32124", + "INDUSTRY6-CAT-YC32124" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为律师创办或改造律所提供技术、获客、收案及后台基础设施。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "律所运营软件和服务；许可、实施、获客及专业人力费待拆" }, { "id": "YC32127", @@ -21155,27 +21169,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：We make law firms AI-native.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "围绕律所案件定制私有部署的取证、研究、计时及起草系统。", + "buyer": "律师事务所及案件团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留法律专业应用；共享平台与定制交付并存，不据不是agency的表述推纯SaaS毛利。每个事实先核来源是主张，未独立核检索准确率或实际责任边界。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32127" + "YC-E-32127", + "INDUSTRY6-CAT-YC32127" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：围绕律所案件定制私有部署的取证、研究、计时及起草系统。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "B2B", "Legal", "Automation", "AI" - ] + ], + "businessModel": "法律行业软件与定制实施；运行、连接、项目及人审费待拆" }, { "id": "YC32129", @@ -21497,31 +21513,35 @@ "id": "YC32157", "name": "Maingen", "url": "https://www.ycombinator.com/companies/maingen", - "cat": "C07", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Simulating Agents Running Industrial Companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将工业运营决策整理为模型可训练的强化学习模拟环境。", + "buyer": "前沿AI实验室及工业模型研发团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "移模型训练基础设施，不把模拟电站运维当已接管真实工厂。SolarBench是自有模拟基准，已读方法与结果但未读运行源码或复测；模拟利润和前雇主支付吞吐不是Maingen收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32157" + "YC-E-32157", + "INDUSTRY6-CAT-YC32157", + "INDUSTRY6-MAINGEN-HOME", + "INDUSTRY6-MAINGEN-BENCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：将工业运营决策整理为模型可训练的强化学习模拟环境。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "B2B", "Energy", "Big Data", "AI" - ] + ], + "businessModel": "模型训练环境；定制模拟、运营专家、许可及评估费用待拆" }, { "id": "YC32160", @@ -21754,28 +21774,30 @@ "year": 2026, "team": 3, "location": "Providence, RI", - "business": "公司简介：The AI-Native Decision Layer for Health Insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合健康保险方案成本分析和诊所拒赔申诉数据辅助保险决策。", + "buyer": "雇主、参保家庭及医疗诊所", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留健康保险行业，Surely与Inveto两条交付分开。模拟年份、示例差价与每员工节省不是收入；医生签署、数据授权与监管未来安排均未独立核，不能据宣传认定普遍最低成本。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32187" + "YC-E-32187", + "INDUSTRY6-CAT-YC32187" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：结合健康保险方案成本分析和诊所拒赔申诉数据辅助保险决策。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Health Tech", "Healthcare", "Insurance", "Automation", "AI" - ] + ], + "businessModel": "健康保险分析和拒赔软件；数据、服务、人审及收费范围待拆" }, { "id": "YC32188", @@ -21979,26 +22001,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native OS for Real Estate Brokerages", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为房产经纪机构获取产权资料、填写合同并追踪交易文档和期限。", + "buyer": "房产经纪及交易运营团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留房产专业流程；New Hampshire采用为自述，客户引语不等独立效果或实收。地产成交值、佣金、平台费用与未来经纪OS范围分开，不当法律审查保证。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32195" + "YC-E-32195", + "INDUSTRY6-CAT-YC32195" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为房产经纪机构获取产权资料、填写合同并追踪交易文档和期限。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Real Estate", "Enterprise Software", "AI" - ] + ], + "businessModel": "房产交易软件；案件、数据许可、部署及人审费用待拆" }, { "id": "YC32197", @@ -22155,25 +22179,27 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：The company brain for construction companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "整合建筑项目文件并按内部管理制度提供引用答案、草稿及检查。", + "buyer": "建筑承包及大型项目管理团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留建筑行业文档；4亿活跃项目值及客户250万编制成本不是Alloovium收入。AI草稿需人签，39项检查发现未独立复测，IMS/ISO适配不等已认证，处罚表述未核现行法规。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32204" + "YC-E-32204", + "INDUSTRY6-CAT-YC32204" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：整合建筑项目文件并按内部管理制度提供引用答案、草稿及检查。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Construction", "AI" - ] + ], + "businessModel": "建筑文档与合规软件；项目、资料、集成及专家复核费待拆" }, { "id": "YC32205", @@ -22538,32 +22564,35 @@ "id": "YC32254", "name": "Prodigy Research", "url": "https://www.ycombinator.com/companies/prodigy-research", - "cat": "C07", + "cat": "C01", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Training the world's best AI model for quantitative finance.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发量化金融模型并用于自营交易研究。", + "buyer": "量化金融研究，外部付费买家未明确", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "按自研金融基础模型的当前主张暂移C01；尚不证明对外出售通用模型或模型性能领先。140%批次交易回报、无亏损周及风险中性为自述，缺账户、基数、费用、杠杆与完整时段，不当ARR或独立基准。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32254" + "YC-E-32254", + "INDUSTRY6-CAT-YC32254", + "INDUSTRY6-PRODIGY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：研发量化金融模型并用于自营交易研究。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Reinforcement Learning", "Finance", "Investing", "Trading", "AI" - ] + ], + "businessModel": "行业模型研发与自营交易；模型许可、服务费及交易损益待拆" }, { "id": "YC32256", @@ -22899,25 +22928,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native freight brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为货主报价、匹配承运人并管理货物运输及途中问题。", + "buyer": "货主及物流采购团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留物流专业服务；不是拥有车队的实体承运业务。9000亿行业规模、运费和货值不等平台净收入，少人多货及保险持续核验为主张，牌照、合同和异常处理待核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32522" + "YC-E-32522", + "INDUSTRY6-CAT-YC32522" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为货主报价、匹配承运人并管理货物运输及途中问题。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Digital Freight Brokerage", "Logistics" - ] + ], + "businessModel": "货运经纪服务加AI；经纪价差、承运款转付和运营成本待拆" }, { "id": "YC32523", @@ -22927,25 +22958,28 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：Healthcare AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在医疗EHR中通过语音、短信及网页完成预约、转诊和账单等前台任务。", + "buyer": "医疗诊所及前台团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留当前医疗行业；同页旧Stratum政府申请审核发布与现Elite分期，缺主体和收入转移链。18专科及19余EHR写回未运行核，不能把旧政府节省愿景或前雇主收购经历算当前收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32523" + "YC-E-32523", + "INDUSTRY6-CAT-YC32523", + "INDUSTRY6-ELITE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：在医疗EHR中通过语音、短信及网页完成预约、转诊和账单等前台任务。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Healthcare", "AI" - ] + ], + "businessModel": "医疗前台代理；按解决互动收费自述，系统接入与人工升级成本待拆" }, { "id": "YC32525", @@ -22955,26 +22989,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI for Construction's Back Office", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "辅助建筑总包和机电承包商做算量、投标比较、合同及采购审阅。", + "buyer": "建筑总包、MEP及预施工团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留建筑办公而非实际承包施工；工具辅助人员，不宣称自主完成项目。案例5千至1万遗漏损失不是FlowManual收费或收入，合同审阅不等法律意见。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32525" + "YC-E-32525", + "INDUSTRY6-CAT-YC32525" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：辅助建筑总包和机电承包商做算量、投标比较、合同及采购审阅。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "SaaS", "Construction", "Workflow Automation" - ] + ], + "businessModel": "建筑专业软件；图纸、项目、合同和人审成本待拆" }, { "id": "YC32526", @@ -23042,28 +23078,30 @@ "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：AI-native learning for every school", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "向学校及家庭提供诊断、掌握式课程、AI辅导和学习评估。", + "buyer": "K12学校、教师及家庭", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留教育专业应用，学校为当前主要定位并有家庭渠道；两倍成长为早期试点自述，未核对照、样本及测验。可订阅不等已收款，ESA/EFA资格及教育效果未独立核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32551" + "YC-E-32551", + "INDUSTRY6-CAT-YC32551" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：向学校及家庭提供诊断、掌握式课程、AI辅导和学习评估。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "AI-Enhanced Learning", "Education", "eLearning", "Personalization", "AI" - ] + ], + "businessModel": "教育软件；学校合同与家庭月/年订阅、课程和支持成本待拆" }, { "id": "YC32588", @@ -23194,26 +23232,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Legora for AEC (Architecture, Engineering, & Construction) firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在工程公司现有CAD及分析工具中完成设计、计算、报告和图纸草稿。", + "buyer": "建筑、土木、结构及机电工程事务所", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留工程专业软件；交付需工程师批准，并有飞赴客户现场及持续培训。75%项目提速为自述，不等净毛利或独立工程质量，实际设计责任、费率及收入未核。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32620" + "YC-E-32620", + "INDUSTRY6-CAT-YC32620", + "INDUSTRY6-GRADON-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：在工程公司现有CAD及分析工具中完成设计、计算、报告和图纸草稿。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Construction", "B2B", "AI" - ] + ], + "businessModel": "工程软件与部署服务；实施、驻场培训、持续支持及工程复核成本待拆" }, { "id": "YC32622", @@ -23223,27 +23264,31 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：First Zero-human Accounting Firm", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "交付创业公司会计税务服务，并为企业内部财务团队提供AI员工。", + "buyer": "创业公司及企业财务团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "暂保留会计专业服务，旧内部财务AI员工与无人事务所发布分期。现报价明确人审、专家与企业最终复核，创业服务仍是等候名单；不以zero-human宣传推实际人工为零或套餐已有收入。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网创业服务原文$399/月等值，年约$4788起；含人审，单一美国C-corp。税金、政府费及清账另计；创业入口等待名单，企业定制，不当实收", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32622" + "YC-E-32622", + "INDUSTRY6-CAT-YC32622", + "INDUSTRY6-RATIONAL-PRICE", + "INDUSTRY6-RATIONAL-WAIT" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：交付创业公司会计税务服务，并为企业内部财务团队提供AI员工。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Finance", "B2B", "Enterprise", "AI" - ] + ], + "businessModel": "专业会计服务加企业软件；年度套餐、实施、清账及人审费待拆" }, { "id": "YC32623", @@ -23313,26 +23358,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Legora for commercial insurance carriers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为商业保险核保机构管理邮件、申请、评级、报价及续期流程。", + "buyer": "商业险MGA、项目管理及核保团队", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留专业核保软件；一客户两年合同与三倍报价吞吐为自述，未给合同金额或确认营收。当前核保人决定、代理执行，未来自主核保另记；前雇主1500万年收入和客户保费排除。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32625" + "YC-E-32625", + "INDUSTRY6-CAT-YC32625" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为商业保险核保机构管理邮件、申请、评级、报价及续期流程。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Insurance", "Enterprise Software", "AI" - ] + ], + "businessModel": "保险核保软件；合同、数据、评级文件转化及部署人审费待拆" }, { "id": "YC32627", @@ -23399,28 +23446,32 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-Native Insurance for Frontier Tech", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI与硬件企业寻找承保机构、审阅条款并安排商业保险。", + "buyer": "机器人、硬件及AI部署企业", + "delivery": "已读YC当前主营及相关发布；选定官网另列，付费、财务与技术效果待核。", + "notes": "保留保险经纪而非自营承保；官网列Risklytics Inc.以Risklytics Insurance Services经营，自称持牌producer未独立核。客户不另付经纪费不等无收入，保费、佣金、赔付与应用演示数字分开。 原成立及团队快照保留；主营核查不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "承保方从保费支付佣金，客户无额外经纪费；无公开统一费率，实际合同和结算待核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32650" + "YC-E-32650", + "INDUSTRY6-CAT-YC32650", + "INDUSTRY6-RISK-HOME", + "INDUSTRY6-RISK-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布：为AI与硬件企业寻找承保机构、审阅条款并安排商业保险。 按当前买家和交付分类，软件、专业服务、模型训练与交易损益分开。", "directoryTags": [ "Hardware", "Machine Learning", "B2B", "Insurance", "AI" - ] + ], + "businessModel": "保险经纪；由承保人从保费中支付佣金，具体费率待核" }, { "id": "YC32682", @@ -35356,6 +35407,96 @@ "reason": "前雇主收入及承保经验不证明当前营收或牌照，不能直接作ARR", "evidence": "INDUSTRY5-CAT-YC31539", "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-COHESION-AUM", + "company": "YC31562", + "name": "Cohesion", + "kind": "客户基金管理资产", + "value": 10000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-04-16发布称十余基金合计，资产截至日未给", + "scope": "客户AUM，非Cohesion资产或收入", + "reason": "客户管理资产不等研究软件费用，不按假设费率估ARR", + "evidence": "INDUSTRY6-CAT-YC31562", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-ALLOOVIUM-PROJECTS", + "company": "YC32204", + "name": "Alloovium", + "kind": "部署覆盖的建筑项目值", + "value": 400000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-13发布自述活跃项目，精确截至日未给", + "scope": "客户建筑项目价值，非Alloovium收入", + "reason": "项目金额、软件合同及收入确认不同，不相加或按假设抽成", + "evidence": "INDUSTRY6-CAT-YC32204", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-ALLOOVIUM-CLIENT-COST", + "company": "YC32204", + "name": "Alloovium", + "kind": "客户编制管理计划的成本案例", + "value": 2500000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-13发布引用单一客户，成本期间未给", + "scope": "客户项目文档编制成本", + "reason": "客户成本不作软件收费或已节省金额，未核人力及实施口径", + "evidence": "INDUSTRY6-CAT-YC32204", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-QLO-OLD-REVENUE", + "company": "YC32625", + "name": "Qlo", + "kind": "创始人前雇主年收入", + "value": 15000000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2026-08-20发布的此前经历，财务年度未给", + "scope": "台湾婴儿监控前雇主，非Qlo收入", + "reason": "旧雇主年收入、收购条件和客户保费不能继承为新软件ARR", + "evidence": "INDUSTRY6-CAT-YC32625", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-MAINGEN-OLD-TPV", + "company": "YC32157", + "name": "Maingen", + "kind": "创始人此前软件支付吞吐", + "value": 150000000, + "bound": ">", + "unit": "币种未注明", + "timing": "2026-08-07发布的此前经历，TPV期间未给", + "scope": "此前软件TPV，非Maingen收入", + "reason": "支付吞吐不是公司收入，也不能与模拟电站利润相加", + "evidence": "INDUSTRY6-CAT-YC32157", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY6-O-PRODIGY-RETURN", + "company": "YC32254", + "name": "Prodigy Research", + "kind": "批次期间自营交易回报自述", + "value": 140, + "bound": "=", + "unit": "%", + "timing": "2026-08-10发布及当前官网，批次内精确起终日未给", + "scope": "自有资本交易表现，非订阅收入", + "reason": "没有资本基数和账户记录不能转成金额；交易回报不可直接当ARR，未核费用、杠杆和完整区间", + "evidence": "INDUSTRY6-PRODIGY-HOME", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -57721,6 +57862,347 @@ "kind": "公司公开资料复核", "summary": "发布自述三个月获得六位数contracted revenue及与AI实验室的八位数LOI，未给具体数值或币种。", "limitation": "合同金额不等确认营收、已收款或经常性；LOI为意向，不能相加，模型及临床成果未独立核。" + }, + { + "id": "INDUSTRY6-CAT-YC31549", + "companyId": "YC31549", + "title": "Enjamb Labs主营及交付口径", + "url": "https://www.ycombinator.com/companies/enjamb-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在药企既有系统上执行临床证据、试验设计、统计编程及申报工作。 保留生物医药工作；130公司及500/600从业者为不同时点采用自述，不当付费客户。48小时申报包、错误倍数和98%校验率为厂商主张，不等监管批准或独立临床效果，认证状态待核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31552", + "companyId": "YC31552", + "title": "Arctic Health主营及交付口径", + "url": "https://www.ycombinator.com/companies/arctic-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗机构办理支付方资质审核、签约、医生入网及持续维护。 保留医疗专业服务；明确雇用资质专家且提交前逐项人审，不作纯无人SaaS。两天是提交时限而非获准入网，医生保险收款和旧Handstamp交易额非本公司收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31562", + "companyId": "YC31562", + "title": "Cohesion主营及交付口径", + "url": "https://www.ycombinator.com/companies/cohesion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "追踪财报、新闻及其他资料以支持公开市场股票研究。 保留金融研究；十多基金合计百亿AUM为客户资产，不作Cohesion收入。alpha和更好决策未独立核，早期试用不直接算付费。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31564", + "companyId": "YC31564", + "title": "Huscarl主营及交付口径", + "url": "https://www.ycombinator.com/companies/huscarl", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业分析保险风险、方案及保费。 保留保险精算服务；5000万是买家规模门槛，万亿为行业保费，均非Huscarl收入。30%节省和零风险为宣传，顾问/经纪/承保角色、牌照及实际费用待核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC31989", + "companyId": "YC31989", + "title": "Pango主营及交付口径", + "url": "https://www.ycombinator.com/companies/pango", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "连接电商系统并处理发货、退货、退款和售后流程。 保留电商运营，销售后物流为主要交付；30品牌及99%自动化、20%降本为自述，未核付费、工作量或例外分母，不把商品及退款流量当平台收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32124", + "companyId": "YC32124", + "title": "Erinys主营及交付口径", + "url": "https://www.ycombinator.com/companies/erinys", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为律师创办或改造律所提供技术、获客、收案及后台基础设施。 保留法律行业支持；律师拥有律所并作法律决定，Erinys不自动与独立律所并表。法律费、收入分成、软件和后台服务收费及合同主体待核，安全宣传非独立审计。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32127", + "companyId": "YC32127", + "title": "Perceptron ML主营及交付口径", + "url": "https://www.ycombinator.com/companies/perceptron-ml", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "围绕律所案件定制私有部署的取证、研究、计时及起草系统。 保留法律专业应用；共享平台与定制交付并存，不据不是agency的表述推纯SaaS毛利。每个事实先核来源是主张，未独立核检索准确率或实际责任边界。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32157", + "companyId": "YC32157", + "title": "Maingen主营及交付口径", + "url": "https://www.ycombinator.com/companies/maingen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将工业运营决策整理为模型可训练的强化学习模拟环境。 移模型训练基础设施，不把模拟电站运维当已接管真实工厂。SolarBench是自有模拟基准，已读方法与结果但未读运行源码或复测；模拟利润和前雇主支付吞吐不是Maingen收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32187", + "companyId": "YC32187", + "title": "Insurf主营及交付口径", + "url": "https://www.ycombinator.com/companies/insurf", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合健康保险方案成本分析和诊所拒赔申诉数据辅助保险决策。 保留健康保险行业，Surely与Inveto两条交付分开。模拟年份、示例差价与每员工节省不是收入；医生签署、数据授权与监管未来安排均未独立核，不能据宣传认定普遍最低成本。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32195", + "companyId": "YC32195", + "title": "RealPact主营及交付口径", + "url": "https://www.ycombinator.com/companies/realpact", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为房产经纪机构获取产权资料、填写合同并追踪交易文档和期限。 保留房产专业流程；New Hampshire采用为自述，客户引语不等独立效果或实收。地产成交值、佣金、平台费用与未来经纪OS范围分开，不当法律审查保证。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32204", + "companyId": "YC32204", + "title": "Alloovium主营及交付口径", + "url": "https://www.ycombinator.com/companies/alloovium", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "整合建筑项目文件并按内部管理制度提供引用答案、草稿及检查。 保留建筑行业文档；4亿活跃项目值及客户250万编制成本不是Alloovium收入。AI草稿需人签，39项检查发现未独立复测，IMS/ISO适配不等已认证，处罚表述未核现行法规。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32254", + "companyId": "YC32254", + "title": "Prodigy Research主营及交付口径", + "url": "https://www.ycombinator.com/companies/prodigy-research", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发量化金融模型并用于自营交易研究。 按自研金融基础模型的当前主张暂移C01；尚不证明对外出售通用模型或模型性能领先。140%批次交易回报、无亏损周及风险中性为自述，缺账户、基数、费用、杠杆与完整时段，不当ARR或独立基准。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32522", + "companyId": "YC32522", + "title": "Peer主营及交付口径", + "url": "https://www.ycombinator.com/companies/peer", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为货主报价、匹配承运人并管理货物运输及途中问题。 保留物流专业服务；不是拥有车队的实体承运业务。9000亿行业规模、运费和货值不等平台净收入，少人多货及保险持续核验为主张，牌照、合同和异常处理待核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32523", + "companyId": "YC32523", + "title": "Elite主营及交付口径", + "url": "https://www.ycombinator.com/companies/elite", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在医疗EHR中通过语音、短信及网页完成预约、转诊和账单等前台任务。 保留当前医疗行业；同页旧Stratum政府申请审核发布与现Elite分期，缺主体和收入转移链。18专科及19余EHR写回未运行核，不能把旧政府节省愿景或前雇主收购经历算当前收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32525", + "companyId": "YC32525", + "title": "FlowManual主营及交付口径", + "url": "https://www.ycombinator.com/companies/flowmanual", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "辅助建筑总包和机电承包商做算量、投标比较、合同及采购审阅。 保留建筑办公而非实际承包施工；工具辅助人员，不宣称自主完成项目。案例5千至1万遗漏损失不是FlowManual收费或收入，合同审阅不等法律意见。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32551", + "companyId": "YC32551", + "title": "Bloomy主营及交付口径", + "url": "https://www.ycombinator.com/companies/bloomy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "向学校及家庭提供诊断、掌握式课程、AI辅导和学习评估。 保留教育专业应用，学校为当前主要定位并有家庭渠道；两倍成长为早期试点自述，未核对照、样本及测验。可订阅不等已收款，ESA/EFA资格及教育效果未独立核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32620", + "companyId": "YC32620", + "title": "Gradon主营及交付口径", + "url": "https://www.ycombinator.com/companies/gradon", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在工程公司现有CAD及分析工具中完成设计、计算、报告和图纸草稿。 保留工程专业软件；交付需工程师批准，并有飞赴客户现场及持续培训。75%项目提速为自述，不等净毛利或独立工程质量，实际设计责任、费率及收入未核。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32622", + "companyId": "YC32622", + "title": "Rational主营及交付口径", + "url": "https://www.ycombinator.com/companies/rational", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "交付创业公司会计税务服务，并为企业内部财务团队提供AI员工。 暂保留会计专业服务，旧内部财务AI员工与无人事务所发布分期。现报价明确人审、专家与企业最终复核，创业服务仍是等候名单；不以zero-human宣传推实际人工为零或套餐已有收入。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32625", + "companyId": "YC32625", + "title": "Qlo主营及交付口径", + "url": "https://www.ycombinator.com/companies/qlo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为商业保险核保机构管理邮件、申请、评级、报价及续期流程。 保留专业核保软件；一客户两年合同与三倍报价吞吐为自述，未给合同金额或确认营收。当前核保人决定、代理执行，未来自主核保另记；前雇主1500万年收入和客户保费排除。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-CAT-YC32650", + "companyId": "YC32650", + "title": "Risklytics主营及交付口径", + "url": "https://www.ycombinator.com/companies/risklytics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为AI与硬件企业寻找承保机构、审阅条款并安排商业保险。 保留保险经纪而非自营承保；官网列Risklytics Inc.以Risklytics Insurance Services经营，自称持牌producer未独立核。客户不另付经纪费不等无收入，保费、佣金、赔付与应用演示数字分开。", + "limitation": "自述不能证明合同、资格、实际毛利或独立效果；客户资产/项目/节省、行业规模、旧雇主收入、融资及交易回报不作可比公司ARR。" + }, + { + "id": "INDUSTRY6-ARCTIC-HOME", + "companyId": "YC31552", + "title": "Arctic资质专家与提交时点", + "url": "https://arctic.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称每份申请提交前由专家审核，两个工作日提交，平均60至90天完成；提供定制API及白标。", + "limitation": "两天提交不是两天获准入网；专家、系统和维护成本未拆，资质、实际成功率和合同未核。" + }, + { + "id": "INDUSTRY6-ENJAMB-HOME", + "companyId": "YC31549", + "title": "Enjamb采用与认证缺项", + "url": "https://www.enjamb.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列130家公司、600多从业者和研发监管工作流；安全部分列SOC2/ISO等说明，同时标认证进行中。", + "limitation": "未取得审计报告或认证，不能认定已认证；采用不等付费，演示操作记录不当真实客户执行证据。" + }, + { + "id": "INDUSTRY6-RATIONAL-PRICE", + "companyId": "YC32622", + "title": "Rational服务与企业软件双模式", + "url": "https://rational.to/ai-accounting-pricing.html", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "创业会计税务年约原文399/月等值4788/年，明确人审及专家支持；单一美国C-corp，税金、政府费、历史清账另列。企业软件按工作流定制，团队保留最终复核。", + "limitation": "报价不等实收或ARR，币种及现合同待核。无人事务所发布不能覆盖现行人审范围，软件/服务与实施成本分开。" + }, + { + "id": "INDUSTRY6-RATIONAL-WAIT", + "companyId": "YC32622", + "title": "Rational创业服务仍待开放", + "url": "https://rational.to/get-started?c=startups", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前创业套餐入口为等待名单，称服务可用时通知。", + "limitation": "未提交表单；等待名单及年约报价不证明创业服务已正式付费上线，不否定另有企业合同。" + }, + { + "id": "INDUSTRY6-RISK-HOME", + "companyId": "YC32650", + "title": "Risklytics经纪与法律主体自述", + "url": "https://www.risklytics.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网区分保险经纪、承保方及持牌producer；示例公司、40人及40万客户交易为申请演示。", + "limitation": "未核执照登记或实际保单，演示不归Risklytics客户和收入；不是自营保险公司的证明。" + }, + { + "id": "INDUSTRY6-RISK-PRICE", + "companyId": "YC32650", + "title": "Risklytics佣金收费", + "url": "https://www.risklytics.ai/pricing/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称承保方从保费支付佣金，不另加经纪费，保费由承保人定价，无公开统一费率。", + "limitation": "未取得保单或佣金结算，不能把整笔保费作经纪收入；无额外客户费不等零收入。" + }, + { + "id": "INDUSTRY6-MAINGEN-HOME", + "companyId": "YC32157", + "title": "Maingen工业模拟定位", + "url": "https://www.maingen.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主张研究工业部署及模型安全运行关键设施，并链接SolarBench。", + "limitation": "短官网未列实际工业控制客户、合同或收入，训练模拟不能直接证明真实设施已自治。" + }, + { + "id": "INDUSTRY6-MAINGEN-BENCH", + "companyId": "YC32157", + "title": "SolarBench公开方法及模拟收益边界", + "url": "https://solarbench.maingen.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "已读自有太阳能运维模拟基准的方法、全条件通过定义及结果；发布集列八任务、十一模型、每模型每任务十次运行，并将模拟利润和完成条件分别计量。", + "limitation": "仅厂商报告，无运行源码检查或独立复测；模拟收益不等真实电站利润或Maingen收入，任务及奖励设计的外推性待核。" + }, + { + "id": "INDUSTRY6-PRODIGY-HOME", + "companyId": "YC32254", + "title": "Prodigy模型与交易收益自述", + "url": "https://prodigy.markets/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称自研量化模型及代理系统，批次期间自有资本上涨140%，无亏损周；列的是交易效果而非外部软件收费。", + "limitation": "未核券商记录、净值、基数、时间、费用、杠杆或风险调整，不当独立模型排名、保证回报或ARR。前雇主交易员牌照不归新公司。" + }, + { + "id": "INDUSTRY6-ELITE-ACCESS", + "companyId": "YC32523", + "title": "Elite官网跳转读取缺项", + "url": "https://elitehq.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮网页工具报告elitehq.ai跳转elitecompany.co，但目标无法读取，未取得当前官网正文。", + "limitation": "不把跳转当法律主体延续或停业证据，旧Stratum与现Elite的完整主体链及当前合同待核。" + }, + { + "id": "INDUSTRY6-GRADON-LAUNCH", + "companyId": "YC32620", + "title": "Gradon现场部署与人审", + "url": "https://www.ycombinator.com/launches/Vf8-gradon-legora-for-aec-architecture-engineering-construction-firms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布说明团队飞赴客户现场、逐一培训并持续支持，工程交付由工程师审核批准后才改变。", + "limitation": "部署及培训不是零成本软件；75%提速未独立核，工程责任与软件/服务合同分配未知。" } ], "reviews": [ @@ -61242,6 +61724,93 @@ "INDUSTRY5-ATLAS-LAUNCH" ], "handling": "未核财务截至日、账单、收款、收入确认、主体及经常性；不入可比同期MRR/ARR，技术仅公开描述层，未做独立效果复测。" + }, + { + "id": "INDUSTRY6-R-20", + "type": "行业第六批专业服务、模型及营收边界复核", + "company": "原C07第六批20家公司", + "scope": "companies", + "companyIds": [ + "YC31549", + "YC31552", + "YC31562", + "YC31564", + "YC31989", + "YC32124", + "YC32127", + "YC32187", + "YC32195", + "YC32204", + "YC32254", + "YC32522", + "YC32523", + "YC32525", + "YC32551", + "YC32620", + "YC32625", + "YC32650" + ], + "summary": "20项主营及相关发布已读，18留行业、Maingen移模型训练环境、Prodigy依行业模型研发主张暂移基础模型；11项官网或发布补证。", + "evidenceIds": [ + "INDUSTRY6-CAT-YC31549", + "INDUSTRY6-CAT-YC31552", + "INDUSTRY6-CAT-YC31562", + "INDUSTRY6-CAT-YC31564", + "INDUSTRY6-CAT-YC31989", + "INDUSTRY6-CAT-YC32124", + "INDUSTRY6-CAT-YC32127", + "INDUSTRY6-CAT-YC32187", + "INDUSTRY6-CAT-YC32195", + "INDUSTRY6-CAT-YC32204", + "INDUSTRY6-CAT-YC32254", + "INDUSTRY6-CAT-YC32522", + "INDUSTRY6-CAT-YC32523", + "INDUSTRY6-CAT-YC32525", + "INDUSTRY6-CAT-YC32551", + "INDUSTRY6-CAT-YC32620", + "INDUSTRY6-CAT-YC32625", + "INDUSTRY6-CAT-YC32650", + "INDUSTRY6-ARCTIC-HOME", + "INDUSTRY6-ENJAMB-HOME", + "INDUSTRY6-RISK-HOME", + "INDUSTRY6-RISK-PRICE", + "INDUSTRY6-PRODIGY-HOME", + "INDUSTRY6-ELITE-ACCESS", + "INDUSTRY6-GRADON-LAUNCH" + ], + "handling": "专业专家、工程师、律师、经纪与纯软件分别描述；采用、客户AUM/项目/成本、前雇主收入、支付吞吐及交易回报不作ARR。Elite旧政府业务与现医疗分期，主体、资格与实际财务未核。" + }, + { + "id": "INDUSTRY6-R-RATIONAL", + "type": "实际交付与观测适用性复核", + "company": "Rational", + "scope": "companies", + "companyIds": [ + "YC32622" + ], + "summary": "旧会计事务所软件、内部财务员工与无人事务所发布分期；现年约创业服务含人审、企业软件保留最终复核，创业入口等待名单。", + "evidenceIds": [ + "INDUSTRY6-CAT-YC32622", + "INDUSTRY6-RATIONAL-PRICE", + "INDUSTRY6-RATIONAL-WAIT" + ], + "handling": "不把年度价当已实现ARR、等待名单当付费或零人力宣传当已验证；专业服务和软件收入、实施、人力及税费分开待核。" + }, + { + "id": "INDUSTRY6-R-MAINGEN", + "type": "实际交付与观测适用性复核", + "company": "Maingen", + "scope": "companies", + "companyIds": [ + "YC32157" + ], + "summary": "现供给工业训练环境；已读SolarBench方法及结果，严格任务通过和模拟利润分别计量。", + "evidenceIds": [ + "INDUSTRY6-CAT-YC32157", + "INDUSTRY6-MAINGEN-HOME", + "INDUSTRY6-MAINGEN-BENCH" + ], + "handling": "厂商报告未独立复测或读运行源码，模拟盈亏不当真实部署收益或公司收入，前支付吞吐亦排除。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index a9435a4..fbe8571 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-5", + "version": "2026-10-31-industry-6", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项514条主营人工复核。原C07累计125项已读主营及相关发布：88保留、37迁移，余59项规则初分。Patientdesk历史MRR与客户增收分开，Atlas合同/意向不当确认或经常性收入；Atlia、Cova、Arzana人工交付及Kimpton/BioStack环境数据供给另记。本快照C05仍89项原规则初分，另分支成果待整合。主体、财务、技术以及全部公开来源覆盖仍有缺项。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项534条主营人工复核。原C07累计145项已读主营及相关发布：106保留、39迁移，余39项规则初分。Rational现服务/企业软件及人审与旧无人宣传分期，创业入口仍等待；Risklytics保费和经纪佣金分开，Maingen模拟环境及Prodigy交易收益不作ARR。Elite旧Stratum与现医疗主体沿革待核；本快照C05仍89项原规则初分，另分支成果待整合。主体、技术、财务及全部公开来源覆盖仍有缺项。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 9f10f81..df4d646 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-5", + "sourceVersion": "2026-10-31-industry-6", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From c0ff99e640e61c628f81dd739d89c1cd789f77da Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 01:53:42 +0800 Subject: [PATCH 07/10] Complete remaining 39 industry classifications and revenue boundary checks --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 1800 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1520 insertions(+), 296 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index f576737..e17f21f 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2064); - assert.equal(research.observations.length, 276); + assert.equal(research.evidence.length, 2127); + assert.equal(research.observations.length, 293); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 960913b..774737c 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2064); - assert.equal(initial.observations.length, 276); + assert.equal(initial.evidence.length, 2127); + assert.equal(initial.observations.length, 293); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 127); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 133); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 08ccc01..c64ff56 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-6", + "version": "2026-10-31-industry-8", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -23540,31 +23540,34 @@ "id": "YC32717", "name": "Neuron Industries", "url": "https://www.ycombinator.com/companies/neuron-industries", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 2, "location": "Los Angeles, CA", - "business": "公司简介：Industrial Controllers built for AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供集成AI编程、HMI及数据功能的工业控制器。", + "buyer": "设备制造商及工厂控制工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移实体工业控制，非纯办公软件。旧发布硬件可试点与当前Q1 2027上市分期，50订金不等设备收入；现场案例、实时参数和安全认证未独立核，旧PLC5000价非自身收入。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网预订原文$50订金，软硬件Q1 2027可用；软件/runtime许可标0。设备最终价、币种、交付和实收未知，不作MRR", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32717" + "YC-E-32717", + "INDUSTRY7-CAT-YC32717", + "INDUSTRY7-NEURON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供集成AI编程、HMI及数据功能的工业控制器。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Robotic Process Automation", "Manufacturing", "Automation", "Industrial" - ] + ], + "businessModel": "工业硬件与软件；设备、部署、试点及售后成本待拆" }, { "id": "YC32749", @@ -23637,25 +23640,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI native platform for real estate closings", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为产权服务机构处理房产交易文件、产权及交割流程。", + "buyer": "产权服务及房产交割团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留房产专业服务；每步需人批准，平行试用客户月度百万成交值不是Vestris收入。产权保险利润率背景不代表公司毛利，专业资格、收费和准确率未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32751" + "YC-E-32751", + "INDUSTRY7-CAT-YC32751" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为产权服务机构处理房产交易文件、产权及交割流程。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Workflow Automation", "Home Services" - ] + ], + "businessModel": "产权处理软件加服务；案件、实施及人审费用待拆" }, { "id": "YC32752", @@ -23725,27 +23730,29 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Fortune 500 Dental Benefits", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为雇主组织自筹资金牙科福利并自动处理理赔。", + "buyer": "雇主福利及牙科参保群体", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留健康福利；自筹保险计划区别自营承保，秒付和25%便宜为主张。行业千亿保费及250亿管理费不当Denta收入，承保、托管、实际费率及牌照未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32782" + "YC-E-32782", + "INDUSTRY7-CAT-YC32782" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为雇主组织自筹资金牙科福利并自动处理理赔。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Healthcare", "Health Insurance", "AI" - ] + ], + "businessModel": "牙科福利管理；计划费、理赔转付及专业服务成本待拆" }, { "id": "YC32815", @@ -23800,27 +23807,30 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：API-first tax engine for CPA firms and developers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为会计师事务所和开发者提供税务计算、资料流程及电子申报。", + "buyer": "CPA事务所及税务产品开发者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留税务应用，不因API入口归通用Agent设施。发布明确AI不做税务数学、确定性引擎计算，现官网每份申报由事务所审核且有CPA支持；IRS授权和100%正确未独立核，等待名单不当付费。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32848" + "YC-E-32848", + "INDUSTRY7-CAT-YC32848", + "INDUSTRY7-LUCA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为会计师事务所和开发者提供税务计算、资料流程及电子申报。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "B2B", "API", "Infrastructure", "AI" - ] + ], + "businessModel": "专业税务软件与API；申报、实施、支持及CPA人审费用待拆" }, { "id": "YC32914", @@ -23830,26 +23840,28 @@ "year": 2026, "team": 3, "location": "Helsinki, Finland", - "business": "公司简介：AI-native accounting firm.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以代理处理记账和报税，并由认证会计师审核。", + "buyer": "企业会计及税务客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留专业会计服务；Bear原名Last Accounting Company，认证会计师签字是交付组成，不作无人纯SaaS。准时、更快更便宜为主张，资格、合同及营收未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32914" + "YC-E-32914", + "INDUSTRY7-CAT-YC32914" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以代理处理记账和报税，并由认证会计师审核。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Finance", "AI" - ] + ], + "businessModel": "会计事务服务加AI；账簿、申报、专业工时及软件成本待拆" }, { "id": "YC32947", @@ -23888,26 +23900,28 @@ "year": 2026, "team": 3, "location": "Bengaluru, India", - "business": "公司简介：Agentic procurement & inventory for deep tech teams.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为硬件团队采购零件、处理付款物流通关并更新库存。", + "buyer": "硬件及深科技采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留专业采购运营，发布明确agents与humans共同交付。商品价、物流及旧雇主跨境货值不作服务净收入，PCB等未来扩展另记，不推软件毛利。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32948" + "YC-E-32948", + "INDUSTRY7-CAT-YC32948" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为硬件团队采购零件、处理付款物流通关并更新库存。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Logistics", "Procurement", "AI" - ] + ], + "businessModel": "采购运营服务加AI；采购费、货款转付、运输与人工成本待拆" }, { "id": "YC32979", @@ -23917,26 +23931,28 @@ "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Full Stack Pharmaceutical Company for Personalized Peptides and GLP-1s", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合远程医疗及自述自营药品制造，为患者提供个性化处方和配送。", + "buyer": "患者、医生及个性化药物需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留医药专业交付并注明实物制造，不作纯软件。33州许可、50%周增长、疗效与安全未独立核；创始人此前1亿融资及5000万医疗制造业务规模不归当前收入，适应症和处方范围待核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32979" + "YC-E-32979", + "INDUSTRY7-CAT-YC32979" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合远程医疗及自述自营药品制造，为患者提供个性化处方和配送。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Health Tech", "Telehealth", "Therapeutics" - ] + ], + "businessModel": "医药制造和医疗服务；药品、医生、药房、实验及配送成本待拆" }, { "id": "YC32981", @@ -24096,30 +24112,33 @@ "id": "YC33017", "name": "ProvenMetal", "url": "https://www.ycombinator.com/companies/provenmetal", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native electronics manufacturing for the American industrial base", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过制造伙伴网络交付PCB制造、组装与零件采购。", + "buyer": "硬件团队及工业电子客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移实体电路板交付，官网说明路由至合作工厂，不认定自有工厂。AI审核范围和传统规则引擎分开，特定受控设计不走AI审查为自述；速度、制造地点及合规资质未独立核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33017" + "YC-E-33017", + "INDUSTRY7-CAT-YC33017", + "INDUSTRY7-PROVEN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过制造伙伴网络交付PCB制造、组装与零件采购。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Hardware", "Manufacturing", "Electronics" - ] + ], + "businessModel": "电子制造网络；电路板交付、零件、合作工厂及协调成本待拆" }, { "id": "YC33020", @@ -24338,28 +24357,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Brokers for Industrial Trade", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为硬件及商品企业梳理并执行采购、制造协调和分销物流。", + "buyer": "硬件、工业商品及食品供应链团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留专业供应链服务；已处理1500万货运的金额口径、主体和期间未给，不当ARR。旧雇主4.5亿船队及创始人此前六位数ARR不归Derya，risk-free进口主张未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33050" + "YC-E-33050", + "INDUSTRY7-CAT-YC33050" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为硬件及商品企业梳理并执行采购、制造协调和分销物流。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "AIOps", "Logistics", "Supply Chain", "Procurement", "Automation" - ] + ], + "businessModel": "供应链运营服务；货运、采购转付、服务及人力成本待拆" }, { "id": "YC33051", @@ -24519,31 +24540,34 @@ "id": "YC33059", "name": "Palisade", "url": "https://www.ycombinator.com/companies/palisade-2", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：AI that finds and fixes OS-level vulnerabilities across device fleets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从内核事件发现并缓解企业终端机群的操作系统漏洞。", + "buyer": "企业安全与基础设施团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移企业通用安全运营，不按行业分类或代码生成分类。内核规则缓解不等原始漏洞已修复，示例CVE、实时控制与分钟部署未运行核；官网不可读，未核生产可靠性或付费。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33059" + "YC-E-33059", + "INDUSTRY7-CAT-YC33059", + "INDUSTRY7-PALISADE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：从内核事件发现并缓解企业终端机群的操作系统漏洞。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "SaaS", "B2B", "Cybersecurity", "AI" - ] + ], + "businessModel": "通用企业端点防护；终端、部署、响应及维护费待拆" }, { "id": "YC33062", @@ -24553,25 +24577,27 @@ "year": 2026, "team": 2, "location": "Seattle, WA", - "business": "公司简介：AI-native retrieval engine for medical records", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为获授权的医疗资料请求跨系统检索和汇集病历。", + "buyer": "医疗资料使用者及相关服务机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留医疗专业检索，不因API归通用基础设施。前Grow/One Medical数百万患者非当前Hubble采用，单授权完整病历为目标，授权权利、覆盖、准确及收费未核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33062" + "YC-E-33062", + "INDUSTRY7-CAT-YC33062" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为获授权的医疗资料请求跨系统检索和汇集病历。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "B2B", "Healthcare" - ] + ], + "businessModel": "医疗数据检索；授权、记录、连接及人审成本待拆" }, { "id": "YC33111", @@ -24643,27 +24669,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents for compliance at institutional trading firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为机构交易合规团队提供代理和金融系统连接。", + "buyer": "机构交易及券商合规团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留金融专业合规，六代理、30余连接和头部券商采用为自述，不等付费或监管认可。客户现场共建成本及模型判断由谁批准未核，不推自动化覆盖率。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33178" + "YC-E-33178", + "INDUSTRY7-CAT-YC33178" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为机构交易合规团队提供代理和金融系统连接。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Compliance", "Regtech", "AI" - ] + ], + "businessModel": "金融合规软件；流程、数据、连接及实施费用待拆" }, { "id": "YC33179", @@ -24673,26 +24701,28 @@ "year": 2026, "team": 4, "location": "Tel Aviv-Yafo, Israel", - "business": "公司简介：AI cybersecurity for financial institutions' digital assets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "盘点金融机构链上资产并在执行前评估交易风险与安全控制。", + "buyer": "金融机构、数字资产及支付风控团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留金融专业安全；PoC及大银行评估不当签约付费，客户每周数十亿交易非供应商收入。行业失窃和其他公司估值不归本公司，法律要求及防攻击效果未独立核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33179" + "YC-E-33179", + "INDUSTRY7-CAT-YC33179" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：盘点金融机构链上资产并在执行前评估交易风险与安全控制。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Crypto / Web3", "Security", "AI" - ] + ], + "businessModel": "金融链上安全软件；交易、钱包、数据及专业评估费待拆" }, { "id": "YC33248", @@ -24823,26 +24853,28 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Florin is an AI-native insurance company that runs autonomously", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以公开资料和模拟为商业保险风险定价并提供可绑定报价。", + "buyer": "商业风险投保企业及保险合作方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留保险专业服务；零核保员和秒级报价为主张，尚未核承保主体、资本、牌照及真实保单，不能仅靠carrier措辞认定合法承保。前Terrafirma融资不归Florin，保费不等SaaS ARR。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33282" + "YC-E-33282", + "INDUSTRY7-CAT-YC33282" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以公开资料和模拟为商业保险风险定价并提供可绑定报价。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Insurance", "AI" - ] + ], + "businessModel": "自述全栈承保服务；保费、再保险、资本、理赔与系统成本待拆" }, { "id": "YC33283", @@ -24911,27 +24943,31 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native procurement services for the physical economy", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "承接实体商品企业从需求计划、采购签约到异常和对账的运营。", + "buyer": "制造、分销及其他实体商品采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留采购服务，平台主要供内部执行。4亿年度采购管理额、多个六位数合同、12万客户年节省及10亿未来目标分开；合同期间/币种/收入确认未核，不把合同、支出或目标作当前ARR。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33311" + "YC-E-33311", + "INDUSTRY7-CAT-YC33311", + "INDUSTRY7-SPACEFLOW-LAUNCH", + "INDUSTRY7-SPACEFLOW-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：承接实体商品企业从需求计划、采购签约到异常和对账的运营。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Fintech", "Logistics", "Manufacturing", "Supply Chain" - ] + ], + "businessModel": "采购运营服务；服务合同、采购转付、实施及专业人力成本待拆" }, { "id": "YC33314", @@ -24941,26 +24977,28 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：The AI operating system for radiology networks", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合临床与设备约束为放射检查网络处理转诊、预约及患者沟通。", + "buyer": "放射检查诊所及网络运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留医疗专业预约，扫描设备和临床流程约束区别通用获客。未接电话比例及填满产能是背景和主张，诊疗收费与平台收入分开，集成效果和合同待核。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33314" + "YC-E-33314", + "INDUSTRY7-CAT-YC33314" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合临床与设备约束为放射检查网络处理转诊、预约及患者沟通。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Healthcare", "Enterprise Software", "Healthcare IT" - ] + ], + "businessModel": "医疗预约专业软件；地点、交互、系统接入及人审成本待拆" }, { "id": "YC33316", @@ -25030,26 +25068,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Agents to help utilities make better buying decisions.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供辅助公用事业采购决策的AI代理。", + "buyer": "公用事业采购及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "短简介暂留行业，未取得官网正文。尚缺代理实际任务、系统、付费、技术作用及合同，不能从标题推已自主采购或具体节省。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33318" + "YC-E-33318", + "INDUSTRY7-CAT-YC33318", + "INDUSTRY7-HILLSTAR-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供辅助公用事业采购决策的AI代理。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "GovTech", "Big Data", "AI" - ] + ], + "businessModel": "公用事业采购软件或服务；交付、部署及收费待核" }, { "id": "YC33342", @@ -25086,28 +25127,31 @@ "id": "YC33344", "name": "Dawn Industries", "url": "https://www.ycombinator.com/companies/dawn-industries", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Automatic Diagnosis & Fix for Industrial Automation Cells", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接工业控制器、机器人和CNC，诊断故障并准备经批准的恢复动作。", + "buyer": "工厂控制、制造及质量工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "移实体工业闭环；发布从只读到一键批准再到特定无人恢复分阶段，安全联锁能力未独立核。单故障节省1.5万为客户成本自述，非收入；发布四人和目录两人为异时点团队口径，保留原快照。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33344" + "YC-E-33344", + "INDUSTRY7-CAT-YC33344", + "INDUSTRY7-DAWN-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接工业控制器、机器人和CNC，诊断故障并准备经批准的恢复动作。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "AI" - ] + ], + "businessModel": "实体设备控制软件；连接、部署、传感、审批及维护成本待拆" }, { "id": "YC33345", @@ -25210,57 +25254,66 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI-Native Medical Group for Mental Health", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供精神健康EHR及独立诊所共享临床和支付方合同的网络。", + "buyer": "精神健康诊所、临床人员及健康计划", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "保留精神健康行业；官网EHR开放免费，网络成员保持独立所有权，不能把8000临床人员都算员工或付费席位。5000万以上为签约年化护理产能、非已核ARR；成员医疗收入与平台收费及主体并表分开，创始人ARC分数不作本公司独立能力验证。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网称EHR开放免费；网络经济条款需另行协议，具体网络费、RCM及诊疗收入归属未知，不等公司零收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33441" + "YC-E-33441", + "INDUSTRY7-CAT-YC33441", + "INDUSTRY7-ALLIA-HOME", + "INDUSTRY7-ALLIA-PAYERS", + "INDUSTRY7-ALLIA-NETWORK", + "INDUSTRY7-ALLIA-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供精神健康EHR及独立诊所共享临床和支付方合同的网络。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "Healthcare", "Mental Health", "AI" - ] + ], + "businessModel": "医疗网络加软件；诊疗款、网络费、RCM、专业人员及软件成本待拆" }, { "id": "YC33540", "name": "Osseus", "url": "https://www.ycombinator.com/companies/osseus", - "cat": "C07", + "cat": "C02", "year": 2026, "team": 2, "location": "London, United Kingdom", - "business": "公司简介：The frontier data platform for aligned health and biological AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供生物医疗数据、评估及强化学习环境供实验室训练模型。", + "buyer": "前沿AI实验室及生物医疗模型团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际合同、财务及能力待核。", + "notes": "按当前训练交付移模型基础设施，superintelligence是愿景而非已证明通用模型。患者和生物数据许可、隐私、实际效果及收入未核，官网背景论文不直接证明当前产品效果。 原成立及团队快照保留；业务分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33540" + "YC-E-33540", + "INDUSTRY7-CAT-YC33540", + "INDUSTRY7-OSSEUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供生物医疗数据、评估及强化学习环境供实验室训练模型。 按当前买家和交付分类，实物控制、专业服务、企业防护及模型数据分开。", "directoryTags": [ "B2B", "Biotech", "Healthcare", "Data Engineering", "AI" - ] + ], + "businessModel": "模型数据与环境供给；数据许可、定制任务及专业审核费待拆" }, { "id": "YC33573", @@ -25436,26 +25489,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI that works for in-house legal teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在企业邮件及业务系统中整理法务请求，形成供律师批准的结果。", + "buyer": "企业内部法务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留法律专业工作；律师仍审阅批准，不将HR/销售入口误作通用文档工具。政策和先例应用、完整正确及收入未独立核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33804" + "YC-E-33804", + "INDUSTRY8-CAT-YC33804" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在企业邮件及业务系统中整理法务请求，形成供律师批准的结果。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "SaaS", "B2B", "Legal" - ] + ], + "businessModel": "法律工作流软件；连接、案件、部署及律师审核费待拆" }, { "id": "YC33805", @@ -25465,26 +25520,29 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI That Operates Energy Infrastructure", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合建筑能耗及设备资料诊断问题、模拟干预并协调维修和效果核验。", + "buyer": "设施、能源及建筑运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留设施运营应用；关键动作先经人员批准，数据中心合作仍初期，不把world model宣传当基础模型销售。旧40万可避免成本与官网40万verified savings分开且不相加，未独立核实际实现和平台收费。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33805" + "YC-E-33805", + "INDUSTRY8-CAT-YC33805", + "INDUSTRY8-EDVIRO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合建筑能耗及设备资料诊断问题、模拟干预并协调维修和效果核验。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Deep Learning", "B2B", "Energy" - ] + ], + "businessModel": "设施运营专业软件；连接、模型、工单、现场技术员及服务费待拆" }, { "id": "YC33806", @@ -26060,26 +26118,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native schools", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI配合教师提供课后写作教学，计划扩展完整学校。", + "buyer": "学生家庭及学校教育需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留教育专业服务，当前说明从未认证课后班起步，完整认证学校是计划。官网无法读取，不把规划当已获办学认证、学生采用或课程收入。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35092" + "YC-E-35092", + "INDUSTRY8-CAT-YC35092", + "INDUSTRY8-CARDINAL-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以AI配合教师提供课后写作教学，计划扩展完整学校。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Education", "Consumer", "AI" - ] + ], + "businessModel": "教育服务；课程、教师、场地及系统成本待拆" }, { "id": "YC35094", @@ -26148,26 +26209,28 @@ "year": 2025, "team": 4, "location": "Austin, TX", - "business": "公司简介：Stripe for medical billing", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为独立医疗机构承接保险账单流程，以账单员处理代理例外。", + "buyer": "医疗诊所及收入运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留专业账单服务；定理证明器对照保险规则为主张，不证明所有规则和输入正确。账单员处理失败是交付组成，医生收款不是Altair收入，Stripe类比不当支付许可。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35125" + "YC-E-35125", + "INDUSTRY8-CAT-YC35125" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为独立医疗机构承接保险账单流程，以账单员处理代理例外。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Health Tech", "Healthcare", "AI" - ] + ], + "businessModel": "医疗账单服务加AI；索赔、实施、专家例外及系统费用待拆" }, { "id": "YC35126", @@ -26778,26 +26841,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that run law firm operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为律所处理收案、客户资料、文档追踪、账单和催款后台。", + "buyer": "中小律师事务所", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留律所全流程，律师监督批准每步，不能按前雇主付费客户数估本公司客户。客户损失35万每年和每案1万非Praxis收入，完整效率和合同待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35422" + "YC-E-35422", + "INDUSTRY8-CAT-YC35422" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为律所处理收案、客户资料、文档追踪、账单和催款后台。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "律所运营软件；工作流、部署及律师审批成本待拆" }, { "id": "YC35454", @@ -27021,26 +27086,28 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native commercial real estate brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业寻找工业和办公空间并协助谈判及交付。", + "buyer": "商业地产租户及企业选址团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留商业经纪服务，初始California工业/办公与全国愿景分开。两周交钥匙是主张，房产价值和租金不是全部经纪收入，AI作用、执照及具体收费待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35685" + "YC-E-35685", + "INDUSTRY8-CAT-YC35685" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业寻找工业和办公空间并协助谈判及交付。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Real Estate", "B2B", "Proptech" - ] + ], + "businessModel": "商业房产经纪；佣金、研究、人力及服务费用待核" }, { "id": "YC35751", @@ -27199,27 +27266,29 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：Sentry for errors in construction documents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "交叉核对建筑文档版本并追踪合同、技术及规范风险。", + "buyer": "建筑项目及风险管理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留建筑专业文档，未涉及实际承包施工。七位数潜在争议是客户风险背景，非软件收入或实际追回金额，规范解释及技术准确率待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35983" + "YC-E-35983", + "INDUSTRY8-CAT-YC35983" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：交叉核对建筑文档版本并追踪合同、技术及规范风险。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Documents", "Real Estate", "Construction", "AI" - ] + ], + "businessModel": "建筑文档软件；项目、文件、集成及专业审阅费待拆" }, { "id": "YC36015", @@ -27350,28 +27419,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native OS for insurance brokers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在保险代理AMS及邮箱中整理投保、报价、客户服务和续期。", + "buyer": "独立财产意外保险代理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留保险专业软件，团队审阅每项动作且记录责任险轨迹。五分钟报价、每周十小时和20%增单为自述，未核分母或独立效果；前Simio收购不归Covera收入。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36084" + "YC-E-36084", + "INDUSTRY8-CAT-YC36084" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在保险代理AMS及邮箱中整理投保、报价、客户服务和续期。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "AIOps", "SaaS", "B2B", "Insurance", "AI Assistant" - ] + ], + "businessModel": "保险代理运营软件；账户、工作流、系统和人工审核成本待拆" }, { "id": "YC36086", @@ -27381,26 +27452,28 @@ "year": 2026, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Claims Investigator for Insurance", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "读取保险索赔资料、检查篡改和事实并整理调查案卷。", + "buyer": "保险公司、MGA、TPA理赔及SIU团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留保险专业调查；audit-ready不等已审计，不据异常标记判定客户欺诈。准确率、误报、覆盖、人工责任及收费未知。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36086" + "YC-E-36086", + "INDUSTRY8-CAT-YC36086" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：读取保险索赔资料、检查篡改和事实并整理调查案卷。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Insurance", "Fraud Detection", "AI" - ] + ], + "businessModel": "保险调查软件；案件、数据核验及专业审核费待拆" }, { "id": "YC36147", @@ -27776,28 +27849,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI decision engine for factories, warehouses and fleets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工厂、仓库和车队定制规划、排班、库存及路径优化模型。", + "buyer": "供应链及实体运营规划团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留供应链规划，输出计划而非交付自有机器人或通用基础模型。38%运费下降及其他客户效果未独立核，研究数据结果与上线回款分开，不作自身营收。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36577" + "YC-E-36577", + "INDUSTRY8-CAT-YC36577" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为工厂、仓库和车队定制规划、排班、库存及路径优化模型。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Logistics", "Manufacturing", "Supply Chain", "Operations", "AI" - ] + ], + "businessModel": "行业决策软件；优化模型、系统接入、实施和支持费用待拆" }, { "id": "YC36643", @@ -27834,30 +27909,33 @@ "id": "YC36644", "name": "Vouch", "url": "https://www.ycombinator.com/companies/vouchwealth", - "cat": "C07", + "cat": "C09", "year": 2026, "team": null, "location": null, - "business": "公司简介：The AI wealth manager for every Indian", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为印度个人用户整合资产、投资选择及税务规划。", + "buyer": "印度中产个人财富管理用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移个人应用；行业财富增长不等Vouch资产或收入，官网无法读取。实际投资顾问/交易角色、托管、许可和税务效果待核，不据愿景认定自动资产管理已实现。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36644" + "YC-E-36644", + "INDUSTRY8-CAT-YC36644", + "INDUSTRY8-VOUCH-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为印度个人用户整合资产、投资选择及税务规划。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "Consumer", "Consumer Finance" - ] + ], + "businessModel": "个人财富应用；订阅、顾问、分销或交易收费待核" }, { "id": "YC36741", @@ -28197,31 +28275,34 @@ "id": "YC37203", "name": "Volaren Inc.", "url": "https://www.ycombinator.com/companies/volaren-inc", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：The investing agent that comes to you", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人整合账户、解释组合变化并在所设限制内辅助投资行动。", + "buyer": "个人投资者及部分基金用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移个人应用；官网明确账户、余额和订单为示例，回测不等实盘回报，900用户/基金混合采用不作付费客户。交易与连接能力未运行核，许可、资金保管及收费待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网免费层无需卡；收费层、实际付费、交易及数据费用未知，演示交易预算不是套餐价格", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37203" + "YC-E-37203", + "INDUSTRY8-CAT-YC37203", + "INDUSTRY8-VOLAREN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为个人整合账户、解释组合变化并在所设限制内辅助投资行动。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "Finance", "Trading", "AI" - ] + ], + "businessModel": "个人投资软件；免费层、订阅、数据或交易费用待核" }, { "id": "YC37238", @@ -28291,57 +28372,66 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Your health plan should get better year-round. Not just once a year.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小企业比较医疗保险方案并持续协调健康计划。", + "buyer": "小企业雇主及福利团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留专业经纪，现运营者Decent Labs Inc.；官网明确创始人第二家同名公司，2026公告称新主体/团队，不仅凭旧品牌历史改年。旧4200万融资及客户节省不归现收入，客户免费不等无佣金。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "保险方、PEO或计划管理方支付佣金，部分可能含奖金；随公司/方案变化，无实际结算或统一费率，不因客户免费填零收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37274" + "YC-E-37274", + "INDUSTRY8-CAT-YC37274", + "INDUSTRY8-DECENT-HOME", + "INDUSTRY8-DECENT-ABOUT", + "INDUSTRY8-DECENT-TERMS", + "INDUSTRY8-DECENT-NEW" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小企业比较医疗保险方案并持续协调健康计划。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "Health Tech", "B2B", "Health Insurance", "AI" - ] + ], + "businessModel": "保险经纪；保险公司、PEO或计划方支付佣金及可能奖金，费率待核" }, { "id": "YC37401", "name": "Theseus Robotics", "url": "https://www.ycombinator.com/companies/theseus-robotics", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 7, "location": "Switzerland", - "business": "公司简介：Humanoids to restock retail shelves & pick orders", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "开发用于零售补货、库存轮换及订单拣选的人形机器人系统。", + "buyer": "超市及零售履约团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移实体机器人，官网当前提供私下预览。预览入口不等大规模生产部署；昼夜作业、可靠性、安全、硬件所有权及实收待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37401" + "YC-E-37401", + "INDUSTRY8-CAT-YC37401", + "INDUSTRY8-THESEUS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：开发用于零售补货、库存轮换及订单拣选的人形机器人系统。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Hard Tech", "Robotics", "Retail Tech" - ] + ], + "businessModel": "机器人系统；设备、部署、运维及按工作收费待拆" }, { "id": "YC37435", @@ -28407,30 +28497,33 @@ "id": "YC37533", "name": "HABU", "url": "https://www.ycombinator.com/companies/habu", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 2, "location": "Phoenix, AZ", - "business": "公司简介：Like Crosby, but for real estate development", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "作为开发服务商为投资者选地、组织设计建造并交付出售住宅。", + "buyer": "机构投资者及住宅开发资金方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "移实体资产建设服务，内部OS非外售SaaS；自述不是长期房产持有者也不证明零资本或无担保。前3.1亿项目与行业1600亿投资排除现营收，速度、成本及风险改善未独立核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37533" + "YC-E-37533", + "INDUSTRY8-CAT-YC37533", + "INDUSTRY8-HABU-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：作为开发服务商为投资者选地、组织设计建造并交付出售住宅。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Hard Tech", "Real Estate", "Housing" - ] + ], + "businessModel": "实体地产开发服务；开发费、项目款、承包和专业成本待拆" }, { "id": "YC37566", @@ -28471,25 +28564,27 @@ "year": 2026, "team": null, "location": "Salt Lake City, UT", - "business": "公司简介：Commercial insurance for small businesses", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小企业提供商业保险代理服务。", + "buyer": "小企业及商业投保需求方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "短简介暂留保险代理，未明确自营承保。机器处理与经验学习为AI线索，实际授权、费率、AI任务及收入缺项保留；目录0人不当真的无人经营。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37600" + "YC-E-37600", + "INDUSTRY8-CAT-YC37600" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小企业提供商业保险代理服务。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Insurance", "AI" - ] + ], + "businessModel": "保险代理服务；佣金、承保转付及人工服务费待核" }, { "id": "YC37601", @@ -28499,26 +28594,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that automate workflows for distributors", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为分销企业定制采购、预测、库存、销售及数据代理。", + "buyer": "分销商及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留分销全运营，销售只是模块，企业保留审批界限。首客户每周50小时节省为自述，未核实际工时、质量或收入，整运营代理目标不当全自动已实现。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37601" + "YC-E-37601", + "INDUSTRY8-CAT-YC37601" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为分销企业定制采购、预测、库存、销售及数据代理。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "B2B", "Supply Chain", "AI" - ] + ], + "businessModel": "分销运营软件加部署；连接、定制、权限和维护成本待拆" }, { "id": "YC37602", @@ -28647,26 +28744,28 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI front desk that fills every chair for dental practices", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在牙科诊所系统中处理患者召回预约、来电及保险核验。", + "buyer": "牙科诊所及诊所集团", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "保留医疗患者运营，16地点不等付费客户；客户月产出增加20000未给币种，不当Kairos收入。179来电、46预约及终身折扣是历史发布自述，实际结果、价格与保险准确性待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37831" + "YC-E-37831", + "INDUSTRY8-CAT-YC37831" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在牙科诊所系统中处理患者召回预约、来电及保险核验。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "SaaS", "Health Tech", "Conversational AI" - ] + ], + "businessModel": "医疗前台专业软件；地点、交互、系统接入及人工升级费待拆" }, { "id": "YC37863", @@ -28731,30 +28830,33 @@ "id": "YC37995", "name": "Sintropix", "url": "https://www.ycombinator.com/companies/sintropix", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 2, "location": "Santiago, Chile", - "business": "公司简介：Autonomous accounting platform for global companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为多国LATAM企业提供财务ERP、对账、会计合并和AI问答。", + "buyer": "跨国企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，收入、实际合同及能力待核。", + "notes": "按现官网移企业通用工作，非会计事务所执业的充分证明。首页420万ARR、现金、合同及Acme账目为产品界面示例，不作Sintropix收入；AI问答与会计判断、人审及实际合同待核。 原成立及团队快照保留；主营分类不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37995" + "YC-E-37995", + "INDUSTRY8-CAT-YC37995", + "INDUSTRY8-SINTROPIX-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为多国LATAM企业提供财务ERP、对账、会计合并和AI问答。 按当前买家及交付分类，个人应用、实体建设、通用财务和专业服务分开。", "directoryTags": [ "Fintech", "B2B", "AI" - ] + ], + "businessModel": "通用企业财务软件及服务；多主体、连接、实施和会计支持成本待拆" }, { "id": "YC37997", @@ -35497,6 +35599,261 @@ "evidence": "INDUSTRY6-PRODIGY-HOME", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-CONTRACT", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "六位数合同单份量级下限", + "value": 100000, + "bound": ">=", + "unit": "币种未注明", + "timing": "2026-08-06发布称多个已签合同，覆盖期未给", + "scope": "SpaceFlow服务合同，非确认收入", + "selection": "crosscheck", + "reason": "未给合同数量或总值，不将下限当精确收入；未核币种、经常性和履约", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-SPEND", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "年度供应商支出管理额", + "value": 400000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布，精确经营截至日未给", + "scope": "客户年度采购支出，非SpaceFlow收入", + "selection": "excluded", + "reason": "管理支出不是采购服务费或ARR，不按假设费率估收入", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-TARGET", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "未来收入目标", + "value": 1000000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布愿景，目标日期未给", + "scope": "未来目标，非已实现收入", + "selection": "excluded", + "reason": "目标并非收入披露，100人上限及Rule-of-60不是已核单位经济", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-SAVING", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "客户年度节省", + "value": 120000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布单客户案例，业务年度未给", + "scope": "客户采购成本节省", + "selection": "excluded", + "reason": "客户节省与服务收入分开，未核实际采购量和净节省", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-SPACEFLOW-OLD-REV", + "company": "YC33311", + "name": "SpaceFlow Technologies, Inc.", + "kind": "创始人此前广告服务收入", + "value": 40000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布追述16岁时经历，财务期未给", + "scope": "创始人此前Reddit广告自动化服务，非SpaceFlow", + "selection": "excluded", + "reason": "旧业务收入不继承为当前采购服务收入", + "evidence": "INDUSTRY7-SPACEFLOW-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-ALLIA-CAPACITY", + "company": "YC33441", + "name": "Allia Health", + "kind": "签约保险合同下年化护理产能", + "value": 50000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-20发布，当时计划2026-09开始交付", + "scope": "Allia网络的合同护理产能，非已核确认营收", + "selection": "excluded", + "reason": "产能、保费和已交付服务费不同；缺履约、实际护理量、净收款及并表边界，不标ARR", + "evidence": "INDUSTRY7-ALLIA-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-DERYA-FREIGHT", + "company": "YC33050", + "name": "Derya", + "kind": "此前处理的货运金额", + "value": 15000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-10发布称拓展全供应链前，精确期间未给", + "scope": "此前货运处理规模，主体及货值/运费口径未清", + "selection": "excluded", + "reason": "货运规模不当净收入，未核是否同主体；不按假设抽成估ARR", + "evidence": "INDUSTRY7-CAT-YC33050", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-RONAN-OLD-BUSINESS", + "company": "YC32979", + "name": "RonanRx Inc.", + "kind": "创始人此前制造业务规模", + "value": 50000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-24发布追述此前经历，金额指标及期间未给", + "scope": "此前医疗制造业务，非RonanRx", + "selection": "excluded", + "reason": "原文仅称5000万业务，不能补成收入、估值或ARR，也不转给当前药物业务", + "evidence": "INDUSTRY7-CAT-YC32979", + "comparisonGroup": null + }, + { + "id": "INDUSTRY7-O-DAWN-SAVING", + "company": "YC33344", + "name": "Dawn Industries", + "kind": "单故障避免成本自述", + "value": 15000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前简介，案例及实际业务时点未给", + "scope": "大型工厂客户每故障节省，非Dawn收入", + "selection": "excluded", + "reason": "成本节省不等供应商收费或累计已实现收益，效率与安全未独立核", + "evidence": "INDUSTRY7-CAT-YC33344", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-IDENTIFIED", + "company": "YC33805", + "name": "Edviro", + "kind": "已识别可避免能源成本", + "value": 400000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-26发布称34设施，累计期间未给", + "scope": "客户可避免成本，非Edviro收入", + "reason": "未必全部实现节省；不与官网相同量级verified表述相加", + "evidence": "INDUSTRY8-CAT-YC33805", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-VERIFIED", + "company": "YC33805", + "name": "Edviro", + "kind": "官网称已核节省", + "value": 400000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "当前官网34站点快照，节省期间未给", + "scope": "客户节省自述，非独立验证或公司营收", + "reason": "未见仪表账单和基线，identified与verified可能重叠，不重复算成果", + "evidence": "INDUSTRY8-EDVIRO-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-OVERBILLING", + "company": "YC33805", + "name": "Edviro", + "kind": "创始人早期识别天然气多收费", + "value": 360000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2026-08-26追述17岁时分析一年账单，具体年份未给", + "scope": "学区多收费发现，非供应商服务收入", + "reason": "发现多收费不等已追回或公司营收，也可能与后续可避免成本重叠", + "evidence": "INDUSTRY8-CAT-YC33805", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-EDVIRO-OLD-AGENCY", + "company": "YC33805", + "name": "Edviro", + "kind": "创始人此前代理业务收入", + "value": 20000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-07发布中的此前经历，财务期未给", + "scope": "此前数字代理业务，非Edviro", + "reason": "前公司收入不归设施软件或年化为ARR", + "evidence": "INDUSTRY8-CAT-YC33805", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-PRAXIS-CLIENT-LOSS", + "company": "YC35422", + "name": "Praxis", + "kind": "客户称每年流失的法律业务", + "value": 350000, + "bound": ">=", + "unit": "原文$，币种待核", + "timing": "2026-10-15发布引述单家律所，实际年度未给", + "scope": "客户可能流失的案件收入", + "reason": "客户损失非Praxis收入，不从每案金额和客户数估平台收费", + "evidence": "INDUSTRY8-CAT-YC35422", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-HABU-OLD-PROJECTS", + "company": "YC37533", + "name": "HABU", + "kind": "创始人此前经手项目价值", + "value": 310000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-09-29发布中的此前经历，项目期间未给", + "scope": "此前工业、土地及住宅项目，非HABU收入", + "reason": "经手开发项目值不等服务费或当前公司收入，旧雇主融资亦排除", + "evidence": "INDUSTRY8-CAT-YC37533", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-KAIROS-CLIENT-PRODUCTION", + "company": "YC37831", + "name": "Kairos Health", + "kind": "每地点月均诊疗产出增加自述", + "value": 20000, + "bound": "=", + "unit": "币种未注明", + "timing": "2026-10-19发布，观察月份及样本分母未详", + "scope": "牙科客户产出，非Kairos收入", + "reason": "原文未给币种，产出不等实际收款；16地点和预约数不能反推平台MRR", + "evidence": "INDUSTRY8-CAT-YC37831", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY8-O-SINTROPIX-DEMO-ARR", + "company": "YC37995", + "name": "Sintropix", + "kind": "官网示例界面ARR", + "value": 4200000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "产品看板显示2026-06-20，非公司财务截至日", + "scope": "产品演示示例，非Sintropix收入", + "reason": "Acme、多国账户和合同是产品界面内容，无公司财务归属证明，不标本公司ARR", + "evidence": "INDUSTRY8-SINTROPIX-HOME", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -58203,6 +58560,699 @@ "kind": "公司公开资料复核", "summary": "发布说明团队飞赴客户现场、逐一培训并持续支持，工程交付由工程师审核批准后才改变。", "limitation": "部署及培训不是零成本软件；75%提速未独立核，工程责任与软件/服务合同分配未知。" + }, + { + "id": "INDUSTRY7-CAT-YC32717", + "companyId": "YC32717", + "title": "Neuron Industries主营及收入范围", + "url": "https://www.ycombinator.com/companies/neuron-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供集成AI编程、HMI及数据功能的工业控制器。 移实体工业控制，非纯办公软件。旧发布硬件可试点与当前Q1 2027上市分期，50订金不等设备收入；现场案例、实时参数和安全认证未独立核，旧PLC5000价非自身收入。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32751", + "companyId": "YC32751", + "title": "Vestris主营及收入范围", + "url": "https://www.ycombinator.com/companies/vestris", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为产权服务机构处理房产交易文件、产权及交割流程。 保留房产专业服务；每步需人批准，平行试用客户月度百万成交值不是Vestris收入。产权保险利润率背景不代表公司毛利，专业资格、收费和准确率未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32782", + "companyId": "YC32782", + "title": "Denta主营及收入范围", + "url": "https://www.ycombinator.com/companies/denta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为雇主组织自筹资金牙科福利并自动处理理赔。 保留健康福利；自筹保险计划区别自营承保，秒付和25%便宜为主张。行业千亿保费及250亿管理费不当Denta收入，承保、托管、实际费率及牌照未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32848", + "companyId": "YC32848", + "title": "Luca IQ主营及收入范围", + "url": "https://www.ycombinator.com/companies/luca-iq", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为会计师事务所和开发者提供税务计算、资料流程及电子申报。 保留税务应用，不因API入口归通用Agent设施。发布明确AI不做税务数学、确定性引擎计算，现官网每份申报由事务所审核且有CPA支持；IRS授权和100%正确未独立核，等待名单不当付费。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32914", + "companyId": "YC32914", + "title": "Bear主营及收入范围", + "url": "https://www.ycombinator.com/companies/bear-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以代理处理记账和报税，并由认证会计师审核。 保留专业会计服务；Bear原名Last Accounting Company，认证会计师签字是交付组成，不作无人纯SaaS。准时、更快更便宜为主张，资格、合同及营收未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32948", + "companyId": "YC32948", + "title": "Waybill主营及收入范围", + "url": "https://www.ycombinator.com/companies/waybill", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为硬件团队采购零件、处理付款物流通关并更新库存。 保留专业采购运营，发布明确agents与humans共同交付。商品价、物流及旧雇主跨境货值不作服务净收入，PCB等未来扩展另记，不推软件毛利。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC32979", + "companyId": "YC32979", + "title": "RonanRx Inc.主营及收入范围", + "url": "https://www.ycombinator.com/companies/ronanrx-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合远程医疗及自述自营药品制造，为患者提供个性化处方和配送。 保留医药专业交付并注明实物制造，不作纯软件。33州许可、50%周增长、疗效与安全未独立核；创始人此前1亿融资及5000万医疗制造业务规模不归当前收入，适应症和处方范围待核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33017", + "companyId": "YC33017", + "title": "ProvenMetal主营及收入范围", + "url": "https://www.ycombinator.com/companies/provenmetal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过制造伙伴网络交付PCB制造、组装与零件采购。 移实体电路板交付，官网说明路由至合作工厂，不认定自有工厂。AI审核范围和传统规则引擎分开，特定受控设计不走AI审查为自述；速度、制造地点及合规资质未独立核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33050", + "companyId": "YC33050", + "title": "Derya主营及收入范围", + "url": "https://www.ycombinator.com/companies/derya", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为硬件及商品企业梳理并执行采购、制造协调和分销物流。 保留专业供应链服务；已处理1500万货运的金额口径、主体和期间未给，不当ARR。旧雇主4.5亿船队及创始人此前六位数ARR不归Derya，risk-free进口主张未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33059", + "companyId": "YC33059", + "title": "Palisade主营及收入范围", + "url": "https://www.ycombinator.com/companies/palisade-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "从内核事件发现并缓解企业终端机群的操作系统漏洞。 移企业通用安全运营，不按行业分类或代码生成分类。内核规则缓解不等原始漏洞已修复，示例CVE、实时控制与分钟部署未运行核；官网不可读，未核生产可靠性或付费。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33062", + "companyId": "YC33062", + "title": "Hubble主营及收入范围", + "url": "https://www.ycombinator.com/companies/hubble-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为获授权的医疗资料请求跨系统检索和汇集病历。 保留医疗专业检索，不因API归通用基础设施。前Grow/One Medical数百万患者非当前Hubble采用，单授权完整病历为目标，授权权利、覆盖、准确及收费未核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33178", + "companyId": "YC33178", + "title": "TovenAI主营及收入范围", + "url": "https://www.ycombinator.com/companies/tovenai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为机构交易合规团队提供代理和金融系统连接。 保留金融专业合规，六代理、30余连接和头部券商采用为自述，不等付费或监管认可。客户现场共建成本及模型判断由谁批准未核，不推自动化覆盖率。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33179", + "companyId": "YC33179", + "title": "Verdict Machine主营及收入范围", + "url": "https://www.ycombinator.com/companies/verdict-machine", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "盘点金融机构链上资产并在执行前评估交易风险与安全控制。 保留金融专业安全；PoC及大银行评估不当签约付费，客户每周数十亿交易非供应商收入。行业失窃和其他公司估值不归本公司，法律要求及防攻击效果未独立核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33282", + "companyId": "YC33282", + "title": "Florin主营及收入范围", + "url": "https://www.ycombinator.com/companies/florin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以公开资料和模拟为商业保险风险定价并提供可绑定报价。 保留保险专业服务；零核保员和秒级报价为主张，尚未核承保主体、资本、牌照及真实保单，不能仅靠carrier措辞认定合法承保。前Terrafirma融资不归Florin，保费不等SaaS ARR。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33311", + "companyId": "YC33311", + "title": "SpaceFlow Technologies, Inc.主营及收入范围", + "url": "https://www.ycombinator.com/companies/spaceflow-technologies-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "承接实体商品企业从需求计划、采购签约到异常和对账的运营。 保留采购服务，平台主要供内部执行。4亿年度采购管理额、多个六位数合同、12万客户年节省及10亿未来目标分开；合同期间/币种/收入确认未核，不把合同、支出或目标作当前ARR。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33314", + "companyId": "YC33314", + "title": "Avoca Systems主营及收入范围", + "url": "https://www.ycombinator.com/companies/avoca-systems", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合临床与设备约束为放射检查网络处理转诊、预约及患者沟通。 保留医疗专业预约，扫描设备和临床流程约束区别通用获客。未接电话比例及填满产能是背景和主张，诊疗收费与平台收入分开，集成效果和合同待核。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33318", + "companyId": "YC33318", + "title": "HillStar主营及收入范围", + "url": "https://www.ycombinator.com/companies/hillstar", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供辅助公用事业采购决策的AI代理。 短简介暂留行业，未取得官网正文。尚缺代理实际任务、系统、付费、技术作用及合同，不能从标题推已自主采购或具体节省。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33344", + "companyId": "YC33344", + "title": "Dawn Industries主营及收入范围", + "url": "https://www.ycombinator.com/companies/dawn-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "连接工业控制器、机器人和CNC，诊断故障并准备经批准的恢复动作。 移实体工业闭环；发布从只读到一键批准再到特定无人恢复分阶段，安全联锁能力未独立核。单故障节省1.5万为客户成本自述，非收入；发布四人和目录两人为异时点团队口径，保留原快照。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33441", + "companyId": "YC33441", + "title": "Allia Health主营及收入范围", + "url": "https://www.ycombinator.com/companies/allia-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供精神健康EHR及独立诊所共享临床和支付方合同的网络。 保留精神健康行业；官网EHR开放免费，网络成员保持独立所有权，不能把8000临床人员都算员工或付费席位。5000万以上为签约年化护理产能、非已核ARR；成员医疗收入与平台收费及主体并表分开，创始人ARC分数不作本公司独立能力验证。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-CAT-YC33540", + "companyId": "YC33540", + "title": "Osseus主营及收入范围", + "url": "https://www.ycombinator.com/companies/osseus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供生物医疗数据、评估及强化学习环境供实验室训练模型。 按当前训练交付移模型基础设施，superintelligence是愿景而非已证明通用模型。患者和生物数据许可、隐私、实际效果及收入未核，官网背景论文不直接证明当前产品效果。", + "limitation": "仅公开主营及相关发布；采用、试点、客户资产/支出/节省、旧业务、产能、合同及未来目标不当已实现ARR。专业资格和实际技术效果未独立核。" + }, + { + "id": "INDUSTRY7-NEURON-HOME", + "companyId": "YC32717", + "title": "Neuron控制器上市与试点分期", + "url": "https://neuronindustries.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列Cortex/Synapse硬件软件，Q1 2027可用，50订金入口；展示木材加工客户切换案例。", + "limitation": "早期试点不等普遍现货或实收，订金不当已交付设备收入；参数、安全和客户结果未独立核。" + }, + { + "id": "INDUSTRY7-PROVEN-HOME", + "companyId": "YC33017", + "title": "ProvenMetal制造网络", + "url": "https://provenmetal.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确路由至合作PCB工厂及组装厂，协调报价、DFM、采购和交付，并区分受控设计不走AI审查的范围。", + "limitation": "不把制造网络认定为自有工厂，规则审核与模型作用仍待核；ITAR、美国制造及速度为自述，未取得独立资质或实际订单。" + }, + { + "id": "INDUSTRY7-ALLIA-HOME", + "companyId": "YC33441", + "title": "Allia当前EHR与医疗网络", + "url": "https://allia.health/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主推精神健康EHR、就诊记录与账单，仍列8000以上临床人员及网络入口。", + "limitation": "采用不等员工、独立付费席位或本公司确认收入，页面演示24.8k收款不是Allia真实营收；临床效果和实际合同待核。" + }, + { + "id": "INDUSTRY7-ALLIA-PAYERS", + "companyId": "YC33441", + "title": "Allia健康计划服务", + "url": "https://allia.health/for-payers", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网为健康计划提供以共享基础设施、结局数据及激励连接的临床网络。", + "limitation": "未取得保险合同或已交付护理量，不把网络覆盖等同已实现诊疗收入、保证疗效或软件ARR。" + }, + { + "id": "INDUSTRY7-ALLIA-NETWORK", + "companyId": "YC33441", + "title": "Allia独立成员与免费EHR", + "url": "https://allia.health/network", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称成员诊所保持独立所有权，EHR对所有人开放免费，网络含账单、护理协调及医生团队支持。", + "limitation": "成员医疗款不自动并入Allia收入；网络合同、收费、临床人力和控制范围待核，官网法律结构说明未独立验证。" + }, + { + "id": "INDUSTRY7-ALLIA-LAUNCH", + "companyId": "YC33441", + "title": "Allia年化合同与护理产能", + "url": "https://www.ycombinator.com/launches/SzE-allia-the-first-full-stack-ai-native-mental-health-group", + "publishedAt": "2026-08-20", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "历史发布开头称5000万以上年化保险合同，正文进一步称签约合同下的年化护理产能，当时计划2026-09开始交付。", + "limitation": "历史计划不证明现已交付；未见履约、实际护理量、净收款、主体及收入确认资料，不当已实现ARR。" + }, + { + "id": "INDUSTRY7-SPACEFLOW-LAUNCH", + "companyId": "YC33311", + "title": "SpaceFlow支出、合同及目标", + "url": "https://www.ycombinator.com/launches/SSl-spaceflow-ai-native-procurement-services-for-the-physical-economy", + "publishedAt": "2026-08-06", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布分列年度4亿供应商支出管理额、多个六位数已签合同、客户每年12万节省、未来10亿收入目标及创始人此前4万广告服务收入。", + "limitation": "六位数合同未给币种、数量、覆盖期、软件/服务及确认方式；合同不当ARR，支出/节省/目标/此前收入分别排除。" + }, + { + "id": "INDUSTRY7-SPACEFLOW-ACCESS", + "companyId": "YC33311", + "title": "SpaceFlow官网正文缺项", + "url": "https://spaceflow.tech/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮官网工具返回无可读正文，当前主营与合同线索仍据YC发布。", + "limitation": "不可读不等停业或未交付；未取得现定价或合同，不用空页验证收入。" + }, + { + "id": "INDUSTRY7-LUCA-HOME", + "companyId": "YC32848", + "title": "Luca IQ人审及软件/API", + "url": "https://lucaiq.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列税务工作流及API，明确事务所审核每份报表、CPA支持，并提供等待名单。", + "limitation": "未执行申报或核IRS授权；审计轨迹不保证所有输入和税务判断正确，等待名单不等付费。" + }, + { + "id": "INDUSTRY7-DAWN-ACCESS", + "companyId": "YC33344", + "title": "Dawn官网读取缺项", + "url": "https://www.dawnxr.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网工具未取得可读正文，当前闭环与分阶段批准按YC发布记录。", + "limitation": "不把页面标题当已验证机器动作、安全认证或交付；未运行控制产品。" + }, + { + "id": "INDUSTRY7-PALISADE-ACCESS", + "companyId": "YC33059", + "title": "Palisade官网读取缺项", + "url": "https://palisade-ai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮工具无法访问官网，未取得当前产品正文。", + "limitation": "不可访问不等不存在；内核缓解、原生补丁、运行可靠性和具体版本效果继续待核。" + }, + { + "id": "INDUSTRY7-OSSEUS-HOME", + "companyId": "YC33540", + "title": "Osseus数据、评估及环境", + "url": "https://www.osseus.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从现成/定制生物医疗数据集、互动任务和强化学习环境入手服务前沿实验室。", + "limitation": "数据授权、匿名化、模型效果与实际收入未核；背景遗传研究引用不是公司独立技术评测。" + }, + { + "id": "INDUSTRY7-HILLSTAR-ACCESS", + "companyId": "YC33318", + "title": "HillStar官网读取缺项", + "url": "https://hillstar.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮网页工具无法读取官网，仅YC短简介可用。", + "limitation": "具体交付、用户、报价、收入和AI实现仍缺，不由行业标题补全。" + }, + { + "id": "INDUSTRY8-CAT-YC33804", + "companyId": "YC33804", + "title": "Neomatter主营及数字归属", + "url": "https://www.ycombinator.com/companies/neomatter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在企业邮件及业务系统中整理法务请求，形成供律师批准的结果。 保留法律专业工作；律师仍审阅批准，不将HR/销售入口误作通用文档工具。政策和先例应用、完整正确及收入未独立核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC33805", + "companyId": "YC33805", + "title": "Edviro主营及数字归属", + "url": "https://www.ycombinator.com/companies/edviro", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合建筑能耗及设备资料诊断问题、模拟干预并协调维修和效果核验。 保留设施运营应用；关键动作先经人员批准，数据中心合作仍初期，不把world model宣传当基础模型销售。旧40万可避免成本与官网40万verified savings分开且不相加，未独立核实际实现和平台收费。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35092", + "companyId": "YC35092", + "title": "Cardinal Square主营及数字归属", + "url": "https://www.ycombinator.com/companies/cardinal-square", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI配合教师提供课后写作教学，计划扩展完整学校。 保留教育专业服务，当前说明从未认证课后班起步，完整认证学校是计划。官网无法读取，不把规划当已获办学认证、学生采用或课程收入。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35125", + "companyId": "YC35125", + "title": "Altair Health主营及数字归属", + "url": "https://www.ycombinator.com/companies/altair-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为独立医疗机构承接保险账单流程，以账单员处理代理例外。 保留专业账单服务；定理证明器对照保险规则为主张，不证明所有规则和输入正确。账单员处理失败是交付组成，医生收款不是Altair收入，Stripe类比不当支付许可。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35422", + "companyId": "YC35422", + "title": "Praxis主营及数字归属", + "url": "https://www.ycombinator.com/companies/praxis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为律所处理收案、客户资料、文档追踪、账单和催款后台。 保留律所全流程，律师监督批准每步，不能按前雇主付费客户数估本公司客户。客户损失35万每年和每案1万非Praxis收入，完整效率和合同待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35685", + "companyId": "YC35685", + "title": "Obia主营及数字归属", + "url": "https://www.ycombinator.com/companies/obia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业寻找工业和办公空间并协助谈判及交付。 保留商业经纪服务，初始California工业/办公与全国愿景分开。两周交钥匙是主张，房产价值和租金不是全部经纪收入，AI作用、执照及具体收费待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC35983", + "companyId": "YC35983", + "title": "Telamont主营及数字归属", + "url": "https://www.ycombinator.com/companies/telamont", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "交叉核对建筑文档版本并追踪合同、技术及规范风险。 保留建筑专业文档，未涉及实际承包施工。七位数潜在争议是客户风险背景，非软件收入或实际追回金额，规范解释及技术准确率待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36084", + "companyId": "YC36084", + "title": "Covera主营及数字归属", + "url": "https://www.ycombinator.com/companies/covera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在保险代理AMS及邮箱中整理投保、报价、客户服务和续期。 保留保险专业软件，团队审阅每项动作且记录责任险轨迹。五分钟报价、每周十小时和20%增单为自述，未核分母或独立效果；前Simio收购不归Covera收入。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36086", + "companyId": "YC36086", + "title": "Hesper AI主营及数字归属", + "url": "https://www.ycombinator.com/companies/hesper-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "读取保险索赔资料、检查篡改和事实并整理调查案卷。 保留保险专业调查；audit-ready不等已审计，不据异常标记判定客户欺诈。准确率、误报、覆盖、人工责任及收费未知。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36577", + "companyId": "YC36577", + "title": "OpEra主营及数字归属", + "url": "https://www.ycombinator.com/companies/opera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工厂、仓库和车队定制规划、排班、库存及路径优化模型。 保留供应链规划，输出计划而非交付自有机器人或通用基础模型。38%运费下降及其他客户效果未独立核，研究数据结果与上线回款分开，不作自身营收。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC36644", + "companyId": "YC36644", + "title": "Vouch主营及数字归属", + "url": "https://www.ycombinator.com/companies/vouchwealth", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为印度个人用户整合资产、投资选择及税务规划。 移个人应用；行业财富增长不等Vouch资产或收入，官网无法读取。实际投资顾问/交易角色、托管、许可和税务效果待核，不据愿景认定自动资产管理已实现。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37203", + "companyId": "YC37203", + "title": "Volaren Inc.主营及数字归属", + "url": "https://www.ycombinator.com/companies/volaren-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为个人整合账户、解释组合变化并在所设限制内辅助投资行动。 移个人应用；官网明确账户、余额和订单为示例，回测不等实盘回报，900用户/基金混合采用不作付费客户。交易与连接能力未运行核，许可、资金保管及收费待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37274", + "companyId": "YC37274", + "title": "Decent主营及数字归属", + "url": "https://www.ycombinator.com/companies/decent-com", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为小企业比较医疗保险方案并持续协调健康计划。 保留专业经纪，现运营者Decent Labs Inc.；官网明确创始人第二家同名公司，2026公告称新主体/团队，不仅凭旧品牌历史改年。旧4200万融资及客户节省不归现收入，客户免费不等无佣金。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37401", + "companyId": "YC37401", + "title": "Theseus Robotics主营及数字归属", + "url": "https://www.ycombinator.com/companies/theseus-robotics", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "开发用于零售补货、库存轮换及订单拣选的人形机器人系统。 移实体机器人，官网当前提供私下预览。预览入口不等大规模生产部署；昼夜作业、可靠性、安全、硬件所有权及实收待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37533", + "companyId": "YC37533", + "title": "HABU主营及数字归属", + "url": "https://www.ycombinator.com/companies/habu", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "作为开发服务商为投资者选地、组织设计建造并交付出售住宅。 移实体资产建设服务，内部OS非外售SaaS；自述不是长期房产持有者也不证明零资本或无担保。前3.1亿项目与行业1600亿投资排除现营收，速度、成本及风险改善未独立核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37600", + "companyId": "YC37600", + "title": "Redoubt Insurance主营及数字归属", + "url": "https://www.ycombinator.com/companies/redoubt-insurance", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为小企业提供商业保险代理服务。 短简介暂留保险代理，未明确自营承保。机器处理与经验学习为AI线索，实际授权、费率、AI任务及收入缺项保留；目录0人不当真的无人经营。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37601", + "companyId": "YC37601", + "title": "Lark主营及数字归属", + "url": "https://www.ycombinator.com/companies/lark-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为分销企业定制采购、预测、库存、销售及数据代理。 保留分销全运营，销售只是模块，企业保留审批界限。首客户每周50小时节省为自述，未核实际工时、质量或收入，整运营代理目标不当全自动已实现。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37831", + "companyId": "YC37831", + "title": "Kairos Health主营及数字归属", + "url": "https://www.ycombinator.com/companies/kairos-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在牙科诊所系统中处理患者召回预约、来电及保险核验。 保留医疗患者运营，16地点不等付费客户；客户月产出增加20000未给币种，不当Kairos收入。179来电、46预约及终身折扣是历史发布自述，实际结果、价格与保险准确性待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-CAT-YC37995", + "companyId": "YC37995", + "title": "Sintropix主营及数字归属", + "url": "https://www.ycombinator.com/companies/sintropix", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为多国LATAM企业提供财务ERP、对账、会计合并和AI问答。 按现官网移企业通用工作，非会计事务所执业的充分证明。首页420万ARR、现金、合同及Acme账目为产品界面示例，不作Sintropix收入；AI问答与会计判断、人审及实际合同待核。", + "limitation": "采用、行业规模、客户收入/节省、旧雇主业绩及演示数值不作自身收入；专业资质、技术效果和实际交付成本仍未独立核。" + }, + { + "id": "INDUSTRY8-DECENT-HOME", + "companyId": "YC37274", + "title": "Decent经纪与客户节省", + "url": "https://www.decent.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网列现运营者Decent Labs Inc.，服务小企业健康计划，保险方支付佣金；6万与10万年节省为客户案例。", + "limitation": "客户节省非经纪收入，页面个人执照为自述未查登记；多年客户引语不能独自证明现公司成立或旧业务合并。" + }, + { + "id": "INDUSTRY8-DECENT-ABOUT", + "companyId": "YC37274", + "title": "Decent同名新业务与佣金", + "url": "https://www.decent.com/about", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "关于页明确这是Nick第二家同名公司；选定保险、PEO或计划方从客户支付中付佣金及可能奖金，金额随方案变化。", + "limitation": "旧品牌和旧计划业绩不自动归现公司，合同与法律主体完整沿革待核，客户免费不等公司无收入。" + }, + { + "id": "INDUSTRY8-DECENT-TERMS", + "companyId": "YC37274", + "title": "Decent现运营者及承保边界", + "url": "https://www.decent.com/terms", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "条款列Decent Labs Inc.，明确平台不承保或发行保险，报价须保险方或PEO批准才生效。", + "limitation": "条款更新2026-10-05不是成立日期；未验证许可登记及真实佣金，不把网站报价当已生效保单。" + }, + { + "id": "INDUSTRY8-DECENT-NEW", + "companyId": "YC37274", + "title": "Decent创始人新主体说明", + "url": "https://www.decent.com/blog/run-it-back", + "publishedAt": "2026-09-29", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-09-29创始人公告称再次用Decent名称创办新公司，说明新主体、新团队及经纪模式。", + "limitation": "为创始人原始陈述而非工商登记；支持区别旧同名业务，精确注册及资产转移链仍未取得。" + }, + { + "id": "INDUSTRY8-VOLAREN-HOME", + "companyId": "YC37203", + "title": "Volaren账户示例与免费层", + "url": "https://www.volaren.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供个人组合、代理交易及免费入口，明确展示的账户、余额和订单为示例，另列策略回测。", + "limitation": "191120账户合计、5000预算、交易和回报演示不当AUM、公司营收或实际用户结果；未连接账户、运行交易或核牌照。" + }, + { + "id": "INDUSTRY8-SINTROPIX-HOME", + "companyId": "YC37995", + "title": "Sintropix多国ERP及示例账目", + "url": "https://sintropix.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "西语官网服务LATAM多国企业财务，包含多主体、多币种、对账、总账和AI Erwin，示例Acme公司及420万ARR看板。", + "limitation": "产品看板日期、合同和账目不是已核公司财务，不据界面ARR或Stripe示例反推真实客户收入，数字仅排除比较。" + }, + { + "id": "INDUSTRY8-THESEUS-HOME", + "companyId": "YC37401", + "title": "Theseus零售机器人预览", + "url": "https://theseus.bot/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网面向货架补货、轮换和拣选，提供私下预览入口。", + "limitation": "未见公开生产部署数量、合同或独立可靠性测试，不把预览当规模化交付。" + }, + { + "id": "INDUSTRY8-EDVIRO-HOME", + "companyId": "YC33805", + "title": "Edviro人审工单及节省口径", + "url": "https://edviroenergy.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网工作流明确人审计划、技术员派工及仪表验证；列34站点及40万verified savings。", + "limitation": "旧发布40万identified avoidable costs与现verified表述不相加，未核实际账单、基线、净节省或供应商费用，演示工单不当现场审计。" + }, + { + "id": "INDUSTRY8-VOUCH-ACCESS", + "companyId": "YC36644", + "title": "Vouch官网缺项", + "url": "https://vouchwealth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "工具无法读取官网，个人财富定位暂据YC当前描述。", + "limitation": "收费、投资许可、代理权限、托管和当前实际产品继续未知。" + }, + { + "id": "INDUSTRY8-HABU-ACCESS", + "companyId": "YC37533", + "title": "HABU官网缺项", + "url": "https://buildhabu.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮工具未取得官网正文，开发服务与非长期持有定位据YC发布。", + "limitation": "不把不可读当停业，需后续合同核开发费、项目资金、担保及资本占用。" + }, + { + "id": "INDUSTRY8-CARDINAL-ACCESS", + "companyId": "YC35092", + "title": "Cardinal Square官网缺项", + "url": "https://cardinalsquare.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本轮工具无法读取官网，YC说明从未认证课后写作班开始。", + "limitation": "不推已开设完整认证学校，课程交付、资质、学生、教师及收费尚缺。" } ], "reviews": [ @@ -61811,6 +62861,180 @@ "INDUSTRY6-MAINGEN-BENCH" ], "handling": "厂商报告未独立复测或读运行源码，模拟盈亏不当真实部署收益或公司收入，前支付吞吐亦排除。" + }, + { + "id": "INDUSTRY7-R-20", + "type": "行业第七批实体控制及专业服务复核", + "company": "原C07第七批20家公司", + "scope": "companies", + "companyIds": [ + "YC32717", + "YC32751", + "YC32782", + "YC32848", + "YC32914", + "YC32948", + "YC32979", + "YC33017", + "YC33050", + "YC33059", + "YC33062", + "YC33178", + "YC33179", + "YC33282", + "YC33314", + "YC33318", + "YC33344", + "YC33540" + ], + "summary": "20项主营及相关发布节选已读，15留C07，Neuron/ProvenMetal/Dawn移实体产业，Palisade移企业防护，Osseus移模型数据环境；13项官网或发布补证。", + "evidenceIds": [ + "INDUSTRY7-CAT-YC32717", + "INDUSTRY7-CAT-YC32751", + "INDUSTRY7-CAT-YC32782", + "INDUSTRY7-CAT-YC32848", + "INDUSTRY7-CAT-YC32914", + "INDUSTRY7-CAT-YC32948", + "INDUSTRY7-CAT-YC32979", + "INDUSTRY7-CAT-YC33017", + "INDUSTRY7-CAT-YC33050", + "INDUSTRY7-CAT-YC33059", + "INDUSTRY7-CAT-YC33062", + "INDUSTRY7-CAT-YC33178", + "INDUSTRY7-CAT-YC33179", + "INDUSTRY7-CAT-YC33282", + "INDUSTRY7-CAT-YC33314", + "INDUSTRY7-CAT-YC33318", + "INDUSTRY7-CAT-YC33344", + "INDUSTRY7-CAT-YC33540", + "INDUSTRY7-NEURON-HOME", + "INDUSTRY7-PROVEN-HOME", + "INDUSTRY7-LUCA-HOME", + "INDUSTRY7-DAWN-ACCESS", + "INDUSTRY7-PALISADE-ACCESS", + "INDUSTRY7-OSSEUS-HOME", + "INDUSTRY7-HILLSTAR-ACCESS" + ], + "handling": "工业上市与试点分期，制造网络不当自营工厂；人审、临床及实物成本与软件分开，AI不作税务数学、操作员审批、安全核验和具体资格不作独立保证。" + }, + { + "id": "INDUSTRY7-R-ALLIA", + "type": "合同、产能及确认收入复核", + "company": "Allia Health", + "scope": "companies", + "companyIds": [ + "YC33441" + ], + "summary": "签约下5000万以上年化护理产能不当ARR；旧计划九月交付与当前EHR/独立临床网络分开。", + "evidenceIds": [ + "INDUSTRY7-CAT-YC33441", + "INDUSTRY7-ALLIA-HOME", + "INDUSTRY7-ALLIA-PAYERS", + "INDUSTRY7-ALLIA-NETWORK", + "INDUSTRY7-ALLIA-LAUNCH" + ], + "handling": "8000采用者不当员工或付费数，免费EHR不等公司无其他收费；成员诊所收入不自动并表，合同、护理量、净回款及创始人模型表现归属待核。" + }, + { + "id": "INDUSTRY7-R-SPACEFLOW", + "type": "合同、产能及确认收入复核", + "company": "SpaceFlow Technologies, Inc.", + "scope": "companies", + "companyIds": [ + "YC33311" + ], + "summary": "采购服务的4亿管理支出、六位数合同、客户节省、未来10亿目标及创始人旧服务收入分别记录。", + "evidenceIds": [ + "INDUSTRY7-CAT-YC33311", + "INDUSTRY7-SPACEFLOW-LAUNCH", + "INDUSTRY7-SPACEFLOW-ACCESS" + ], + "handling": "未取得合同、币种、覆盖期、履约和确认口径，不将已签或目标收入年化；平台内部运营和专业服务成本待核，官网可读缺项保留。" + }, + { + "id": "INDUSTRY8-R-19", + "type": "行业末批买家、交付及数字归属复核", + "company": "原C07末批19家公司", + "scope": "companies", + "companyIds": [ + "YC33804", + "YC33805", + "YC35092", + "YC35125", + "YC35422", + "YC35685", + "YC35983", + "YC36084", + "YC36086", + "YC36577", + "YC36644", + "YC37203", + "YC37401", + "YC37533", + "YC37600", + "YC37601", + "YC37831" + ], + "summary": "19项主营及相关发布节选已读，14留C07，个人财富2项移C09、机器人及开发建设2项移C10、通用财务1项移C05；11项官网/条款/公告补证。", + "evidenceIds": [ + "INDUSTRY8-CAT-YC33804", + "INDUSTRY8-CAT-YC33805", + "INDUSTRY8-CAT-YC35092", + "INDUSTRY8-CAT-YC35125", + "INDUSTRY8-CAT-YC35422", + "INDUSTRY8-CAT-YC35685", + "INDUSTRY8-CAT-YC35983", + "INDUSTRY8-CAT-YC36084", + "INDUSTRY8-CAT-YC36086", + "INDUSTRY8-CAT-YC36577", + "INDUSTRY8-CAT-YC36644", + "INDUSTRY8-CAT-YC37203", + "INDUSTRY8-CAT-YC37401", + "INDUSTRY8-CAT-YC37533", + "INDUSTRY8-CAT-YC37600", + "INDUSTRY8-CAT-YC37601", + "INDUSTRY8-CAT-YC37831", + "INDUSTRY8-VOLAREN-HOME", + "INDUSTRY8-THESEUS-HOME", + "INDUSTRY8-EDVIRO-HOME", + "INDUSTRY8-VOUCH-ACCESS", + "INDUSTRY8-HABU-ACCESS", + "INDUSTRY8-CARDINAL-ACCESS" + ], + "handling": "Edviro识别成本与自述节省不重复累加；HABU为实体开发服务、Cardinal未认证课程、Theseus预览阶段和Volaren演示账户分开。客户产出、损失、节省、旧项目和收入均不作当前营收。" + }, + { + "id": "INDUSTRY8-R-DECENT", + "type": "主体沿革及演示数字复核", + "company": "Decent", + "scope": "companies", + "companyIds": [ + "YC37274" + ], + "summary": "创始人2026-09-29称新主体新团队，关于页明确第二家同名公司；现条款列Decent Labs Inc.并非承保人。", + "evidenceIds": [ + "INDUSTRY8-CAT-YC37274", + "INDUSTRY8-DECENT-HOME", + "INDUSTRY8-DECENT-ABOUT", + "INDUSTRY8-DECENT-TERMS", + "INDUSTRY8-DECENT-NEW" + ], + "handling": "保留2026目录字段并补原始来源，不仅凭旧品牌改年，也不将条款更新当注册日。现佣金与旧融资、计划业绩及客户节省分开；完整法律沿革及结算待核。" + }, + { + "id": "INDUSTRY8-R-SINTROPIX", + "type": "主体沿革及演示数字复核", + "company": "Sintropix", + "scope": "companies", + "companyIds": [ + "YC37995" + ], + "summary": "现官网为LATAM跨国财务ERP，移通用企业工作；420万ARR、Acme合同与账户仅产品界面，不能当公司收入。", + "evidenceIds": [ + "INDUSTRY8-CAT-YC37995", + "INDUSTRY8-SINTROPIX-HOME" + ], + "handling": "演示日期不能充当财务截至日；收入继续未知，不将界面Stripe、客户账目或自动态样例当已核收款，收费、财务和技术作用另待核。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index fbe8571..2911597 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-6", + "version": "2026-10-31-industry-8", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项534条主营人工复核。原C07累计145项已读主营及相关发布：106保留、39迁移，余39项规则初分。Rational现服务/企业软件及人审与旧无人宣传分期，创业入口仍等待；Risklytics保费和经纪佣金分开，Maingen模拟环境及Prodigy交易收益不作ARR。Elite旧Stratum与现医疗主体沿革待核；本快照C05仍89项原规则初分，另分支成果待整合。主体、技术、财务及全部公开来源覆盖仍有缺项。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项573条主营人工复核。原C07规则初分184项已逐条读主营及相关发布：135保留、49迁移，原池规则项剩余0；不表示全部公司财务/技术已验证。末批补Decent同名新主体和佣金、Sintropix示例ARR排除、Edviro节省口径、个人财富、实体机器人/开发及未认证教育交付。本快照C05仍89项原规则初分，另分支成果待整合；其他基础条目、主体、付费、技术、财务及全部公开来源覆盖仍有缺项。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index df4d646..dfca949 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-6", + "sourceVersion": "2026-10-31-industry-8", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From 4682e3513eccd6fa12e2b8e5a0a402dc38e5b378 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:00:16 +0800 Subject: [PATCH 08/10] Review 20 tag-classified industry candidates and current AI relevance --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 6 +- content/research/ai-companies.seed.json | 897 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 754 insertions(+), 159 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index e17f21f..3dc4b6c 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2127); - assert.equal(research.observations.length, 293); + assert.equal(research.evidence.length, 2160); + assert.equal(research.observations.length, 299); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index 774737c..c6fc9e8 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2127); - assert.equal(initial.observations.length, 293); + assert.equal(initial.evidence.length, 2160); + assert.equal(initial.observations.length, 299); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 133); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 136); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index c64ff56..95e2c17 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-8", + "version": "2026-10-31-industry-9", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -3356,27 +3356,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The first AI mortgage lender", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI代理处理住宅按揭贷款申请及借贷流程。", + "buyer": "购房、再融资及房屋信贷借款人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留专业金融服务；自述Texas/Colorado牌照及99%自动化未独立核。创始人前业务每年2%美国房贷非Chestnut份额或收入，客户利息下降及贷款本金不等ARR，官网403缺项保留。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30384" + "YC-E-30384", + "INDUSTRY9-CAT-YC30384", + "INDUSTRY9-CHESTNUT-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以AI代理处理住宅按揭贷款申请及借贷流程。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Fintech", "Real Estate", "Consumer", "AI" - ] + ], + "businessModel": "按揭贷款服务；贷款、发起费、利差、资本及人工成本待拆" }, { "id": "YC30399", @@ -3386,28 +3389,31 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：RWE Generation in minutes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在客户临床数据上协助研究设计、队列、统计分析和真实世界证据报告。", + "buyer": "药企、CRO及临床研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留现RWE应用，旧医学图像标注发布分期。官网称AI写代码而患者数据留沙盒、研究员逐步审阅，架构和疗效未独立核；演示风险比、样本和匿名引语不当临床研究结果或收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30399" + "YC-E-30399", + "INDUSTRY9-CAT-YC30399", + "INDUSTRY9-FREKIL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在客户临床数据上协助研究设计、队列、统计分析和真实世界证据报告。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Health Tech", "B2B", "Biotech", "Healthcare", "AI" - ] + ], + "businessModel": "临床研究软件；项目、数据连接、计算与专业审阅成本待拆" }, { "id": "YC30400", @@ -3592,28 +3598,31 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Deep intelligence for private markets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将访谈及播客资料结构化为带来源的私募市场研究。", + "buyer": "投资机构、咨询及研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留当前私募研究，旧面向个人播客应用另列。700亿客户AUM非自身收入；200万文本与10倍覆盖为自述，厂商加权覆盖基准不等模型总体能力或独立测试。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30413" + "YC-E-30413", + "INDUSTRY9-CAT-YC30413", + "INDUSTRY9-SERAFIS-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：将访谈及播客资料结构化为带来源的私募市场研究。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "SaaS", "Finance", "Investing", "Search", "AI" - ] + ], + "businessModel": "专业市场研究数据；终端、API、数据仓库及内容成本待拆" }, { "id": "YC30415", @@ -3797,26 +3806,29 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI-Native Mortgage Broker", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "作为按揭经纪比较贷款方、整理报价并协调借款交易。", + "buyer": "购房和再融资借款人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留金融专业服务；官网明确不是银行，持牌人员协助。示例50万贷款、1250发起费和客户利息节省不作公司MRR，利率条件、佣金与实际收入未知，牌照仅自述未查登记。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网条件示例列原文$1250发起费，并称贷款方成交后补偿；未核归属和实际佣金率，不当实收收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30426" + "YC-E-30426", + "INDUSTRY9-CAT-YC30426", + "INDUSTRY9-RALO-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：作为按揭经纪比较贷款方、整理报价并协调借款交易。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Fintech", "Consumer Finance", "AI" - ] + ], + "businessModel": "按揭经纪；放款方成交后补偿、费用、人工及系统成本待拆" }, { "id": "YC30429", @@ -3826,24 +3838,27 @@ "year": 2025, "team": 6, "location": "New York City, NY", - "business": "公司简介：AI Revenue Platform for Post-Acute Care", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为居家及后急性护理机构处理资格、转诊、授权和索赔收款流程。", + "buyer": "居家护理及后急性医疗机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留医疗全流程，当前扩至护理连续性与旧账单发布分期。六位数漏收为客户问题发现非供应商收入，440万融资不是收入；一键目标和合规标识未独立核，账单人员仍作重要决定。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30429" + "YC-E-30429", + "INDUSTRY9-CAT-YC30429", + "INDUSTRY9-CLAIM-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为居家及后急性护理机构处理资格、转诊、授权和索赔收款流程。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Healthcare" - ] + ], + "businessModel": "医疗收入运营软件；案件、接入及人工决策成本待拆" }, { "id": "YC30430", @@ -5777,26 +5792,29 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI + human review to solve data cleaning - accessible via API or Excel", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将非结构化资料整理为供投资团队使用且经专家审核的数据。", + "buyer": "基金、投资及数据团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留金融数据服务，API入口不代表无人软件。官网逐项专家审核及共识验证，准确性和延迟均未实测；客户千亿AUM和Acme财务演示不作sieve收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30552" + "YC-E-30552", + "INDUSTRY9-CAT-YC30552", + "INDUSTRY9-SIEVE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：将非结构化资料整理为供投资团队使用且经专家审核的数据。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Investing", "Data Engineering", "APIs" - ] + ], + "businessModel": "专业数据服务加AI；数据点、资料、专家复核与连接费用待拆" }, { "id": "YC30553", @@ -6398,27 +6416,29 @@ "year": 2025, "team": 11, "location": "San Francisco", - "business": "公司简介：Book any load in 10 minutes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为物流订舱寻找可用卡车、并行联系并协商和预订运载。", + "buyer": "物流经纪、货主及运输运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留物流专业流程，10分钟订货及更好毛利为自述。未核是否承担经纪责任、实际自动完成率及计费，行业百万日货量不归本公司收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30615" + "YC-E-30615", + "INDUSTRY9-CAT-YC30615" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为物流订舱寻找可用卡车、并行联系并协商和预订运载。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "B2B", "Logistics", "Supply Chain", "AI" - ] + ], + "businessModel": "物流代理软件；联系、预订、系统接入及例外费用待拆" }, { "id": "YC30620", @@ -6728,25 +6748,27 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The AI OS for Cities", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为地方政府311及部门热线提供AI接听和事项处理。", + "buyer": "市政及地方政府部门", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留政务应用，AI OS为扩展愿景。许可申请及动物管理具体办结权限、政府合同和数据安全未核，不把接听等同政府最终批准。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30636" + "YC-E-30636", + "INDUSTRY9-CAT-YC30636" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为地方政府311及部门热线提供AI接听和事项处理。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "GovTech", "AI" - ] + ], + "businessModel": "政府热线专业软件；通话、部门接入及人工升级费用待拆" }, { "id": "YC30637", @@ -7189,28 +7211,30 @@ "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：AI Grading for Teachers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为教师批改手写数学作业并提供学习分析和差异化测评。", + "buyer": "教师、学校及教学团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留教育专业应用；批改分钟化和减负为自述，教师责任、误评分及学习效果未独立核。白宫合作称号本轮未查原始登记，不当认证；前Coinbase5000万增收不是Frizzle收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30655" + "YC-E-30655", + "INDUSTRY9-CAT-YC30655" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为教师批改手写数学作业并提供学习分析和差异化测评。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Education", "SaaS", "B2B", "Productivity", "AI" - ] + ], + "businessModel": "教育评测软件；教师、学校、作业及审核费用待拆" }, { "id": "YC30657", @@ -7376,26 +7400,28 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Frontier AI for Actuaries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为保险精算师整理数据、运行方法并部署费率工具。", + "buyer": "保险公司、再保险及MGA精算团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留精算应用，用户作专业判断，自有基础设施且团队协助上线为自述。frontier不直接当基础模型，SOC2及不训练数据未独立核，实际费率风险和合同未知。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30663" + "YC-E-30663", + "INDUSTRY9-CAT-YC30663" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为保险精算师整理数据、运行方法并部署费率工具。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "API", "Insurance", "AI" - ] + ], + "businessModel": "专业精算软件与部署；模型、数据、现场支持及人审成本待拆" }, { "id": "YC30665", @@ -7546,32 +7572,35 @@ "id": "YC30673", "name": "Nexa Labs", "url": "https://www.ycombinator.com/companies/nexa-labs", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Implantable microchips and AI for cattle monitoring", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以植入芯片、耳标及平台监测牛只生理、定位和繁殖状态。", + "buyer": "牧场及牛群运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "移实体传感交付；YC现Acquired仅列状态，买方及交割未核。官网仍有试点入口，40%更早和15%提升为宣传，USDA、动物安全及实际收入未知，不作已规模化部署。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "YC状态Acquired；官网仍有试点入口，买方、交割及收购后供货未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30673" + "YC-E-30673", + "INDUSTRY9-CAT-YC30673", + "INDUSTRY9-NEXA-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以植入芯片、耳标及平台监测牛只生理、定位和繁殖状态。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Livestock Health", "Medical Devices", "Agriculture", "AI", "Biotechnology" - ] + ], + "businessModel": "畜牧传感硬件与软件；芯片、耳标、基站、安装及订阅成本待拆" }, { "id": "YC30675", @@ -7688,32 +7717,34 @@ "id": "YC30681", "name": "Conviction", "url": "https://www.ycombinator.com/companies/conviction", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Anyone Can Trade", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让个人用自然语言创建交易策略并回测、模拟和部署。", + "buyer": "个人交易及投资用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "移个人应用，当前Conviction与附载Parachute医疗模型评估旧发布分期。未核主体沿革、交易许可、实际成交和收益，不将旧医疗客户或回测继承为当前业绩。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30681" + "YC-E-30681", + "INDUSTRY9-CAT-YC30681" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：让个人用自然语言创建交易策略并回测、模拟和部署。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Fintech", "Crypto / Web3", "Consumer Finance", "AI", "Stocks" - ] + ], + "businessModel": "个人交易应用；订阅、数据、执行和平台费用待核" }, { "id": "YC30683", @@ -8030,29 +8061,34 @@ "id": "YC30695", "name": "Channel3", "url": "https://www.ycombinator.com/companies/channel3", - "cat": "C07", + "cat": "C03", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Database of every product on the internet", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为开发者提供商品图谱搜索、推荐及电商佣金接口。", + "buyer": "购物Agent、应用及企业产品开发者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "按开发者数据/工具移C03，商品及品牌不是医疗等行业应用。1亿商品、5000品牌不等付费客户，API费用与转付开发者佣金、未来checkout分别核，不从成交额估ARR。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "文档每月1000免费credits，额外原文$0.007/credit；搜索通常1credit，对话另计搜索，批量定制。佣金与API收费分开，实际收入未知", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30695" + "YC-E-30695", + "INDUSTRY9-CAT-YC30695", + "INDUSTRY9-CHANNEL-HOME", + "INDUSTRY9-CHANNEL-PRICE", + "INDUSTRY9-CHANNEL-COMMISSION-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为开发者提供商品图谱搜索、推荐及电商佣金接口。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "E-commerce", "AI" - ] + ], + "businessModel": "Agent商务数据设施；API用量、佣金及商家服务收入待拆" }, { "id": "YC30696", @@ -8811,26 +8847,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Truckload Planning at Machine Precision", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为整车承运商连接ERP和沟通资料并优化货载计划。", + "buyer": "整车运输承运及调度团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留物流规划，未来自主移动全球货物不等已拥有运输资产或自主车辆。客户每英里收入及前Amazon优化经历不归平台收入，实际求解质量和合同未核。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30731" + "YC-E-30731", + "INDUSTRY9-CAT-YC30731" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为整车承运商连接ERP和沟通资料并优化货载计划。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Logistics", "Supply Chain", "AI" - ] + ], + "businessModel": "运输规划软件；系统、优化、部署和支持费用待拆" }, { "id": "YC30732", @@ -9047,26 +9085,29 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：The GD&T Analysis Platform for Engineering Drawings", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2025年成立", + "business": "本地分析工程图纸几何公差、叠加和生产检查报告。", + "buyer": "机械设计、制造及检验团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留工程软件作为目录对照，现核心图纸分析明确不使用AI，不能认定当前AI主营已确认。旧自动检查与现确定性分析分期，原发现保留；注册认证、生产就绪及收入未独立核，前Tesla产量不是本公司规模。 原成立和团队快照保留；主营核查不等技术或财务审计。", + "cohort": "2025年成立；当前核心图纸分析明确非AI，保留目录对照、AI实际作用待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30741" + "YC-E-30741", + "INDUSTRY9-CAT-YC30741", + "INDUSTRY9-F4-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：本地分析工程图纸几何公差、叠加和生产检查报告。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Hardware", "B2B", "Industrial" - ] + ], + "businessModel": "工程图纸软件与审阅服务；桌面许可、专家审核、企业培训及驻场费用待拆" }, { "id": "YC30742", @@ -9099,32 +9140,36 @@ "id": "YC30743", "name": "Opennote", "url": "https://www.ycombinator.com/companies/opennote", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The notebook that thinks with you.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "历史提供内嵌AI写作、知识及学习助手的个人笔记本。", + "buyer": "原个人学习及笔记用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "移个人应用并标历史状态；官网称2026-05-06宣布被Reducto收购，Opennote应用已下线。YC旧笔记描述不是当前可用产品，未披露交易额或收入，不把买方业务和营收并入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "官网称2026-05-06被Reducto收购，Opennote应用已下线；交易与历史收入未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30743" + "YC-E-30743", + "INDUSTRY9-CAT-YC30743", + "INDUSTRY9-OPENNOTE-HOME", + "INDUSTRY9-OPENNOTE-ANNOUNCE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：历史提供内嵌AI写作、知识及学习助手的个人笔记本。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "AI-Enhanced Learning", "Education", "SaaS", "Consumer", "Productivity" - ] + ], + "businessModel": "历史个人软件；收购前收费、数据及模型成本未核" }, { "id": "YC30744", @@ -9484,32 +9529,34 @@ "id": "YC30774", "name": "CLODO", "url": "https://www.ycombinator.com/companies/clodo", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Planet-scale people discovery.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为获客、招聘及营销查找企业和相关人员。", + "buyer": "GTM、招聘及商业开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "按当前GTM发布和人员发现移客户收入运营，兼招聘用途不代表垂直行业。Fortune500及众多行业采用未独立核，搜索示例中百万年数据支出为买家条件，非CLODO收入。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30774" + "YC-E-30774", + "INDUSTRY9-CAT-YC30774" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为获客、招聘及营销查找企业和相关人员。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "B2B", "Recruiting", "Sales", "AI", "AI Assistant" - ] + ], + "businessModel": "人员发现软件；搜索、数据、席位及连接费用待拆" }, { "id": "YC30775", @@ -9670,25 +9717,27 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI powered brokerage reducing residential rental commissions in NYC…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为住宅业主挂牌营销并以AI筛选租户及安排看房。", + "buyer": "纽约住宅业主及租赁客户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留经纪专业服务，三分之一佣金是报价主张而非实际毛利。人工代理会议仍属交付，租金、房产和成交总额不当净收入，执照及合同未核。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30791" + "YC-E-30791", + "INDUSTRY9-CAT-YC30791" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为住宅业主挂牌营销并以AI筛选租户及安排看房。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Machine Learning", "Real Estate" - ] + ], + "businessModel": "住宅租赁经纪；佣金、人工代理、营销和系统成本待拆" }, { "id": "YC30792", @@ -10114,27 +10163,29 @@ "year": 2025, "team": 25, "location": "Stockholm, Sweden", - "business": "公司简介：Agentic AI for Society Builders", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑企业提供项目分析、估算、投标、采购和风险代理。", + "buyer": "建筑估算、项目及采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留建筑软件，800万融资不是收入，创始人自2018从业不当公司成立年。政府行业返工估计及代理数量不作本公司规模，现采用、性能与合同未独立核。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30835" + "YC-E-30835", + "INDUSTRY9-CAT-YC30835" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为建筑企业提供项目分析、估算、投标、采购和风险代理。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "Machine Learning", "Construction", "AI", "AI Assistant" - ] + ], + "businessModel": "建筑行业软件与实施；组织数据、模型、部署和专业审阅费待拆" }, { "id": "YC30844", @@ -10294,28 +10345,30 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Automating regulatory submissions for life sciences", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为药企整理研究报告并准备IND及临床试验申报文档。", + "buyer": "生物医药及临床申报团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际付费、财务和技术效果待核。", + "notes": "保留医药申报；每项节省10万CRO费和提前数月为厂商主张，非收入或监管批准。未核专业责任、申报准确、实际获批和收款，试验患者尚未治疗不当临床成效。 原成立和团队快照保留；主营核查不等技术或财务审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30856" + "YC-E-30856", + "INDUSTRY9-CAT-YC30856" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为药企整理研究报告并准备IND及临床试验申报文档。 依当前买家及交付分类，API、人审服务、实体传感及个人应用分开。", "directoryTags": [ "B2B", "Biotech", "Compliance", "AI", "Biotechnology" - ] + ], + "businessModel": "专业监管文档软件；申报、文档、实施及专家审阅成本待拆" }, { "id": "YC30858", @@ -35854,6 +35907,96 @@ "evidence": "INDUSTRY8-SINTROPIX-HOME", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SERAFIS-AUM", + "company": "YC30413", + "name": "Serafis", + "kind": "客户管理资产", + "value": 70000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前简介及官网，资产截至日未给", + "scope": "客户投资机构AUM", + "reason": "客户资产非Serafis收入，不按假设费率推ARR", + "evidence": "INDUSTRY9-SERAFIS-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SIEVE-AUM", + "company": "YC30552", + "name": "sieve", + "kind": "客户管理资产", + "value": 100000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前官网，资产截至日未给", + "scope": "投资客户AUM", + "reason": "客户资产非数据服务收入，不能据此估公司规模或ARR", + "evidence": "INDUSTRY9-SIEVE-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SIEVE-DEMO-REV", + "company": "YC30552", + "name": "sieve", + "kind": "Acme示例总收入", + "value": 394300000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "官网产品示例标2023季度资料，非sieve经营期", + "scope": "产品界面示例，非sieve收入", + "reason": "财务提取演示不是本公司财务，不纳公司收入或ARR", + "evidence": "INDUSTRY9-SIEVE-HOME", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-CLAIM-CLIENT-LEAK", + "company": "YC30429", + "name": "Claim Health", + "kind": "客户漏收发现的六位数量级", + "value": 100000, + "bound": ">=", + "unit": "币种未注明", + "timing": "2025-05-01发布的早期使用，观察期间未给", + "scope": "客户拒赔及少付漏收，非Claim Health收入", + "reason": "发现漏收不等已收回，公司服务费和客户索赔分开", + "evidence": "INDUSTRY9-CAT-YC30429", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-FRIZZLE-OLD-REV", + "company": "YC30655", + "name": "Frizzle", + "kind": "前Coinbase增量收入", + "value": 50000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2025-08-20发布追述此前工作，财务期未给", + "scope": "创始人前雇主增量收入，非Frizzle", + "reason": "旧雇主收入与前教育业务不转移给当前批改软件", + "evidence": "INDUSTRY9-CAT-YC30655", + "selection": "excluded", + "comparisonGroup": null + }, + { + "id": "INDUSTRY9-O-SCOOP-CLIENT-SAVING", + "company": "YC30856", + "name": "Scoop", + "kind": "每项申报节省CRO费自述", + "value": 100000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2025-11-10发布，实际客户及观察期未给", + "scope": "生物医药客户潜在费用节省", + "reason": "费用节省不等平台收入或已获批准，未核实际合同和净节省", + "evidence": "INDUSTRY9-CAT-YC30856", + "selection": "excluded", + "comparisonGroup": null } ], "evidence": [ @@ -59253,6 +59396,369 @@ "kind": "公司公开资料复核", "summary": "本轮工具无法读取官网，YC说明从未认证课后写作班开始。", "limitation": "不推已开设完整认证学校，课程交付、资质、学生、教师及收费尚缺。" + }, + { + "id": "INDUSTRY9-CAT-YC30384", + "companyId": "YC30384", + "title": "Chestnut主营及原标签复核", + "url": "https://www.ycombinator.com/companies/chestnut", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI代理处理住宅按揭贷款申请及借贷流程。 保留专业金融服务；自述Texas/Colorado牌照及99%自动化未独立核。创始人前业务每年2%美国房贷非Chestnut份额或收入，客户利息下降及贷款本金不等ARR，官网403缺项保留。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30399", + "companyId": "YC30399", + "title": "Frekil主营及原标签复核", + "url": "https://www.ycombinator.com/companies/frekil", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在客户临床数据上协助研究设计、队列、统计分析和真实世界证据报告。 保留现RWE应用，旧医学图像标注发布分期。官网称AI写代码而患者数据留沙盒、研究员逐步审阅，架构和疗效未独立核；演示风险比、样本和匿名引语不当临床研究结果或收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30413", + "companyId": "YC30413", + "title": "Serafis主营及原标签复核", + "url": "https://www.ycombinator.com/companies/serafis", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将访谈及播客资料结构化为带来源的私募市场研究。 保留当前私募研究，旧面向个人播客应用另列。700亿客户AUM非自身收入；200万文本与10倍覆盖为自述，厂商加权覆盖基准不等模型总体能力或独立测试。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30426", + "companyId": "YC30426", + "title": "Ralo主营及原标签复核", + "url": "https://www.ycombinator.com/companies/ralo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "作为按揭经纪比较贷款方、整理报价并协调借款交易。 保留金融专业服务；官网明确不是银行，持牌人员协助。示例50万贷款、1250发起费和客户利息节省不作公司MRR，利率条件、佣金与实际收入未知，牌照仅自述未查登记。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30429", + "companyId": "YC30429", + "title": "Claim Health主营及原标签复核", + "url": "https://www.ycombinator.com/companies/claim-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为居家及后急性护理机构处理资格、转诊、授权和索赔收款流程。 保留医疗全流程，当前扩至护理连续性与旧账单发布分期。六位数漏收为客户问题发现非供应商收入，440万融资不是收入；一键目标和合规标识未独立核，账单人员仍作重要决定。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30552", + "companyId": "YC30552", + "title": "sieve主营及原标签复核", + "url": "https://www.ycombinator.com/companies/sieveai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将非结构化资料整理为供投资团队使用且经专家审核的数据。 保留金融数据服务，API入口不代表无人软件。官网逐项专家审核及共识验证，准确性和延迟均未实测；客户千亿AUM和Acme财务演示不作sieve收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30615", + "companyId": "YC30615", + "title": "Lanesurf主营及原标签复核", + "url": "https://www.ycombinator.com/companies/lanesurf", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为物流订舱寻找可用卡车、并行联系并协商和预订运载。 保留物流专业流程，10分钟订货及更好毛利为自述。未核是否承担经纪责任、实际自动完成率及计费，行业百万日货量不归本公司收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30636", + "companyId": "YC30636", + "title": "EffiGov主营及原标签复核", + "url": "https://www.ycombinator.com/companies/effigov", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为地方政府311及部门热线提供AI接听和事项处理。 保留政务应用，AI OS为扩展愿景。许可申请及动物管理具体办结权限、政府合同和数据安全未核，不把接听等同政府最终批准。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30655", + "companyId": "YC30655", + "title": "Frizzle主营及原标签复核", + "url": "https://www.ycombinator.com/companies/frizzle", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为教师批改手写数学作业并提供学习分析和差异化测评。 保留教育专业应用；批改分钟化和减负为自述，教师责任、误评分及学习效果未独立核。白宫合作称号本轮未查原始登记，不当认证；前Coinbase5000万增收不是Frizzle收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30663", + "companyId": "YC30663", + "title": "Tesora主营及原标签复核", + "url": "https://www.ycombinator.com/companies/tesora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为保险精算师整理数据、运行方法并部署费率工具。 保留精算应用，用户作专业判断，自有基础设施且团队协助上线为自述。frontier不直接当基础模型，SOC2及不训练数据未独立核，实际费率风险和合同未知。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30673", + "companyId": "YC30673", + "title": "Nexa Labs主营及原标签复核", + "url": "https://www.ycombinator.com/companies/nexa-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以植入芯片、耳标及平台监测牛只生理、定位和繁殖状态。 移实体传感交付；YC现Acquired仅列状态，买方及交割未核。官网仍有试点入口，40%更早和15%提升为宣传，USDA、动物安全及实际收入未知，不作已规模化部署。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30681", + "companyId": "YC30681", + "title": "Conviction主营及原标签复核", + "url": "https://www.ycombinator.com/companies/conviction", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "让个人用自然语言创建交易策略并回测、模拟和部署。 移个人应用，当前Conviction与附载Parachute医疗模型评估旧发布分期。未核主体沿革、交易许可、实际成交和收益，不将旧医疗客户或回测继承为当前业绩。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30695", + "companyId": "YC30695", + "title": "Channel3主营及原标签复核", + "url": "https://www.ycombinator.com/companies/channel3", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为开发者提供商品图谱搜索、推荐及电商佣金接口。 按开发者数据/工具移C03，商品及品牌不是医疗等行业应用。1亿商品、5000品牌不等付费客户，API费用与转付开发者佣金、未来checkout分别核，不从成交额估ARR。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30731", + "companyId": "YC30731", + "title": "Maximal主营及原标签复核", + "url": "https://www.ycombinator.com/companies/maximal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为整车承运商连接ERP和沟通资料并优化货载计划。 保留物流规划，未来自主移动全球货物不等已拥有运输资产或自主车辆。客户每英里收入及前Amazon优化经历不归平台收入，实际求解质量和合同未核。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30741", + "companyId": "YC30741", + "title": "F4 Industries主营及原标签复核", + "url": "https://www.ycombinator.com/companies/f4-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "本地分析工程图纸几何公差、叠加和生产检查报告。 保留工程软件作为目录对照，现核心图纸分析明确不使用AI，不能认定当前AI主营已确认。旧自动检查与现确定性分析分期，原发现保留；注册认证、生产就绪及收入未独立核，前Tesla产量不是本公司规模。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30743", + "companyId": "YC30743", + "title": "Opennote主营及原标签复核", + "url": "https://www.ycombinator.com/companies/opennote", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "历史提供内嵌AI写作、知识及学习助手的个人笔记本。 移个人应用并标历史状态；官网称2026-05-06宣布被Reducto收购，Opennote应用已下线。YC旧笔记描述不是当前可用产品，未披露交易额或收入，不把买方业务和营收并入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30774", + "companyId": "YC30774", + "title": "CLODO主营及原标签复核", + "url": "https://www.ycombinator.com/companies/clodo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为获客、招聘及营销查找企业和相关人员。 按当前GTM发布和人员发现移客户收入运营，兼招聘用途不代表垂直行业。Fortune500及众多行业采用未独立核，搜索示例中百万年数据支出为买家条件，非CLODO收入。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30791", + "companyId": "YC30791", + "title": "Spotlight Realty主营及原标签复核", + "url": "https://www.ycombinator.com/companies/spotlight-realty", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为住宅业主挂牌营销并以AI筛选租户及安排看房。 保留经纪专业服务，三分之一佣金是报价主张而非实际毛利。人工代理会议仍属交付，租金、房产和成交总额不当净收入，执照及合同未核。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30835", + "companyId": "YC30835", + "title": "Brickanta主营及原标签复核", + "url": "https://www.ycombinator.com/companies/brickanta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为建筑企业提供项目分析、估算、投标、采购和风险代理。 保留建筑软件，800万融资不是收入，创始人自2018从业不当公司成立年。政府行业返工估计及代理数量不作本公司规模，现采用、性能与合同未独立核。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-CAT-YC30856", + "companyId": "YC30856", + "title": "Scoop主营及原标签复核", + "url": "https://www.ycombinator.com/companies/scoop", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为药企整理研究报告并准备IND及临床试验申报文档。 保留医药申报；每项节省10万CRO费和提前数月为厂商主张，非收入或监管批准。未核专业责任、申报准确、实际获批和收款，试验患者尚未治疗不当临床成效。", + "limitation": "仅公开资料，原标签不能独自证明当前AI作用；客户AUM/节省、旧雇主业绩、示例金额、报价和融资不作本公司收入，实际能力及资格未独立核。" + }, + { + "id": "INDUSTRY9-F4-HOME", + "companyId": "YC30741", + "title": "F4确定性分析及AI相关性", + "url": "https://f4.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网明确图纸验证不使用AI，本地分析PDF/STEP，提供Review、Pro、Enterprise，企业含培训和现场服务。", + "limitation": "当前主要分析非AI；保留原目录发现作对照，其他AI实际作用缺项，不作已确认AI主营样本。徽标资质、标准覆盖及效果未独立核。" + }, + { + "id": "INDUSTRY9-OPENNOTE-HOME", + "companyId": "YC30743", + "title": "Opennote收购与下线", + "url": "https://www.opennote.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称2026-05-06宣布被Reducto收购，产品已sunset且应用不再可用，学习转入买方文档智能。", + "limitation": "官网当前公告支持状态变化，未核交割文件或金额；不把历史产品当仍可购买，不继承买方营收。" + }, + { + "id": "INDUSTRY9-OPENNOTE-ANNOUNCE", + "companyId": "YC30743", + "title": "Opennote原始收购公告入口", + "url": "https://www.opennote.com/blog/reducto", + "publishedAt": "2026-05-06", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网链接2026-05-06团队公告，标题为被Reducto收购；可读文本未给更多交易条款。", + "limitation": "标题与日期不证明收购价格或收入，正文读取范围有限，主体并表日期及用户迁移待核。" + }, + { + "id": "INDUSTRY9-CHANNEL-HOME", + "companyId": "YC30695", + "title": "Channel3开发者及品牌接口", + "url": "https://trychannel3.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网主要供Agent搜索和推荐商品，列开发者API、品牌与企业入口；首页checkout仍标soon。", + "limitation": "商品、品牌及行业规模非平台收入，开发者接口与品牌推广分开，实际交易、收费及checkout状态待核。" + }, + { + "id": "INDUSTRY9-CHANNEL-PRICE", + "companyId": "YC30695", + "title": "Channel3按用量收费", + "url": "https://channel3.ai/docs/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "文档列每月1000免费credits、额外原文$0.007/credit；搜索常为1credit，对话还计搜索用量，部分数据接口免费。", + "limitation": "费率不等实收MRR，币种及批量合同待核；开发者佣金和API用量非同一项，不用免费额度推收入。" + }, + { + "id": "INDUSTRY9-CHANNEL-COMMISSION-ACCESS", + "companyId": "YC30695", + "title": "Channel3佣金入口访问缺项", + "url": "https://trychannel3.com/dashboard/brands", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网Commissions导航本轮跳转登录页，未取得该入口结算规则。", + "limitation": "未登录或调用认证API；不能从佣金存在推平台抽成、开发者净收入或收入确认。" + }, + { + "id": "INDUSTRY9-NEXA-HOME", + "companyId": "YC30673", + "title": "Nexa传感器、耳标与牛群软件", + "url": "https://nexa.farm/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仍有试点入口，描述皮下芯片、供能耳标及中心基站配合牛群管理软件。", + "limitation": "未取得当前收购后供货状态、安装和兽医安全证据；USDA、疾病与繁殖效果为自述，硬件加软件成本待核。" + }, + { + "id": "INDUSTRY9-SIEVE-HOME", + "companyId": "YC30552", + "title": "sieve人工验证及金融数字边界", + "url": "https://www.usesieve.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述AI提取后专家和共识审核，承认人工增加延迟；千亿以上AUM属客户，Acme收入/利润是产品演示。", + "limitation": "没有实际工时、独立准确率或财务底账，不能据human quality推保证正确或纯软件毛利；演示和客户资产排除营收。" + }, + { + "id": "INDUSTRY9-SERAFIS-HOME", + "companyId": "YC30413", + "title": "Serafis专业研究与客户资产", + "url": "https://www.serafis.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网当前侧重私募研究图谱，终端/API/MCP/仓库交付并存；列700亿客户AUM及自有播客覆盖基准。", + "limitation": "基准仅厂商加权资料覆盖而非整体模型能力，未独立复测，客户资产和文本数不作收入。" + }, + { + "id": "INDUSTRY9-FREKIL-HOME", + "companyId": "YC30399", + "title": "Frekil现RWE流程及人审", + "url": "https://www.frekil.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网从研究设计到统计代码执行和报告，称患者数据不离沙盒、AI写代码，研究专家控制每步。", + "limitation": "未测试隔离、统计偏差控制或临床效果；与旧影像标注分期，示例统计结果和用户引语不当已核研究或收入。" + }, + { + "id": "INDUSTRY9-CHESTNUT-ACCESS", + "companyId": "YC30384", + "title": "Chestnut官网访问缺项", + "url": "https://chestnutmortgage.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "当前网页工具对官网返回403，未取得官网正文。", + "limitation": "不绕过访问限制；YC牌照、自营贷款与前创业经历未取得独立登记核验，定价及现合同留缺。" + }, + { + "id": "INDUSTRY9-RALO-HOME", + "companyId": "YC30426", + "title": "Ralo佣金及条件示例", + "url": "https://www.ralo.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网说明经纪非银行，由贷款方成交后补偿，持牌人员协助；利率示例附50万本金、LTV和FICO等条件，列1250发起费。", + "limitation": "不核算或推荐贷款；示例费用和客户节省不作公司MRR，条件、费用归属及实际佣金率未核，NMLS仅官网自述。" + }, + { + "id": "INDUSTRY9-CLAIM-HOME", + "companyId": "YC30429", + "title": "Claim Health当前护理连续性平台", + "url": "https://www.claimhealth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网覆盖转诊、授权、持续资格检查、账单及护理连续性，440万种子融资为公告。", + "limitation": "融资、诊所收款及页面病人/授权演示不是公司收入，未核SOC/HIPAA报告、实际拒赔率或完整付费交付。" } ], "reviews": [ @@ -63035,6 +63541,95 @@ "INDUSTRY8-SINTROPIX-HOME" ], "handling": "演示日期不能充当财务截至日；收入继续未知，不将界面Stripe、客户账目或自动态样例当已核收款，收费、财务和技术作用另待核。" + }, + { + "id": "INDUSTRY9-R-TAGS20", + "type": "行业原标签池首批主营复核", + "company": "原C07目录标签初分首批20家公司", + "scope": "companies", + "companyIds": [ + "YC30384", + "YC30399", + "YC30413", + "YC30426", + "YC30429", + "YC30552", + "YC30615", + "YC30636", + "YC30655", + "YC30663", + "YC30673", + "YC30681", + "YC30695", + "YC30731", + "YC30774", + "YC30791", + "YC30835", + "YC30856" + ], + "summary": "20项主营及相关发布节选已读，15保留行业、5移个人/实体传感/Agent商务设施/客户运营；另13项官网/文档及访问缺项，F4与Opennote专项分开。", + "evidenceIds": [ + "INDUSTRY9-CAT-YC30384", + "INDUSTRY9-CAT-YC30399", + "INDUSTRY9-CAT-YC30413", + "INDUSTRY9-CAT-YC30426", + "INDUSTRY9-CAT-YC30429", + "INDUSTRY9-CAT-YC30552", + "INDUSTRY9-CAT-YC30615", + "INDUSTRY9-CAT-YC30636", + "INDUSTRY9-CAT-YC30655", + "INDUSTRY9-CAT-YC30663", + "INDUSTRY9-CAT-YC30673", + "INDUSTRY9-CAT-YC30681", + "INDUSTRY9-CAT-YC30695", + "INDUSTRY9-CAT-YC30731", + "INDUSTRY9-CAT-YC30774", + "INDUSTRY9-CAT-YC30791", + "INDUSTRY9-CAT-YC30835", + "INDUSTRY9-CAT-YC30856", + "INDUSTRY9-CHANNEL-HOME", + "INDUSTRY9-CHANNEL-PRICE", + "INDUSTRY9-CHANNEL-COMMISSION-ACCESS", + "INDUSTRY9-NEXA-HOME", + "INDUSTRY9-SIEVE-HOME", + "INDUSTRY9-SERAFIS-HOME", + "INDUSTRY9-FREKIL-HOME", + "INDUSTRY9-CHESTNUT-ACCESS", + "INDUSTRY9-RALO-HOME", + "INDUSTRY9-CLAIM-HOME" + ], + "handling": "专业人审、贷款经纪及硬件/软件成本分开；客户资产、漏收、节省、示例收入和旧雇主业绩不作当前ARR。Frekil转型、Conviction附载Parachute旧发布和Nexa收购状态保留缺项。" + }, + { + "id": "INDUSTRY9-R-F4", + "type": "AI相关性及产品存续复核", + "company": "F4 Industries", + "scope": "companies", + "companyIds": [ + "YC30741" + ], + "summary": "官网及YC当前明确图纸分析不使用AI，核心为本地确定性检查；原目录标签来源保留作对照。", + "evidenceIds": [ + "INDUSTRY9-CAT-YC30741", + "INDUSTRY9-F4-HOME" + ], + "handling": "不认定当前AI主营已确认，不把自动化等同AI或据前Tesla项目推能力/规模。AI其他作用、专业审核服务、资质和付费仍待核。" + }, + { + "id": "INDUSTRY9-R-OPENNOTE", + "type": "AI相关性及产品存续复核", + "company": "Opennote", + "scope": "companies", + "companyIds": [ + "YC30743" + ], + "summary": "官网现公告被Reducto收购且应用已下线，2025学生工具和当前目录笔记描述仅作历史。", + "evidenceIds": [ + "INDUSTRY9-CAT-YC30743", + "INDUSTRY9-OPENNOTE-HOME", + "INDUSTRY9-OPENNOTE-ANNOUNCE" + ], + "handling": "交易条款、实际交割、历史收入及用户迁移未核；不把收购公告当营收，不继承买方业绩或继续当可购买现产品。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 2911597..5a3153b 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-8", + "version": "2026-10-31-industry-9", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项573条主营人工复核。原C07规则初分184项已逐条读主营及相关发布：135保留、49迁移，原池规则项剩余0；不表示全部公司财务/技术已验证。末批补Decent同名新主体和佣金、Sintropix示例ARR排除、Edviro节省口径、个人财富、实体机器人/开发及未认证教育交付。本快照C05仍89项原规则初分，另分支成果待整合；其他基础条目、主体、付费、技术、财务及全部公开来源覆盖仍有缺项。", + "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项593条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；另原C07目录标签池68项中的20项已读：15保留、5迁移，标签池余48项。F4核心分析明确非AI，保留目录对照且AI作用未确认；Opennote官网称收购后下线，Nexa仅目录Acquired。Channel3按开发者商务数据工具交付，sieve专家验证与Frekil现RWE/旧标注分开。客户AUM、漏收、节省和演示财务排除营收。C05原主营规则89项成果仍待另分支整合；其他基础资料及全部公开来源覆盖、财务/技术缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index dfca949..97137ae 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-8", + "sourceVersion": "2026-10-31-industry-9", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From b8a82359e37b6d97dddd6bbe63fbcfedc7678fb1 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:05:45 +0800 Subject: [PATCH 09/10] Review 20 industry tag candidates and Litmus historical ARR --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 12 +- content/research/ai-companies.seed.json | 871 +++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 724 insertions(+), 169 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 3dc4b6c..2225b75 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2160); - assert.equal(research.observations.length, 299); + assert.equal(research.evidence.length, 2191); + assert.equal(research.observations.length, 304); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index c6fc9e8..f8fcdfe 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2160); - assert.equal(initial.observations.length, 299); + assert.equal(initial.evidence.length, 2191); + assert.equal(initial.observations.length, 304); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 136); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 138); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 47); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 48); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 983); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 982); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 63); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 64); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 95e2c17..877660e 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-9", + "version": "2026-10-31-industry-10", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -10548,27 +10548,29 @@ "year": 2025, "team": 2, "location": "Germany", - "business": "公司简介：Lunavo is the AI assistant for carriers.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "接入货运承运商系统，处理订单、状态更新及运营异常。", + "buyer": "卡车承运及调度团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留运输专业应用；自述按反馈改进和自主解决问题未实测，人工处理重要判断仍属交付。司机延误例子不是实际客户记录，货物、运费和客户增收非平台收入。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30865" + "YC-E-30865", + "INDUSTRY10-CAT-YC30865" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：接入货运承运商系统，处理订单、状态更新及运营异常。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Logistics", "Transportation", "Operations", "AI Assistant" - ] + ], + "businessModel": "运输运营软件；系统、任务、通信及人工升级成本待拆" }, { "id": "YC30867", @@ -10608,28 +10610,30 @@ "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：The AI equipment manager for post-acute care", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为护理机构盘点床、轮椅和制氧机并跟踪设备生命周期。", + "buyer": "专业护理及后急性机构运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留护理设备运营，不认定销售自有医疗器械。70%租费下降及10万以上年度节省是首客户及预测自述，未核实际账单，不作Norra收入或已实现毛利。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30868" + "YC-E-30868", + "INDUSTRY10-CAT-YC30868" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为护理机构盘点床、轮椅和制氧机并跟踪设备生命周期。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Hardware", "Health Tech", "Logistics", "Healthcare", "AI" - ] + ], + "businessModel": "医疗设备管理软件；盘点、接入、租赁分析及服务费待拆" }, { "id": "YC30869", @@ -10639,26 +10643,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：AI outpatient care workforce", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以适老电话代理、远程监测及团队反馈协助门诊持续护理。", + "buyer": "护理团队及Medicare远程患者管理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留专业护理，最终反馈真人团队而非全替代临床。声学生物标记、预防效果及报销资格未独立核，创始人旧机器人论文不等当前临床产品评测。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30869" + "YC-E-30869", + "INDUSTRY10-CAT-YC30869" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以适老电话代理、远程监测及团队反馈协助门诊持续护理。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Health Tech", "Digital Health", "Healthcare IT" - ] + ], + "businessModel": "医疗护理软件及服务；通话、设备连接、临床升级与专业人力成本待拆" }, { "id": "YC30870", @@ -10725,32 +10731,35 @@ "id": "YC30873", "name": "Tell if AI", "url": "https://www.ycombinator.com/companies/tell-if-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 2, "location": "Austin, TX", - "business": "公司简介：AI agents on real phones, growing brands across every platform.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为品牌运行内容创作、发布、互动及获客的AI营销代理服务。", + "buyer": "品牌及增长营销团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移客户收入运营；YC手机代理和首家远程诊所分成与官网私测AI工作室定位分别记录。真实账户操作及转化未运行核，内容产量和客户收入不当自身收入，分成合同未知。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30873" + "YC-E-30873", + "INDUSTRY10-CAT-YC30873", + "INDUSTRY10-TELL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为品牌运行内容创作、发布、互动及获客的AI营销代理服务。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Telehealth", "Social Media", "Marketing", "Advertising", "AI" - ] + ], + "businessModel": "效果营销服务；收入分成、内容/手机运营、人工及渠道成本待拆" }, { "id": "YC30875", @@ -11009,31 +11018,33 @@ "id": "YC30886", "name": "Clerked", "url": "https://www.ycombinator.com/companies/clerked", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI clerks that automate your payables", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过现有财务系统及聊天入口处理应付账款和支出分析。", + "buyer": "跨行业企业内部财务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移企业通用财务，旧Mod AI与现Clerked名称分期。应付款和代付资金非软件收入，自主付款、现金流建议及账簿准确性未核，授权和收费未知。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30886" + "YC-E-30886", + "INDUSTRY10-CAT-YC30886" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：通过现有财务系统及聊天入口处理应付账款和支出分析。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Fintech", "Finance", "Enterprise", "AI" - ] + ], + "businessModel": "通用应付软件；单据、支付连接、实施和人工审批成本待拆" }, { "id": "YC30888", @@ -11043,26 +11054,28 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Delivering AI-powered situational awareness in tactical environments.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "转录和分析无线电沟通，辅助执法与军事态势协调。", + "buyer": "执法、军事指挥及调度人员", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留专业指挥信息应用，现转录整合与未来无人机/视觉/翻译路线分开。未核实时准确、安全权限或付费，不把态势汇总当自主行动或人员决策已替代。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30888" + "YC-E-30888", + "INDUSTRY10-CAT-YC30888" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：转录和分析无线电沟通，辅助执法与军事态势协调。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "GovTech", "NLP", "Defense" - ] + ], + "businessModel": "专业指挥信息软件；通信、部署、安全及人工决策成本待拆" }, { "id": "YC30889", @@ -11217,32 +11230,36 @@ "id": "YC30900", "name": "LogosGuard", "url": "https://www.ycombinator.com/companies/logosguard", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The sensitive data redaction layer for AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在AI提示发送前检测并替换敏感信息，提供企业策略与审计。", + "buyer": "个人AI用户及企业IT安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移跨行业企业隐私，兼个人免费入口。个人版自述本机处理不能扩展到企业版，企业可在云租户/VPC处理。HIPAA及不泄露保证未独立核，误检漏检、权限和实际费用待核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30900" + "YC-E-30900", + "INDUSTRY10-CAT-YC30900", + "INDUSTRY10-LOGOS-HOME", + "INDUSTRY10-LOGOS-ENTERPRISE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在AI提示发送前检测并替换敏感信息，提供企业策略与审计。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "B2B", "Compliance", "Security", "Cybersecurity", "AI" - ] + ], + "businessModel": "隐私防护软件；个人扩展与企业租户、自托管、桌面部署费用待拆" }, { "id": "YC30903", @@ -11464,27 +11481,30 @@ "year": 2025, "team": 5, "location": "Oxford, United Kingdom", - "business": "公司简介：Programmable DNA drug destroying all cancers, unlocking 80% of targets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研发按DNA靶标识别并触发细胞清除的可编程药物。", + "buyer": "药物研发及潜在治疗合作方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留医药研发，但AI具体作用未在所读主营中充分说明，不把可编程分子等同AI软件。治愈所有癌症、零研发成本及健康细胞不受损为主张，未见临床验证或批准；此前融资不归当前营收。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30915" + "YC-E-30915", + "INDUSTRY10-CAT-YC30915", + "INDUSTRY10-FINALDOSE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：研发按DNA靶标识别并触发细胞清除的可编程药物。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Gene Therapy", "Therapeutics", "Genetic Engineering", "AI" - ] + ], + "businessModel": "药物研发；实验、临床、许可及专业成本待核" }, { "id": "YC30916", @@ -11891,28 +11911,30 @@ "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：AI for detecting patent infringements", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "检索专利、竞品和现有技术并整理侵权对照及无效分析。", + "buyer": "企业知识产权及专利法律团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留法律专利应用；软件标记不等法院认定侵权，十分钟变现为宣传。单专利5万维护成本及巨大组合成本是行业背景，不作Patent Watch收入，准确性及法律责任未核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30936" + "YC-E-30936", + "INDUSTRY10-CAT-YC30936" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：检索专利、竞品和现有技术并整理侵权对照及无效分析。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "SaaS", "B2B", "Legal", "LegalTech", "AI" - ] + ], + "businessModel": "专利分析软件；检索、案件、资料及律师复核费待拆" }, { "id": "YC30937", @@ -12125,30 +12147,32 @@ "id": "YC30949", "name": "Crunched", "url": "https://www.ycombinator.com/companies/crunched", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 5, "location": "Oslo, Norway", - "business": "公司简介：Excel AI analyst for Power Users", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在Excel内检查工作簿、构建模型并连接来源数据。", + "buyer": "咨询、金融及其他电子表格专业用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移企业通用工作，咨询和投资客户不等金融执业。六国使用及亿级Excel总体用户非付费客户数，旧项目预测翻倍为错误案例而非收入增长，公式准确和实际合同未核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30949" + "YC-E-30949", + "INDUSTRY10-CAT-YC30949" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在Excel内检查工作簿、构建模型并连接来源数据。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Finance", "Productivity", "Analytics" - ] + ], + "businessModel": "通用表格分析软件；席位、模型用量、实施及人工审核费待拆" }, { "id": "YC30953", @@ -12563,62 +12587,66 @@ "id": "YC30981", "name": "Freeport Markets", "url": "https://www.ycombinator.com/companies/freeport-markets", - "cat": "C07", + "cat": "C09", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：Trade Anything", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人整合市场信息、交易想法和加密等资产交易入口。", + "buyer": "个人及加密相关交易用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移个人应用，旧DeFi管理与现跨资产交易分期。无管理费不等没有其他费用，手续费、资产本金和投资收益非订阅ARR；许可、托管、真实成交及收益未核，未连接钱包。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30981" + "YC-E-30981", + "INDUSTRY10-CAT-YC30981" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为个人整合市场信息、交易想法和加密等资产交易入口。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Fintech", "Crypto / Web3", "Investing", "Consumer Finance", "AI" - ] + ], + "businessModel": "个人交易平台；交易、路由、收益与数据收费待核" }, { "id": "YC30982", "name": "Boom AI", "url": "https://www.ycombinator.com/companies/boom-ai", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 3, "location": "Mexico City, Mexico", - "business": "公司简介：AI agents that recover lost revenue through real conversations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "用多渠道主动对话挽回流失用户并促进复购。", + "buyer": "企业增长、留存及电商团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移客户收入运营，旧电商增长与现多行业挽回分期。前五销售渠道、千倍触达及流失比例均为自述/背景，不作公司收入或实际增量归因，合同和人力待核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30982" + "YC-E-30982", + "INDUSTRY10-CAT-YC30982" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：用多渠道主动对话挽回流失用户并促进复购。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "B2B", "E-commerce", "SMB", "AI" - ] + ], + "businessModel": "客户运营软件或服务；对话、渠道、实施及成果费用待拆" }, { "id": "YC30986", @@ -12831,26 +12859,29 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Accelerated Physics Kernels for Computational Engineering", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为几何计算、物理模拟及制造提供GPU计算内核。", + "buyer": "计算工程及仿真开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "按当前工程内核保留专业软件；旧碳纤维制造单元与现软件分期，不能当仍交付原实物或销售通用AI算力。当前AI具体作用未确认，传统模具/设备价不是公司收入或现产品定价，官网不可读。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30996" + "YC-E-30996", + "INDUSTRY10-CAT-YC30996", + "INDUSTRY10-AXIAL-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为几何计算、物理模拟及制造提供GPU计算内核。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Manufacturing", "AI", "Industrial" - ] + ], + "businessModel": "工程计算软件；内核许可、计算、集成及支持成本待核" }, { "id": "YC30997", @@ -13011,29 +13042,31 @@ "id": "YC31007", "name": "Zarna", "url": "https://www.ycombinator.com/companies/zarna", - "cat": "C07", + "cat": "C06", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：AI Associates for Middle-Market Private Equity", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私募中型市场BD团队管理CRM、寻找机会并准备会面资料。", + "buyer": "私募交易拓展及投资BD团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "按当前BD获客及CRM移客户收入运营，非资产管理基金本身。创始人此前嵌入200亿私募机构是客户资产背景，不作Zarna收入，尽调及组合管理旧经历与现交付分开。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31007" + "YC-E-31007", + "INDUSTRY10-CAT-YC31007" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为私募中型市场BD团队管理CRM、寻找机会并准备会面资料。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Investments", "AI" - ] + ], + "businessModel": "客户关系与交易拓展软件；席位、数据、连接和实施费待拆" }, { "id": "YC31009", @@ -13479,31 +13512,33 @@ "id": "YC31076", "name": "Imperfect", "url": "https://www.ycombinator.com/companies/imperfect", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Adaptive training coach for runners, cyclists, and triathletes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为跑步、骑行及铁三个人用户动态调整训练、恢复和营养。", + "buyer": "运动训练个人用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移个人健康运动应用，不据医疗/健康标签归机构服务。适应性、成绩和营养效果未独立核，不能当医疗建议或临床验证，实际套餐和付费未知。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31076" + "YC-E-31076", + "INDUSTRY10-CAT-YC31076" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为跑步、骑行及铁三个人用户动态调整训练、恢复和营养。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Digital Health", "Health & Wellness", "AI", "AI Assistant" - ] + ], + "businessModel": "个人训练软件；订阅、设备接入、教练及支持费用待核" }, { "id": "YC31077", @@ -14146,25 +14181,27 @@ "year": 2025, "team": 2, "location": null, - "business": "公司简介：The AI operating system for the built world", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为城市和建筑工程团队分析开发计划、规范及项目风险。", + "buyer": "公共机构、建筑师、工程及开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留建筑专业规划，人员负责关键决定。10万至40万避免持有成本及设计费毛利是客户潜在价值，非AutoSitu收入；规范判断、审批加速和旧雇主成本下降未独立核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31130" + "YC-E-31130", + "INDUSTRY10-CAT-YC31130" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为城市和建筑工程团队分析开发计划、规范及项目风险。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Real Estate", "Construction" - ] + ], + "businessModel": "建筑规划软件与实施；项目、连接、专家审核和服务费待拆" }, { "id": "YC31131", @@ -16234,28 +16271,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Keeping contractors on the job site, not behind a desk.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为承包商管理算量、估价、提案、客户和施工项目文档。", + "buyer": "住宅及其他施工承包商", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "保留建筑全流程；附载Scout Out旧发布与现Foreman分期，改名链及合同主体待核。可编辑报价由承包商批准，创始人前咨询25万收入不归当前平台，软件不等实际承包施工。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31243" + "YC-E-31243", + "INDUSTRY10-CAT-YC31243" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为承包商管理算量、估价、提案、客户和施工项目文档。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Finance", "Construction", "Scheduling", "Enterprise Software", "AI" - ] + ], + "businessModel": "建筑运营软件；项目、席位、AI用量及部署费用待核" }, { "id": "YC31244", @@ -16314,32 +16353,36 @@ "id": "YC31246", "name": "Inth", "url": "https://www.ycombinator.com/companies/inth", - "cat": "C07", + "cat": "C04", "year": 2025, "team": 3, "location": "London, United Kingdom", - "business": "公司简介：Monitor and fix product privacy issues before they block growth", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在代码、PR和网站中检查隐私变更并提供同意管理及证据。", + "buyer": "开发、产品、隐私和安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "按产品代码审核/修复移软件开发，非律师服务。c15t下载量不等独立客户或付费，旧cookie库与现Agent/代码审计分期。CookieBench由同团队维护，不当独立效果；用户律师作法律判断。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "月费原文$36/124/624，超额会话及AI credits另计，1credit原文$0.10；免费、企业定制及BYOC另列，实际收入未知", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31246" + "YC-E-31246", + "INDUSTRY10-CAT-YC31246", + "INDUSTRY10-INTH-HOME", + "INDUSTRY10-INTH-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在代码、PR和网站中检查隐私变更并提供同意管理及证据。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Developer Tools", "Compliance", "Web Development", "Trust & Safety", "AI" - ] + ], + "businessModel": "开发隐私工具；同意会话、AI额度、审计及BYOC许可费用待拆" }, { "id": "YC31247", @@ -16655,30 +16698,34 @@ "id": "YC31261", "name": "Control Seat", "url": "https://www.ycombinator.com/companies/control-seat", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI that runs factories.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以传感器及既有设备数据提供机器状态监测、维护诊断和部署支持。", + "buyer": "制造、能源及工业设备运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移实体工业监测；旧软件栈/工业集成与官网现预测维护分期，不据runs factories认定无人控制。传感硬件、安装和首读复核是交付成本，停机ROI和预防效果未独立核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "官网按设备报价，拆传感器、连接、软件及安装支持的一次/经常费用，无统一公开金额", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31261" + "YC-E-31261", + "INDUSTRY10-CAT-YC31261", + "INDUSTRY10-CONTROL-HOME", + "INDUSTRY10-CONTROL-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以传感器及既有设备数据提供机器状态监测、维护诊断和部署支持。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Workflow Automation", "Monitoring", "Industrial" - ] + ], + "businessModel": "工业传感系统；设备、连接、软件及安装支持，一次与经常费用分开" }, { "id": "YC31262", @@ -17207,30 +17254,46 @@ "id": "YC31304", "name": "Litmus", "url": "https://www.ycombinator.com/companies/litmus-hiring", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Evals for humans", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "按企业上下文生成技术招聘任务并评估候选人的过程和输出。", + "buyer": "企业招聘及技术团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，实际财务、付费与能力待核。", + "notes": "移企业招聘；这是评估人而非模型通用基准。历史6万ARR与3000多次评测分别保存，评测数非付费客户，当前自定合同和现场设置成本未拆；评分准确、公平及防作弊未独立核。 原成立与团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网按招聘需求和评测量签定制合同，未给统一公开单价；现场设置、沙盒和评分成本待核", + "stage": "有历史ARR自述；现财务、合同及经常性未独立核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31304" + "YC-E-31304", + "INDUSTRY10-CAT-YC31304", + "INDUSTRY10-LITMUS-HOME", + "INDUSTRY10-LITMUS-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核原目录标签初分：按企业上下文生成技术招聘任务并评估候选人的过程和输出。 按当前买家和交付分类，企业工作、个人应用、专业服务和实体交付分开。", "directoryTags": [ "Recruiting", "Data Engineering", "AI" - ] + ], + "businessModel": "通用招聘评测软件；评测量、定制合同、沙盒及实施支持成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC和官网产品关联；精确法律注册、签约主体及收入确认范围未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读人类招聘评测生成、沙盒及评分描述，未运行评测或独立验证评分、防作弊、公平和实际招聘效果。", + "evidenceIds": [ + "INDUSTRY10-CAT-YC31304", + "INDUSTRY10-LITMUS-HOME", + "INDUSTRY10-LITMUS-LAUNCH" + ] + } }, { "id": "YC31306", @@ -35997,6 +36060,82 @@ "evidence": "INDUSTRY9-CAT-YC30856", "selection": "excluded", "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-LITMUS-ARR", + "company": "YC31304", + "name": "Litmus", + "kind": "历史ARR自述", + "value": 60000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-07-09发布，财务截至日未给", + "scope": "Litmus业务，合同/服务范围未核", + "selection": "historical", + "reason": "厂商历史自述，币种、经常性和确认未核，不按访问日刷新为当前ARR", + "evidence": "INDUSTRY10-LITMUS-LAUNCH", + "comparisonGroup": null, + "metric": "arr" + }, + { + "id": "INDUSTRY10-O-NORRA-SAVING", + "company": "YC30868", + "name": "Norra", + "kind": "客户年度节省预测", + "value": 100000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2025-11-08发布称本年，非已结算年度实绩", + "scope": "护理机构预计租赁成本节省", + "selection": "excluded", + "reason": "预测节省不等实际节省或Norra收费，70%租费下降不是营收", + "evidence": "INDUSTRY10-CAT-YC30868", + "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-PATENT-COST", + "company": "YC30936", + "name": "Patent Watch", + "kind": "单专利生命周期成本背景", + "value": 50000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2025-10-21发布，非公司经营期", + "scope": "行业申请维护成本，非Patent Watch收费", + "selection": "excluded", + "reason": "行业维护支出不是软件实际单价或ARR，专利组合估算亦非公司收入", + "evidence": "INDUSTRY10-CAT-YC30936", + "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-ZARNA-OLD-AUM", + "company": "YC31007", + "name": "Zarna", + "kind": "此前服务私募机构的资产规模", + "value": 20000000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2025-11-06发布追述YC前，资产日未给", + "scope": "此前客户私募机构规模，非Zarna收入", + "selection": "excluded", + "reason": "客户机构资产和驻场经历不归平台收入，不假设费率估ARR", + "evidence": "INDUSTRY10-CAT-YC31007", + "comparisonGroup": null + }, + { + "id": "INDUSTRY10-O-FOREMAN-OLD-REV", + "company": "YC31243", + "name": "Foreman", + "kind": "创始人此前咨询收入", + "value": 250000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-03-05及重复旧发布追述，财务期未给", + "scope": "此前软件咨询业务，非Foreman/Scout Out收入", + "selection": "excluded", + "reason": "重复发布不重复计数，旧公司收入不转给当前建筑软件", + "evidence": "INDUSTRY10-CAT-YC31243", + "comparisonGroup": null } ], "evidence": [ @@ -59759,6 +59898,347 @@ "kind": "公司公开资料复核", "summary": "官网覆盖转诊、授权、持续资格检查、账单及护理连续性，440万种子融资为公告。", "limitation": "融资、诊所收款及页面病人/授权演示不是公司收入，未核SOC/HIPAA报告、实际拒赔率或完整付费交付。" + }, + { + "id": "INDUSTRY10-CAT-YC30865", + "companyId": "YC30865", + "title": "Lunavo当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lunavo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "接入货运承运商系统，处理订单、状态更新及运营异常。 保留运输专业应用；自述按反馈改进和自主解决问题未实测，人工处理重要判断仍属交付。司机延误例子不是实际客户记录，货物、运费和客户增收非平台收入。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30868", + "companyId": "YC30868", + "title": "Norra当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/norra", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为护理机构盘点床、轮椅和制氧机并跟踪设备生命周期。 保留护理设备运营，不认定销售自有医疗器械。70%租费下降及10万以上年度节省是首客户及预测自述，未核实际账单，不作Norra收入或已实现毛利。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30869", + "companyId": "YC30869", + "title": "Kaigo Health当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/kaigo-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以适老电话代理、远程监测及团队反馈协助门诊持续护理。 保留专业护理，最终反馈真人团队而非全替代临床。声学生物标记、预防效果及报销资格未独立核，创始人旧机器人论文不等当前临床产品评测。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30873", + "companyId": "YC30873", + "title": "Tell if AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/tell-if-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为品牌运行内容创作、发布、互动及获客的AI营销代理服务。 移客户收入运营；YC手机代理和首家远程诊所分成与官网私测AI工作室定位分别记录。真实账户操作及转化未运行核，内容产量和客户收入不当自身收入，分成合同未知。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30886", + "companyId": "YC30886", + "title": "Clerked当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/clerked", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "通过现有财务系统及聊天入口处理应付账款和支出分析。 移企业通用财务，旧Mod AI与现Clerked名称分期。应付款和代付资金非软件收入，自主付款、现金流建议及账簿准确性未核，授权和收费未知。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30888", + "companyId": "YC30888", + "title": "Lakonia当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lakonia", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "转录和分析无线电沟通，辅助执法与军事态势协调。 保留专业指挥信息应用，现转录整合与未来无人机/视觉/翻译路线分开。未核实时准确、安全权限或付费，不把态势汇总当自主行动或人员决策已替代。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30900", + "companyId": "YC30900", + "title": "LogosGuard当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/logosguard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在AI提示发送前检测并替换敏感信息，提供企业策略与审计。 移跨行业企业隐私，兼个人免费入口。个人版自述本机处理不能扩展到企业版，企业可在云租户/VPC处理。HIPAA及不泄露保证未独立核，误检漏检、权限和实际费用待核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30915", + "companyId": "YC30915", + "title": "FinalDose当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/finaldose", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "研发按DNA靶标识别并触发细胞清除的可编程药物。 保留医药研发，但AI具体作用未在所读主营中充分说明，不把可编程分子等同AI软件。治愈所有癌症、零研发成本及健康细胞不受损为主张，未见临床验证或批准；此前融资不归当前营收。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30936", + "companyId": "YC30936", + "title": "Patent Watch当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/patent-watch", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "检索专利、竞品和现有技术并整理侵权对照及无效分析。 保留法律专利应用；软件标记不等法院认定侵权，十分钟变现为宣传。单专利5万维护成本及巨大组合成本是行业背景，不作Patent Watch收入，准确性及法律责任未核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30949", + "companyId": "YC30949", + "title": "Crunched当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/crunched", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在Excel内检查工作簿、构建模型并连接来源数据。 移企业通用工作，咨询和投资客户不等金融执业。六国使用及亿级Excel总体用户非付费客户数，旧项目预测翻倍为错误案例而非收入增长，公式准确和实际合同未核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30981", + "companyId": "YC30981", + "title": "Freeport Markets当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/freeport-markets", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为个人整合市场信息、交易想法和加密等资产交易入口。 移个人应用，旧DeFi管理与现跨资产交易分期。无管理费不等没有其他费用，手续费、资产本金和投资收益非订阅ARR；许可、托管、真实成交及收益未核，未连接钱包。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30982", + "companyId": "YC30982", + "title": "Boom AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/boom-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "用多渠道主动对话挽回流失用户并促进复购。 移客户收入运营，旧电商增长与现多行业挽回分期。前五销售渠道、千倍触达及流失比例均为自述/背景，不作公司收入或实际增量归因，合同和人力待核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC30996", + "companyId": "YC30996", + "title": "Axial当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/axial", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为几何计算、物理模拟及制造提供GPU计算内核。 按当前工程内核保留专业软件；旧碳纤维制造单元与现软件分期，不能当仍交付原实物或销售通用AI算力。当前AI具体作用未确认，传统模具/设备价不是公司收入或现产品定价，官网不可读。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31007", + "companyId": "YC31007", + "title": "Zarna当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/zarna", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为私募中型市场BD团队管理CRM、寻找机会并准备会面资料。 按当前BD获客及CRM移客户收入运营，非资产管理基金本身。创始人此前嵌入200亿私募机构是客户资产背景，不作Zarna收入，尽调及组合管理旧经历与现交付分开。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31076", + "companyId": "YC31076", + "title": "Imperfect当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/imperfect", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为跑步、骑行及铁三个人用户动态调整训练、恢复和营养。 移个人健康运动应用，不据医疗/健康标签归机构服务。适应性、成绩和营养效果未独立核，不能当医疗建议或临床验证，实际套餐和付费未知。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31130", + "companyId": "YC31130", + "title": "AutoSitu当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/autositu", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为城市和建筑工程团队分析开发计划、规范及项目风险。 保留建筑专业规划，人员负责关键决定。10万至40万避免持有成本及设计费毛利是客户潜在价值，非AutoSitu收入；规范判断、审批加速和旧雇主成本下降未独立核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31243", + "companyId": "YC31243", + "title": "Foreman当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/foreman", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为承包商管理算量、估价、提案、客户和施工项目文档。 保留建筑全流程；附载Scout Out旧发布与现Foreman分期，改名链及合同主体待核。可编辑报价由承包商批准，创始人前咨询25万收入不归当前平台，软件不等实际承包施工。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31246", + "companyId": "YC31246", + "title": "Inth当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/inth", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在代码、PR和网站中检查隐私变更并提供同意管理及证据。 按产品代码审核/修复移软件开发，非律师服务。c15t下载量不等独立客户或付费，旧cookie库与现Agent/代码审计分期。CookieBench由同团队维护，不当独立效果；用户律师作法律判断。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31261", + "companyId": "YC31261", + "title": "Control Seat当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/control-seat", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以传感器及既有设备数据提供机器状态监测、维护诊断和部署支持。 移实体工业监测；旧软件栈/工业集成与官网现预测维护分期，不据runs factories认定无人控制。传感硬件、安装和首读复核是交付成本，停机ROI和预防效果未独立核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-CAT-YC31304", + "companyId": "YC31304", + "title": "Litmus当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/litmus-hiring", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "按企业上下文生成技术招聘任务并评估候选人的过程和输出。 移企业招聘；这是评估人而非模型通用基准。历史6万ARR与3000多次评测分别保存，评测数非付费客户，当前自定合同和现场设置成本未拆；评分准确、公平及防作弊未独立核。", + "limitation": "自述未证明独立效果、实际毛利或专业资格；采用、客户节省/资产、旧雇主收入、融资、行业成本和报价不作自身营收。" + }, + { + "id": "INDUSTRY10-LITMUS-HOME", + "companyId": "YC31304", + "title": "Litmus当前评测与定制收费", + "url": "https://litmushiring.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以真实上下文生成异步编程任务，列沙盒运行、确定性测试及LLM定性评分，按招聘需求和量签定制合同。", + "limitation": "未执行任务、安装CLI或核评分和用工效果；演示代码和24/24测试不当独立技术评测，价格及实际收入确认未核。" + }, + { + "id": "INDUSTRY10-AXIAL-ACCESS", + "companyId": "YC30996", + "title": "Axial当前官网缺项", + "url": "https://axialcompute.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具无法读取当前官网，现GPU工程内核定位据YC描述。", + "limitation": "旧制造单元的物理性能和成本不推为当前软件交付；AI实际作用、许可及客户待核，不把不可读当停业。" + }, + { + "id": "INDUSTRY10-LOGOS-HOME", + "companyId": "YC30900", + "title": "LogosGuard个人本机扩展", + "url": "https://logosguard.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网个人入口称提示信息在本机浏览器替换，无账户、服务器或注册，另有企业入口。", + "limitation": "未安装或测试，无服务器只针对该个人方案，不能替代企业部署的数据流；免费不等公司零收入。" + }, + { + "id": "INDUSTRY10-LOGOS-ENTERPRISE", + "companyId": "YC30900", + "title": "LogosGuard企业云与VPC范围", + "url": "https://logosguard.com/enterprise", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "企业页描述浏览器/桌面流量在LogosGuard云租户或自托管VPC脱敏，另有私有LLM部署。", + "limitation": "不能把个人版本机不上传延伸至企业版；未核数据日志、策略与实际部署，HIPAA标识不当已取得审计。" + }, + { + "id": "INDUSTRY10-TELL-HOME", + "companyId": "YC30873", + "title": "Tell If当前私测内容工作室", + "url": "https://tellif.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称私测中的applied AI studio，构建并交付品牌内容系统，列创始人研究背景。", + "limitation": "私人测试不等已规模化服务；研究资历和引用数不是公司能力测试，YC收入分成未取得真实结算或合同。" + }, + { + "id": "INDUSTRY10-INTH-HOME", + "companyId": "YC31246", + "title": "Inth当前代码/网站隐私审核", + "url": "https://inth.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网同时提供同意横幅、Agent、网站与PR代码审计，法律决定留给律师；CookieBench明确由Inth团队维护。", + "limitation": "法律模板和来源不等保证全球合规，同团队厂商速度报告不是独立测试；未运行代码审计或读取源码。" + }, + { + "id": "INDUSTRY10-INTH-PRICE", + "companyId": "YC31246", + "title": "Inth订阅、会话及AI用量", + "url": "https://inth.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "月费原文36/124/624，另有免费及企业；超额会话和AI credits分开计，1credit原文0.10，BYOC为单独许可。", + "limitation": "套餐不等实收收入，币种和实际客户组合未核。AI审计频率可能增加用量支出，不能仅用基础月费估ARPA或毛利，未申请NDA报告。" + }, + { + "id": "INDUSTRY10-CONTROL-HOME", + "companyId": "YC31261", + "title": "Control Seat传感器和预测维护", + "url": "https://www.controlseat.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网提供振动、超声、温度传感器或既有PLC数据，协助安装、设置和首批读数审阅，团队据诊断安排维护。", + "limitation": "未核传感性能、现场安装和节省；预测维护不同于无人接管控制，旧工业集成发布另列。" + }, + { + "id": "INDUSTRY10-CONTROL-PRICE", + "companyId": "YC31261", + "title": "Control Seat一次和持续成本", + "url": "https://www.controlseat.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "报价围绕传感器、连接、软件和部署支持，并明确分开一次费用与经常费用，没有统一公开金额。", + "limitation": "硬件、安装、支持及持续软件成本待实际报价，价保和ROI工具不等实际费用或已实现节省，更不作SaaS ARR。" + }, + { + "id": "INDUSTRY10-FINALDOSE-HOME", + "companyId": "YC30915", + "title": "FinalDose官网信息范围", + "url": "https://www.finaldose.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网仅简述DNA定位及可编程癌症治疗架构并提供白皮书入口。", + "limitation": "本轮未读白皮书、实验数据或核临床批准；不把治愈表述当临床事实，当前AI具体作用仍缺，不凭.ai域名证明。" + }, + { + "id": "INDUSTRY10-LITMUS-LAUNCH", + "companyId": "YC31304", + "title": "Litmus历史ARR原始自述", + "url": "https://www.ycombinator.com/launches/RJe-litmus-the-industry-s-most-accurate-engineering-interview", + "publishedAt": "2026-07-09", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称已评估3000多次assessment，原文$60k ARR。", + "limitation": "发布日非精确财务截至日，正文可更新；币种、经常性、合同覆盖及实际收款未核，评测量不等付费客户。" } ], "reviews": [ @@ -63630,6 +64110,81 @@ "INDUSTRY9-OPENNOTE-ANNOUNCE" ], "handling": "交易条款、实际交割、历史收入及用户迁移未核；不把收购公告当营收，不继承买方业绩或继续当可购买现产品。" + }, + { + "id": "INDUSTRY10-R-TAGS20", + "type": "行业原标签池第二批当前交付复核", + "company": "原C07目录标签初分第二批20家公司", + "scope": "companies", + "companyIds": [ + "YC30865", + "YC30868", + "YC30869", + "YC30873", + "YC30886", + "YC30888", + "YC30900", + "YC30915", + "YC30936", + "YC30949", + "YC30981", + "YC30982", + "YC30996", + "YC31007", + "YC31076", + "YC31130", + "YC31243", + "YC31246", + "YC31261" + ], + "summary": "20项主营及相关发布节选已读，9保留行业、11按当前交付迁移；另11项官网/定价/发布资料，Litmus收入与能力专项分开。", + "evidenceIds": [ + "INDUSTRY10-CAT-YC30865", + "INDUSTRY10-CAT-YC30868", + "INDUSTRY10-CAT-YC30869", + "INDUSTRY10-CAT-YC30873", + "INDUSTRY10-CAT-YC30886", + "INDUSTRY10-CAT-YC30888", + "INDUSTRY10-CAT-YC30900", + "INDUSTRY10-CAT-YC30915", + "INDUSTRY10-CAT-YC30936", + "INDUSTRY10-CAT-YC30949", + "INDUSTRY10-CAT-YC30981", + "INDUSTRY10-CAT-YC30982", + "INDUSTRY10-CAT-YC30996", + "INDUSTRY10-CAT-YC31007", + "INDUSTRY10-CAT-YC31076", + "INDUSTRY10-CAT-YC31130", + "INDUSTRY10-CAT-YC31243", + "INDUSTRY10-CAT-YC31246", + "INDUSTRY10-CAT-YC31261", + "INDUSTRY10-AXIAL-ACCESS", + "INDUSTRY10-LOGOS-HOME", + "INDUSTRY10-LOGOS-ENTERPRISE", + "INDUSTRY10-TELL-HOME", + "INDUSTRY10-INTH-HOME", + "INDUSTRY10-INTH-PRICE", + "INDUSTRY10-CONTROL-HOME", + "INDUSTRY10-CONTROL-PRICE", + "INDUSTRY10-FINALDOSE-HOME" + ], + "handling": "LogosGuard个人和企业部署范围、Control Seat现硬件维护与旧集成、Inth订阅及AI用量、Axial现内核与旧制造分别记录；FinalDose治癌及AI实际作用未核，不从域名/可编程分子确认AI或临床能力。客户节省、专利支出、前机构资产和旧咨询收入排除。" + }, + { + "id": "INDUSTRY10-R-LITMUS", + "type": "招聘评测历史ARR及技术适用性复核", + "company": "Litmus", + "scope": "companies", + "companyIds": [ + "YC31304" + ], + "summary": "原文$60k历史ARR单列，3000多次评测是采用工作量，现按需求/量签定制合同；评估对象是人类候选而非通用模型。", + "evidenceIds": [ + "INDUSTRY10-CAT-YC31304", + "INDUSTRY10-LITMUS-HOME", + "INDUSTRY10-LITMUS-LAUNCH" + ], + "handling": "精确财务日、币种、经常性、收款及服务拆分待核，不入同期可比ARR或平台MRR。演示测试与沙盒执行描述不等独立技术评测或评分公平保证，招聘决定仍需用户负责。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 5a3153b..8b2f8d1 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-9", + "version": "2026-10-31-industry-10", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录35条深化并保留发现来源；本快照基础项593条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；另原C07目录标签池68项中的20项已读：15保留、5迁移，标签池余48项。F4核心分析明确非AI，保留目录对照且AI作用未确认；Opennote官网称收购后下线，Nexa仅目录Acquired。Channel3按开发者商务数据工具交付，sieve专家验证与Frekil现RWE/旧标注分开。客户AUM、漏收、节省和演示财务排除营收。C05原主营规则89项成果仍待另分支整合；其他基础资料及全部公开来源覆盖、财务/技术缺项继续保留。", + "nextCheck": "原新增目录36条深化并保留发现来源；本快照基础项612条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；原C07标签池68项中的40项已读：24保留、16迁移，余28项。Litmus历史6万ARR留缺不入同期比较；LogosGuard个人/企业数据流和Control Seat现硬件维护/旧集成分开。Inth产品代码审核及收费、Axial现内核/旧制造、FinalDoseAI实际作用与临床证据均按范围记录。客户节省、专利支出、前机构资产及旧收入排除。C05原主营规则89项成果待另一分支整合；其他基础资料、全部公开来源及财务/技术缺项继续保留。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 97137ae..81d567c 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-9", + "sourceVersion": "2026-10-31-industry-10", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business", From d9d675ce56b5f86e9bf0a2189f3898adb5e3e1fa Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 02:17:19 +0800 Subject: [PATCH 10/10] Complete industry tag review and distinguish service revenue run rates --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 35 +- content/research/ai-companies.seed.json | 1249 ++++++++++++++++---- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1066 insertions(+), 228 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 2225b75..aa4f125 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2191); - assert.equal(research.observations.length, 304); + assert.equal(research.evidence.length, 2235); + assert.equal(research.observations.length, 314); assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405); const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers }); assert.equal(researchPage.status, 200); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index f8fcdfe..42bb3d9 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 2191); - assert.equal(initial.observations.length, 304); + assert.equal(initial.evidence.length, 2235); + assert.equal(initial.observations.length, 314); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 138); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 140); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 48); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 49); assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2); assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19); - assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 982); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 981); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); @@ -99,9 +99,32 @@ test("disclosure counts exclude client income, biographies, targets and duplicat assert.ok(arena.metric !== "mrr" && arena.metric !== "arr", "a two-week cumulative figure cannot become MRR or ARR"); }); +test("service run rates, legacy freight revenue and paid adoption do not become platform ARR", () => { + const snapshot = seed as ResearchSnapshot; + const runRate = snapshot.observations.find((o) => o.id === "INDUSTRY11-O-LOCKE-RUNRATE")!; + assert.equal(runRate.metric, "annualized-revenue"); + assert.equal(runRate.selection, "historical"); + assert.equal(runRate.observedAt, undefined); + assert.equal(runRate.comparisonGroup, null); + assert.equal(snapshot.companies.find((c) => c.id === "YC33283")?.revenueStatus, "self"); + for (const id of ["TRUEMILE-OLD-REV", "VELTHA-DEMO", "LANTERN-OLD-REV"]) { + const observation = snapshot.observations.find((o) => o.id === `INDUSTRY11-O-${id}`)!; + assert.equal(observation.selection, "excluded"); + assert.equal(observation.metric, undefined); + assert.equal(observation.comparisonGroup, null); + } + for (const [id, company] of [["VERDANT-DEPLOY", "YC32189"], ["SUTRIX-PAID", "YC36576"]]) { + const observation = snapshot.observations.find((o) => o.id === `INDUSTRY11-O-${id}`)!; + assert.equal(observation.selection, "adoption"); + assert.equal(observation.metric, undefined); + assert.equal(snapshot.companies.find((c) => c.id === company)?.revenueStatus, "unknown"); + } + assert.ok(platformIncomeSample(snapshot, { windowDays: 90 }).points.every((point) => !point.observation.id.startsWith("INDUSTRY11-"))); +}); + test("technical reviews keep accessible materials separate from tested capabilities", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 64); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 65); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 877660e..c7f550b 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-10", + "version": "2026-10-31-industry-11", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -17838,30 +17838,32 @@ "id": "YC31363", "name": "Saffron", "url": "https://www.ycombinator.com/companies/saffron", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Helping your company find 10x engineers.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以真实代码库和AI辅助编程过程评估工程师候选人。", + "buyer": "企业技术招聘及工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "评估对象是人而非基础模型，移企业通用工作；创始人研究履历不当当前产品独立评测，评分公平与防作弊、实际付费未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31363" + "YC-E-31363", + "INDUSTRY11-CAT-YC31363" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以真实代码库和AI辅助编程过程评估工程师候选人。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "SaaS", "Human Resources", "HR Tech" - ] + ], + "businessModel": "通用招聘评测软件；任务、沙盒、评分和支持费用待核" }, { "id": "YC31366", @@ -18015,32 +18017,34 @@ "id": "YC31374", "name": "Tenet Industries", "url": "https://www.ycombinator.com/companies/tenet-industries", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 3, "location": "Munich, Germany", - "business": "公司简介：AI-automated factory for PCBAs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "建设采用AI及机器人的电子制造与PCB组装工厂。", + "buyer": "电子产品及制造采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体制造，目录称正在慕尼黑建厂，不认定已建成或实现即时量产；加工订单不等软件订阅，设备利用率、合同及交付能力未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31374" + "YC-E-31374", + "INDUSTRY11-CAT-YC31374" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：建设采用AI及机器人的电子制造与PCB组装工厂。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Hardware", "Manufacturing", "Automation", "Electronics", "Industrial" - ] + ], + "businessModel": "电子制造服务；厂房、设备、物料和加工成本待拆" }, { "id": "YC31376", @@ -18972,27 +18976,31 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Diffusing AI into critical industries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2026年成立", + "business": "自述以通用智能重建关键行业公司，当前具体交付待核。", + "buyer": "关键行业经营主体，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "短简介暂留行业专业，不能仅因AGI命名归基础模型。附载Mount保险发布与现AGI Deploy Co的改名/业务链未核，旧媒体40万收入不归当前公司；官网读取缺项。 原始成立及团队快照保留；主营复核不等财务或技术审计。", + "cohort": "2026年成立；原Mount发布与现AGI Deploy Co的主体及业务沿革待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31440" + "YC-E-31440", + "INDUSTRY11-CAT-YC31440", + "INDUSTRY11-AGI-ACCESS", + "INDUSTRY11-MOUNT-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：自述以通用智能重建关键行业公司，当前具体交付待核。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech", "Healthcare", "Health & Wellness", "AI" - ] + ], + "businessModel": "行业经营与改造；承保、软件或其他当前收费边界未核" }, { "id": "YC31441", @@ -19287,28 +19295,30 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-Native Investor Relations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "协助上市公司准备业绩会、投资者沟通及后续经营工作。", + "buyer": "上市公司CFO及投资者关系团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业IR而非面向个人投资者或通用CRM。引用与提词、经营优化未实测；节省时间及利润最大化宣传不是公司收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31461" + "YC-E-31461", + "INDUSTRY11-CAT-YC31461" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：协助上市公司准备业绩会、投资者沟通及后续经营工作。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Generative AI", "Finance", "Enterprise", "Operations", "AI" - ] + ], + "businessModel": "投资者关系专业软件；数据、席位、接入与实施费待拆" }, { "id": "YC31463", @@ -19640,25 +19650,27 @@ "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：The full-stack AI CRO for drug discovery.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供AI辅助药物研发CRO服务，并开发癌症患者移动平台。", + "buyer": "药企研发团队及癌症患者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "主交付按CRO保留行业，患者应用另列而不重复增公司。所谓从发现到上市不证明临床有效或取得批准；目录团队为0保留原值，不推没有人员。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31490" + "YC-E-31490", + "INDUSTRY11-CAT-YC31490" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：提供AI辅助药物研发CRO服务，并开发癌症患者移动平台。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech", "Healthcare" - ] + ], + "businessModel": "医药研究服务与患者软件双线；实验、专业人力、临床及软件收入待拆" }, { "id": "YC31491", @@ -20045,28 +20057,30 @@ "id": "YC31520", "name": "Kinect", "url": "https://www.ycombinator.com/companies/kinect", - "cat": "C07", + "cat": "C06", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI revenue platform for D2C brands", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为DTC品牌提供对话导购、动态页面及面向购物代理的品牌资料。", + "buyer": "电商品牌及增长团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移客户收入运营；11家live客户不直接等11家付费，80%新访客对话和客户销售不当Kinect营收，品牌数据接口不使全公司成为通用Agent设施。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31520" + "YC-E-31520", + "INDUSTRY11-CAT-YC31520" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为DTC品牌提供对话导购、动态页面及面向购物代理的品牌资料。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "E-commerce" - ] + ], + "businessModel": "电商客户运营软件；对话用量、接入、品牌数据和支持费待拆" }, { "id": "YC31524", @@ -21073,28 +21087,30 @@ "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：Legora for physical engineering firms", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为工程公司和设施业主生成工程包、图纸等多专业设计材料。", + "buyer": "EPC工程公司及基础设施业主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留工程软件而非直接承建电厂。Fortune 500采用不等付费金额，前线工程师仍属成本；创始人Heimdal及Orion融资不归Torus收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31858" + "YC-E-31858", + "INDUSTRY11-CAT-YC31858" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为工程公司和设施业主生成工程包、图纸等多专业设计材料。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Construction", "Energy", "Enterprise Software", "AI", "Industrial" - ] + ], + "businessModel": "工程专业软件与前线实施；图纸、集成、驻场及专业复核费待拆" }, { "id": "YC31989", @@ -21220,31 +21236,34 @@ "id": "YC32122", "name": "Donkey", "url": "https://www.ycombinator.com/companies/donkey", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：The AI-native trading company: factory prices, delivered, one number", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以自营贸易主体承接进口货物报价、采购、验货及交付。", + "buyer": "批发商、建筑商及进口货物买家", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体交付；买家向Donkey购买货物而非购买采购软件。锁价后成本变化由其承担，AI寻源与确定性定价分开；货款、毛利和经常性软件收入不可互换。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32122" + "YC-E-32122", + "INDUSTRY11-CAT-YC32122", + "INDUSTRY11-DONKEY-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以自营贸易主体承接进口货物报价、采购、验货及交付。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Logistics", "Manufacturing", "Supply Chain", "AI" - ] + ], + "businessModel": "货物买卖；采购、运费、关税、汇率、验货和营运资金成本待拆" }, { "id": "YC32124", @@ -21953,25 +21972,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Agents to Make Local Gov Efficient", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为地方政府审核许可申请、检查材料并生成后续报告。", + "buyer": "地方政府建筑及规划部门", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留政务应用；200多申请与4州4付费部署分别记录，不猜合同金额。110亿年度政府行业支出不作公司收入，AI错误及正式审批仍待核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32189" + "YC-E-32189", + "INDUSTRY11-CAT-YC32189" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为地方政府审核许可申请、检查材料并生成后续报告。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "GovTech", "AI" - ] + ], + "businessModel": "政府许可专业软件；申请量、接入、实施及人工判断成本待拆" }, { "id": "YC32190", @@ -22083,31 +22104,33 @@ "id": "YC32194", "name": "GUILD", "url": "https://www.ycombinator.com/companies/guild", - "cat": "C07", + "cat": "C10", "year": 2025, "team": 2, "location": "New York City, NY", - "business": "公司简介：Making Defense Manufacturing Faster and Cheaper", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "承接政府航空航天零件合同并组织制造及交付。", + "buyer": "政府及航空航天采购团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按实际零件交付移实体产业，不当软件席位或获客平台。自述赢合同不等已确认收入，制造自动化程度、产能和实际订单未独立核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32194" + "YC-E-32194", + "INDUSTRY11-CAT-YC32194" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：承接政府航空航天零件合同并组织制造及交付。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Manufacturing", "Supply Chain", "Defense", "AI" - ] + ], + "businessModel": "实体制造承包；材料、加工、检测、履约及人力费用待拆" }, { "id": "YC32195", @@ -22448,26 +22471,29 @@ "year": 2026, "team": 5, "location": "Oslo, Norway", - "business": "公司简介：AI-native debt collection company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以AI及人工专员提供催收沟通、分期安排和后台文书服务。", + "buyer": "银行、贷款机构、公用事业等债权人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业催收，非普通营销呼叫。最多90%案件自动化只是厂商自述；争议和人工请求转专员。债权余额、代收回款和自有收费分开，牌照及收费未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32222" + "YC-E-32222", + "INDUSTRY11-CAT-YC32222", + "INDUSTRY11-AUDUN-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以AI及人工专员提供催收沟通、分期安排和后台文书服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Fintech", "Finance", "AI" - ] + ], + "businessModel": "专业债务催收服务；回收佣金/服务费、渠道和人工成本待核" }, { "id": "YC32223", @@ -22866,31 +22892,34 @@ "id": "YC32286", "name": "Definite", "url": "https://www.ycombinator.com/companies/definite", - "cat": "C07", + "cat": "C05", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Build everyday back-office agents on one live model of your books", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "只读整合ERP、账簿、薪酬及支付资料供财务分析和代理使用。", + "buyer": "跨行业企业内部财务及后台团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按现通用财务移C05；旧银行监管报告定位分期。模型提出映射，确定性规则计算并由人审批；官网示例余额/收入不是公司财务，未写回或移动资金为自述未实测。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32286" + "YC-E-32286", + "INDUSTRY11-CAT-YC32286", + "INDUSTRY11-DEFINITE-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：只读整合ERP、账簿、薪酬及支付资料供财务分析和代理使用。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Fintech", "SaaS", "Finance", "AI" - ] + ], + "businessModel": "通用财务工作软件；连接、数据映射、定制实施及部署费待拆" }, { "id": "YC32288", @@ -22927,25 +22956,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI native TPA starting with workers comp", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "辅助理赔全案审核与人工签批；近期发布另称工伤TPA端到端服务。", + "buyer": "保险公司、理赔管理方及自保雇主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留行业理赔。10月7日TPA发布与现官网多险种AI adjuster定位并列，不能断言只卖软件或已完全转型。持牌理算师签批是自述；演示赔款和希望引荐的大公司不是实际收入或客户。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32352" + "YC-E-32352", + "INDUSTRY11-CAT-YC32352", + "INDUSTRY11-VELTHA-HOME", + "INDUSTRY11-VELTHA-TPA" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：辅助理赔全案审核与人工签批；近期发布另称工伤TPA端到端服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Fintech", "Insurance" - ] + ], + "businessModel": "保险理赔软件与TPA服务口径并存；许可、专业审核及收费范围待核" }, { "id": "YC32418", @@ -23256,27 +23289,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Operating System for Wholesale Distribution", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为批发分销商处理库存预测、客户服务和ERP订单工作。", + "buyer": "批发分销及供应链运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留行业全流程，不只按客服移获客运营。官网/发布自述自我改进非独立验证，人类审核异常和更正仍在；60万亿市场、客户订单行数、创始人旧公司ARR不归当前收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32617" + "YC-E-32617", + "INDUSTRY11-CAT-YC32617" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为批发分销商处理库存预测、客户服务和ERP订单工作。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "SaaS", "B2B", "Supply Chain", "AI" - ] + ], + "businessModel": "批发运营软件；系统接入、数据、任务和人工异常处理成本待拆" }, { "id": "YC32618", @@ -23597,27 +23632,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Predict how market participants behave", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为投资机构及企业研究投资假设并进行市场研究和模拟。", + "buyer": "投资机构及企业研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业投资研究；客户基金管理4000亿以上资产不是LATO收入，行业单次50万尽调成本不当自身价目或ARR，专家来源及报告质量未独立核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32682" + "YC-E-32682", + "INDUSTRY11-CAT-YC32682" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为投资机构及企业研究投资假设并进行市场研究和模拟。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "B2B", "Investing", "Market Research", "AI" - ] + ], + "businessModel": "投资研究软件与服务；专家访谈、数据、报告和专业审核费待拆" }, { "id": "YC32716", @@ -24107,32 +24144,35 @@ "id": "YC32985", "name": "Lumeria", "url": "https://www.ycombinator.com/companies/lumeria", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Oura Ring for Skin", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供手机夹式多光谱皮肤扫描硬件及长期追踪软件。", + "buyer": "个人皮肤健康及护肤用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体硬件，个人应用为配套。8月199预售价和后续329计划不当现价、实收或MRR，9—10月计划发货不证明已交付；创始人内容观看量不是付费数或临床验证。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "历史2026-08-12发布预售199、后续329及三个月Premium，币种沿原文$；当前价、预售收款及发货未核", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32985" + "YC-E-32985", + "INDUSTRY11-CAT-YC32985", + "INDUSTRY11-LUMERIA-PREORDER" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：提供手机夹式多光谱皮肤扫描硬件及长期追踪软件。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Consumer Health Services", "Health Tech", "Health & Wellness", "Skincare", "AI" - ] + ], + "businessModel": "消费硬件与配套软件；设备、制造物流、订阅及支持费待拆" }, { "id": "YC32988", @@ -24325,26 +24365,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Workforce for lenders", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为信贷团队连接贷款资料并处理监控、合规和承保后台。", + "buyer": "信贷基金、银行、信用社及金融科技机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留金融专业应用；约10亿应收款流经平台是客户资产/业务规模，非Levocred收入或自有贷款。创始人旧2亿资产组合及信贷额度不归当前公司。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33023" + "YC-E-33023", + "INDUSTRY11-CAT-YC33023", + "INDUSTRY11-LEVOCRED-RECEIVABLES" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为信贷团队连接贷款资料并处理监控、合规和承保后台。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Finance", "B2B", "Enterprise Software" - ] + ], + "businessModel": "信贷专业软件；数据连接、工作流、部署和专业复核费待拆" }, { "id": "YC33045", @@ -25000,25 +25043,41 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：The AI-native firm for public influence.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合内部政策专家及AI系统提供政府事务和政府销售专业服务。", + "buyer": "需要政策沟通及政府合同支持的企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业服务而非通用销售平台。原文年化收入运行率超过50万不等ARR；官网人员审核和建立关系仍属交付，政府10万亿预算不是公司收入，财务截至日和币种未核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "有历史年化收入运行率自述；不是已核ARR，当前财务和经常性未核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33283" + "YC-E-33283", + "INDUSTRY11-CAT-YC33283", + "INDUSTRY11-LOCKE-HOME", + "INDUSTRY11-LOCKE-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核原目录标签初分：结合内部政策专家及AI系统提供政府事务和政府销售专业服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "GovTech", "AI" - ] + ], + "businessModel": "专业政府事务服务；人员、资料及内部软件成本，合同和经常性待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC与官网域名及创始人对应；页脚Justinian AI, Inc.，精确注册、签约及收入主体未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读内部Agent、客户上下文及政策专家审核交付描述；未执行产品、测试准确性或核专业服务成果。", + "evidenceIds": [ + "INDUSTRY11-CAT-YC33283", + "INDUSTRY11-LOCKE-HOME", + "INDUSTRY11-LOCKE-LAUNCH" + ] + } }, { "id": "YC33310", @@ -25149,32 +25208,34 @@ "id": "YC33317", "name": "Wondering", "url": "https://www.ycombinator.com/companies/wondering", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Duolingo for learning anything", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将个人学习主题转为短课、视觉内容、播客及互动练习。", + "buyer": "个人学习用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移个人应用而非学校专业采购；免费入门不等全部业务免费或零收入，个性化与记忆效果未独立测试，实际付费待核。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33317" + "YC-E-33317", + "INDUSTRY11-CAT-YC33317" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：将个人学习主题转为短课、视觉内容、播客及互动练习。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "AI-Enhanced Learning", "Education", "Consumer", "AI", "AI Assistant" - ] + ], + "businessModel": "个人学习软件；订阅、内容生成及支持费用待核" }, { "id": "YC33318", @@ -26082,28 +26143,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：World's Earliest Test for Alzheimer's Biomarkers", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在诊所通过VR眼动任务、附件及ML模型提供认知风险评估。", + "buyer": "长寿诊所、相关医疗机构及患者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按诊所检测交付保留行业，不当通用消费VR或已验证基础模型。提前15年、早期干预等只是公司主张，专利申请不等性能或审批，其他药品批准不证明该测试获批。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34862" + "YC-E-34862", + "INDUSTRY11-CAT-YC34862" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在诊所通过VR眼动任务、附件及ML模型提供认知风险评估。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Hard Tech", "Hardware", "Machine Learning", "B2B", "Healthcare" - ] + ], + "businessModel": "医疗检测服务及配套设备；临床人力、硬件、检测和模型成本待拆" }, { "id": "YC34893", @@ -26382,63 +26445,68 @@ "id": "YC35128", "name": "Talos", "url": "https://www.ycombinator.com/companies/talos-us", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 3, "location": "Baltimore, MD", - "business": "公司简介：Predictive maintenance for power infrastructure.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以监测设备及异常模型诊断变压器等电力设施并建议维护。", + "buyer": "电力设备及基础设施运营方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体监测，不从预测维护推自主控制电网。故障定位、预防损失和模型准确性未独立验证，行业停电损失不作公司收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35128" + "YC-E-35128", + "INDUSTRY11-CAT-YC35128" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以监测设备及异常模型诊断变压器等电力设施并建议维护。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Deep Learning", "Hardware", "IoT", "Energy", "AI" - ] + ], + "businessModel": "电力监测系统；设备、安装、连接、软件及维护费用待拆" }, { "id": "YC35190", "name": "Lantern AI", "url": "https://www.ycombinator.com/companies/lantern-ai", - "cat": "C07", + "cat": "C05", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Turn Your Taste Into Hires", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业整合人才检索、申请审核、AI面试和招聘分析。", + "buyer": "企业招聘及用人团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移企业通用招聘；People API是另一个产品入口，不把整个公司归通用基础设施。十亿专业人员图谱不是用户数或自研基础模型证明，创始人旧200万销售及曝光不当当前收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35190" + "YC-E-35190", + "INDUSTRY11-CAT-YC35190", + "INDUSTRY11-LANTERN-OLD-SALES" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为企业整合人才检索、申请审核、AI面试和招聘分析。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Human Resources", "Recruiting", "HR Tech", "Talent Acquisition", "AI" - ] + ], + "businessModel": "通用招聘软件与人才API；席位、用量、数据及接入费待拆" }, { "id": "YC35191", @@ -26651,31 +26719,35 @@ "id": "YC35266", "name": "TrueMile", "url": "https://www.ycombinator.com/companies/truemile", - "cat": "C07", + "cat": "C10", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI-native trucking company", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2026年成立", + "business": "以自有车队和真人司机承运货物，AI辅助规划、找货及调度。", + "buyer": "有固定整车运输需求的货主", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移实体运输，每票货和运价由人批准；无人卡车是未来计划。创始人家族运输700万以上历史收入与工具衍生TrueMile分开，法人/资产延续待核，不把全部旧运费转成新公司ARR。 原始成立及团队快照保留；主营复核不等财务或技术审计。", + "cohort": "2026年成立；自述由家族运输业务工具衍生，2026目录年份不证明旧经营、法人及资产另起，沿革待核", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35266" + "YC-E-35266", + "INDUSTRY11-CAT-YC35266", + "INDUSTRY11-TRUEMILE-HOME", + "INDUSTRY11-TRUEMILE-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：以自有车队和真人司机承运货物，AI辅助规划、找货及调度。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "AIOps", "Machine Learning", "Logistics", "Data Science" - ] + ], + "businessModel": "运输承运；运费、车辆、司机、燃油、保险和人工运营成本待拆" }, { "id": "YC35289", @@ -26776,28 +26848,30 @@ "year": 2025, "team": 5, "location": "Boston", - "business": "公司简介：At-home molecular body test: 1,000+ biomarkers from a drop of blood", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "开发居家分子检测并整合生物标记、可穿戴与健康记录。", + "buyer": "个人检测用户及潜在健康服务合作方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "按检测服务保留行业；1000标记性能、检测资格和风险准确性未独立核。人类生物学世界模型是发展目标，不认定已有通用模型、已获医疗批准或已实现模拟效果。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35322" + "YC-E-35322", + "INDUSTRY11-CAT-YC35322" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：开发居家分子检测并整合生物标记、可穿戴与健康记录。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech", "Consumer", "Diagnostics", "Health & Wellness", "AI" - ] + ], + "businessModel": "健康检测服务；采样、实验室、专业复核及软件成本待核" }, { "id": "YC35355", @@ -27414,26 +27488,30 @@ "year": 2026, "team": 12, "location": "Los Angeles, CA", - "business": "公司简介：The AI-Native Benefits Brokerage", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为中小雇主提供健康福利经纪、续保及投保管理服务。", + "buyer": "200人以下雇主及保险方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留专业经纪，不能按员工管理软件推席位收入。公司发布称由保险方支付，雇主无费不等没有公司收入；Plated旧400万多付福利和官网客户节省非Ignition收入。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", + "price": "原始发布称由保险方支付、雇主无费；佣金或其他合同费率未给，不等零收入", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36015" + "YC-E-36015", + "INDUSTRY11-CAT-YC36015", + "INDUSTRY11-IGNITION-HOME", + "INDUSTRY11-IGNITION-LAUNCH" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为中小雇主提供健康福利经纪、续保及投保管理服务。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Insurance", "Insurance", "AI" - ] + ], + "businessModel": "福利保险经纪；保险方支付，佣金合同、专业人力及平台成本待核" }, { "id": "YC36016", @@ -27656,28 +27734,30 @@ "id": "YC36181", "name": "Archangel Health", "url": "https://www.ycombinator.com/companies/archangel-health", - "cat": "C07", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Infra to make AI safe enough to practice medicine", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为医疗AI后训练和评估提供EHR环境、医生核验数据及基准。", + "buyer": "前沿模型实验室、医疗AI企业及医疗系统", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移模型训练设施，非直接诊疗或患者检测。去标识及医生核验是自述未独立审计，现采用不等合同金额；开源后训练是进一步方向，未验证临床安全或数据权利。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36181" + "YC-E-36181", + "INDUSTRY11-CAT-YC36181" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为医疗AI后训练和评估提供EHR环境、医生核验数据及基准。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Health Tech" - ] + ], + "businessModel": "医疗模型训练数据与RL环境；医生标注、数据授权、计算及服务费待拆" }, { "id": "YC36213", @@ -27937,25 +28017,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Deployed AI to turn EHR data into study-ready datasets", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在研究团队环境内整合病历和设备资料形成临床研究数据集。", + "buyer": "医疗临床研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "保留医疗研究应用，当前交付非通用模型训练数据。10家以上机构付费采用不等10家公司ARR可估；80%节省未独立核，模糊案例人工复核，旧HSS700团队及Kairo退出不归Sutrix采用或营收。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36576" + "YC-E-36576", + "INDUSTRY11-CAT-YC36576" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：在研究团队环境内整合病历和设备资料形成临床研究数据集。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "Healthcare", "Healthcare IT" - ] + ], + "businessModel": "研究专业数据软件与实施；映射、接入、专业审核及部署成本待拆" }, { "id": "YC36577", @@ -28212,30 +28294,32 @@ "id": "YC36940", "name": "Quippy", "url": "https://www.ycombinator.com/companies/quippy", - "cat": "C07", + "cat": "C09", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：Helps build social skills through daily practice", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为个人提供日常社交情境对话练习和逐句反馈。", + "buyer": "个人沟通训练用户", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列，付费、交付和能力未独立核。", + "notes": "移个人应用，非企业销售训练或已验证心理治疗。自适应课程和稳定改善是产品主张，未独立测效果，实际付费和留存仍缺。 原始成立及团队快照保留；主营复核不等财务或技术审计。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36940" + "YC-E-36940", + "INDUSTRY11-CAT-YC36940" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "目录标签的规则初分", + "classificationBasis": "2026-10-31人工复核原目录标签初分：为个人提供日常社交情境对话练习和逐句反馈。 按当前买家和交付区分企业工作、专业服务、个人应用与实体交付。", "directoryTags": [ "AI-Enhanced Learning", "Social", "Health & Wellness" - ] + ], + "businessModel": "个人练习应用；订阅、对话用量及支持费用待核" }, { "id": "YC36972", @@ -36136,6 +36220,157 @@ "reason": "重复发布不重复计数，旧公司收入不转给当前建筑软件", "evidence": "INDUSTRY10-CAT-YC31243", "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LOCKE-RUNRATE", + "company": "YC33283", + "name": "Locke", + "kind": "历史年化收入运行率自述", + "value": 500000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-08-06发布称静默上线六周，精确财务日未给", + "scope": "政府事务服务业务，软件/人力及合同覆盖未拆", + "selection": "historical", + "reason": "原文annual revenue run-rate不是ARR；币种、确认和经常性未核，不入同期比较", + "evidence": "INDUSTRY11-LOCKE-LAUNCH", + "comparisonGroup": null, + "metric": "annualized-revenue" + }, + { + "id": "INDUSTRY11-O-MOUNT-OLD-MEDIA", + "company": "YC31440", + "name": "AGI Deploy Co", + "kind": "创始人旧媒体公司收入", + "value": 400000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-05-22发布追述，经营期间未给", + "scope": "John此前AI媒体业务，非Mount或AGI Deploy Co收入", + "selection": "excluded", + "reason": "旧媒体收入不归现保险或行业改造业务", + "evidence": "INDUSTRY11-MOUNT-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-TRUEMILE-OLD-REV", + "company": "YC35266", + "name": "TrueMile", + "kind": "创始人家族运输历史收入", + "value": 7000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前YC简介追述，累计经营期和实体延续未给", + "scope": "家族卡车运输业务，非已证明TrueMile同期收入", + "selection": "excluded", + "reason": "工具衍生沿革不足以转移旧运输收入，不记ARR或当前新公司业绩", + "evidence": "INDUSTRY11-CAT-YC35266", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LATO-CLIENT-AUM", + "company": "YC32682", + "name": "LATO", + "kind": "客户基金管理资产规模", + "value": 400000000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "当前YC简介，资产基准日未给", + "scope": "客户投资机构资产，非LATO自有收入", + "selection": "excluded", + "reason": "客户AUM不是研究平台收费，不假设费率反推ARR", + "evidence": "INDUSTRY11-CAT-YC32682", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LEVOCRED-ASSETS", + "company": "YC33023", + "name": "Levocred AI", + "kind": "客户应收款流经平台", + "value": 1000000000, + "bound": "≈", + "unit": "原文$，币种待核", + "timing": "2026-08-11发布，资产时点未给", + "scope": "客户信贷/应收业务规模，非Levocred收入", + "selection": "excluded", + "reason": "处理金额不是自身营收，前职资产组合亦排除", + "evidence": "INDUSTRY11-LEVOCRED-RECEIVABLES", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-LANTERN-OLD-REV", + "company": "YC35190", + "name": "Lantern AI", + "kind": "创始人此前创业销售", + "value": 2000000, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-28发布追述，旧财务期未给", + "scope": "创始人旧公司，非Lantern收入", + "selection": "excluded", + "reason": "旧公司销售和人才图谱不推现公司收入", + "evidence": "INDUSTRY11-LANTERN-OLD-SALES", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-IGNITION-OLD-COST", + "company": "YC36015", + "name": "Ignition Benefits", + "kind": "创始人前公司多付福利费用", + "value": 4000000, + "bound": ">", + "unit": "原文$，币种待核", + "timing": "2026-10-22发布追述五年", + "scope": "Plated福利成本，非Ignition收入", + "selection": "excluded", + "reason": "旧雇主支出和当前客户节省均不是经纪费收入", + "evidence": "INDUSTRY11-IGNITION-LAUNCH", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-VERDANT-DEPLOY", + "company": "YC32189", + "name": "Verdant", + "kind": "付费部署采用", + "value": 4, + "bound": "=", + "unit": "机构/部署数", + "timing": "当前YC简介，四周平均销售周期非收入期", + "scope": "4州付费部署数，不等独立法人或合同金额", + "selection": "adoption", + "reason": "只证明有付费采用的自述，不能乘未知标价推MRR", + "evidence": "INDUSTRY11-CAT-YC32189", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-SUTRIX-PAID", + "company": "YC36576", + "name": "Sutrix", + "kind": "付费研究机构采用", + "value": 10, + "bound": ">=", + "unit": "机构/部署数", + "timing": "当前YC简介，统计截至日未给", + "scope": "10家以上机构中的研究团队，非收入数", + "selection": "adoption", + "reason": "机构/团队数和80%预备时间下降非ARR，旧HSS700团队不相加", + "evidence": "INDUSTRY11-CAT-YC36576", + "comparisonGroup": null + }, + { + "id": "INDUSTRY11-O-VELTHA-DEMO", + "company": "YC32352", + "name": "Veltha", + "kind": "官网示例理赔赔款", + "value": 27355.03, + "bound": "=", + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，非实际财务期间", + "scope": "sample crop claim演示赔付，非Veltha收入", + "selection": "excluded", + "reason": "演示理赔金额不是公司收费，也不证明实际付款", + "evidence": "INDUSTRY11-VELTHA-HOME", + "comparisonGroup": null } ], "evidence": [ @@ -60239,6 +60474,490 @@ "kind": "公司公开资料复核", "summary": "发布称已评估3000多次assessment，原文$60k ARR。", "limitation": "发布日非精确财务截至日，正文可更新；币种、经常性、合同覆盖及实际收款未核，评测量不等付费客户。" + }, + { + "id": "INDUSTRY11-CAT-YC31363", + "companyId": "YC31363", + "title": "Saffron当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/saffron", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以真实代码库和AI辅助编程过程评估工程师候选人。 评估对象是人而非基础模型，移企业通用工作；创始人研究履历不当当前产品独立评测，评分公平与防作弊、实际付费未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31374", + "companyId": "YC31374", + "title": "Tenet Industries当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/tenet-industries", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "建设采用AI及机器人的电子制造与PCB组装工厂。 移实体制造，目录称正在慕尼黑建厂，不认定已建成或实现即时量产；加工订单不等软件订阅，设备利用率、合同及交付能力未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31440", + "companyId": "YC31440", + "title": "AGI Deploy Co当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/agi-deploy-co", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述以通用智能重建关键行业公司，当前具体交付待核。 短简介暂留行业专业，不能仅因AGI命名归基础模型。附载Mount保险发布与现AGI Deploy Co的改名/业务链未核，旧媒体40万收入不归当前公司；官网读取缺项。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31461", + "companyId": "YC31461", + "title": "Collar当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/collar", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "协助上市公司准备业绩会、投资者沟通及后续经营工作。 保留专业IR而非面向个人投资者或通用CRM。引用与提词、经营优化未实测；节省时间及利润最大化宣传不是公司收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31490", + "companyId": "YC31490", + "title": "Nxtcure Labs当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/nxtcure-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供AI辅助药物研发CRO服务，并开发癌症患者移动平台。 主交付按CRO保留行业，患者应用另列而不重复增公司。所谓从发现到上市不证明临床有效或取得批准；目录团队为0保留原值，不推没有人员。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31520", + "companyId": "YC31520", + "title": "Kinect当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/kinect", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为DTC品牌提供对话导购、动态页面及面向购物代理的品牌资料。 移客户收入运营；11家live客户不直接等11家付费，80%新访客对话和客户销售不当Kinect营收，品牌数据接口不使全公司成为通用Agent设施。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC31858", + "companyId": "YC31858", + "title": "Torus当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/torus", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为工程公司和设施业主生成工程包、图纸等多专业设计材料。 保留工程软件而非直接承建电厂。Fortune 500采用不等付费金额，前线工程师仍属成本；创始人Heimdal及Orion融资不归Torus收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32122", + "companyId": "YC32122", + "title": "Donkey当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/donkey", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以自营贸易主体承接进口货物报价、采购、验货及交付。 移实体交付；买家向Donkey购买货物而非购买采购软件。锁价后成本变化由其承担，AI寻源与确定性定价分开；货款、毛利和经常性软件收入不可互换。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32189", + "companyId": "YC32189", + "title": "Verdant当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/verdant", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为地方政府审核许可申请、检查材料并生成后续报告。 保留政务应用；200多申请与4州4付费部署分别记录，不猜合同金额。110亿年度政府行业支出不作公司收入，AI错误及正式审批仍待核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32194", + "companyId": "YC32194", + "title": "GUILD当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/guild", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "承接政府航空航天零件合同并组织制造及交付。 按实际零件交付移实体产业，不当软件席位或获客平台。自述赢合同不等已确认收入，制造自动化程度、产能和实际订单未独立核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32222", + "companyId": "YC32222", + "title": "Audun当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/audun", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以AI及人工专员提供催收沟通、分期安排和后台文书服务。 保留专业催收，非普通营销呼叫。最多90%案件自动化只是厂商自述；争议和人工请求转专员。债权余额、代收回款和自有收费分开，牌照及收费未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32286", + "companyId": "YC32286", + "title": "Definite当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/definite", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "只读整合ERP、账簿、薪酬及支付资料供财务分析和代理使用。 按现通用财务移C05；旧银行监管报告定位分期。模型提出映射，确定性规则计算并由人审批；官网示例余额/收入不是公司财务，未写回或移动资金为自述未实测。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32352", + "companyId": "YC32352", + "title": "Veltha当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/veltha", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "辅助理赔全案审核与人工签批；近期发布另称工伤TPA端到端服务。 保留行业理赔。10月7日TPA发布与现官网多险种AI adjuster定位并列，不能断言只卖软件或已完全转型。持牌理算师签批是自述；演示赔款和希望引荐的大公司不是实际收入或客户。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32617", + "companyId": "YC32617", + "title": "Whitespace当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/whitespace", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为批发分销商处理库存预测、客户服务和ERP订单工作。 保留行业全流程，不只按客服移获客运营。官网/发布自述自我改进非独立验证，人类审核异常和更正仍在；60万亿市场、客户订单行数、创始人旧公司ARR不归当前收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32682", + "companyId": "YC32682", + "title": "LATO当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lato", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为投资机构及企业研究投资假设并进行市场研究和模拟。 保留专业投资研究；客户基金管理4000亿以上资产不是LATO收入，行业单次50万尽调成本不当自身价目或ARR，专家来源及报告质量未独立核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC32985", + "companyId": "YC32985", + "title": "Lumeria当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lumeria", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "提供手机夹式多光谱皮肤扫描硬件及长期追踪软件。 移实体硬件，个人应用为配套。8月199预售价和后续329计划不当现价、实收或MRR，9—10月计划发货不证明已交付；创始人内容观看量不是付费数或临床验证。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC33023", + "companyId": "YC33023", + "title": "Levocred AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/levocred-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为信贷团队连接贷款资料并处理监控、合规和承保后台。 保留金融专业应用；约10亿应收款流经平台是客户资产/业务规模，非Levocred收入或自有贷款。创始人旧2亿资产组合及信贷额度不归当前公司。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC33283", + "companyId": "YC33283", + "title": "Locke当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/locke", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "结合内部政策专家及AI系统提供政府事务和政府销售专业服务。 保留专业服务而非通用销售平台。原文年化收入运行率超过50万不等ARR；官网人员审核和建立关系仍属交付，政府10万亿预算不是公司收入，财务截至日和币种未核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC33317", + "companyId": "YC33317", + "title": "Wondering当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/wondering", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "将个人学习主题转为短课、视觉内容、播客及互动练习。 移个人应用而非学校专业采购；免费入门不等全部业务免费或零收入，个性化与记忆效果未独立测试，实际付费待核。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC34862", + "companyId": "YC34862", + "title": "Saccade当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/saccade", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在诊所通过VR眼动任务、附件及ML模型提供认知风险评估。 按诊所检测交付保留行业，不当通用消费VR或已验证基础模型。提前15年、早期干预等只是公司主张，专利申请不等性能或审批，其他药品批准不证明该测试获批。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35128", + "companyId": "YC35128", + "title": "Talos当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/talos-us", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以监测设备及异常模型诊断变压器等电力设施并建议维护。 移实体监测，不从预测维护推自主控制电网。故障定位、预防损失和模型准确性未独立验证，行业停电损失不作公司收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35190", + "companyId": "YC35190", + "title": "Lantern AI当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/lantern-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为企业整合人才检索、申请审核、AI面试和招聘分析。 移企业通用招聘；People API是另一个产品入口，不把整个公司归通用基础设施。十亿专业人员图谱不是用户数或自研基础模型证明，创始人旧200万销售及曝光不当当前收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35266", + "companyId": "YC35266", + "title": "TrueMile当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/truemile", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "以自有车队和真人司机承运货物，AI辅助规划、找货及调度。 移实体运输，每票货和运价由人批准；无人卡车是未来计划。创始人家族运输700万以上历史收入与工具衍生TrueMile分开，法人/资产延续待核，不把全部旧运费转成新公司ARR。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC35322", + "companyId": "YC35322", + "title": "Helios Intelligence当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/helios-intelligence", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "开发居家分子检测并整合生物标记、可穿戴与健康记录。 按检测服务保留行业；1000标记性能、检测资格和风险准确性未独立核。人类生物学世界模型是发展目标，不认定已有通用模型、已获医疗批准或已实现模拟效果。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36015", + "companyId": "YC36015", + "title": "Ignition Benefits当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/ignition-benefits", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为中小雇主提供健康福利经纪、续保及投保管理服务。 保留专业经纪，不能按员工管理软件推席位收入。公司发布称由保险方支付，雇主无费不等没有公司收入；Plated旧400万多付福利和官网客户节省非Ignition收入。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36181", + "companyId": "YC36181", + "title": "Archangel Health当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/archangel-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为医疗AI后训练和评估提供EHR环境、医生核验数据及基准。 移模型训练设施，非直接诊疗或患者检测。去标识及医生核验是自述未独立审计，现采用不等合同金额；开源后训练是进一步方向，未验证临床安全或数据权利。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36576", + "companyId": "YC36576", + "title": "Sutrix当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/sutrix", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "在研究团队环境内整合病历和设备资料形成临床研究数据集。 保留医疗研究应用，当前交付非通用模型训练数据。10家以上机构付费采用不等10家公司ARR可估；80%节省未独立核，模糊案例人工复核，旧HSS700团队及Kairo退出不归Sutrix采用或营收。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-CAT-YC36940", + "companyId": "YC36940", + "title": "Quippy当前主营和数字归属", + "url": "https://www.ycombinator.com/companies/quippy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "为个人提供日常社交情境对话练习和逐句反馈。 移个人应用，非企业销售训练或已验证心理治疗。自适应课程和稳定改善是产品主张，未独立测效果，实际付费和留存仍缺。", + "limitation": "机构页面及附载发布是公司自述，可后续编辑；年份、团队、收入和能力非独立核验，不把资金/资产、旧公司、行业数字、报价或采用数当自身ARR。" + }, + { + "id": "INDUSTRY11-LOCKE-HOME", + "companyId": "YC33283", + "title": "Locke当前专业人员与内部AI交付", + "url": "https://locke.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "内部政策人员和游说专家审核AI输出并开展关系工作；现列游说及政府销售，公共事务和监管合规标coming soon。页脚为Justinian AI, Inc.。", + "limitation": "没有读取注册、合同或收费明细，不把内部软件当独立SaaS；页脚名称不证明注册日期，发展方向不当已交付。" + }, + { + "id": "INDUSTRY11-TRUEMILE-HOME", + "companyId": "YC35266", + "title": "TrueMile当前人车运营与审批", + "url": "https://truemile.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网以自有卡车及真人司机承运，数学优化规划、AI执行；人员审核每票货并签运价，有司机招聘和owner-operator合作入口。", + "limitation": "未核车队权属、运力、运输资质或实际成本；家族业务转型链未清，当前收入不由创始人旧运费继承。" + }, + { + "id": "INDUSTRY11-DEFINITE-HOME", + "companyId": "YC32286", + "title": "Definite现通用财务模型及演示边界", + "url": "https://www.usedefinite.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称只读整合财务系统，客户配置规则决定处置；模型提议，确定性计算和人工审核。提供托管、客户云/VPC、本地与隔离部署。", + "limitation": "示例余额、收入及费用明确为illustrative，不是公司财务。定制映射和缺失连接开发是实施工作，未验证权限、准确性、收费或运行产品。" + }, + { + "id": "INDUSTRY11-AGI-ACCESS", + "companyId": "YC31440", + "title": "AGI Deploy Co当前官网缺项", + "url": "https://agideploy.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "网页工具未取得官网正文，当前关键行业重建定位仅据短YC简介。", + "limitation": "不可读不代表停业；未核与Mount改名、收购、承保资格、当前产品或收费，不从旧发布推定当前交付。" + }, + { + "id": "INDUSTRY11-VELTHA-HOME", + "companyId": "YC32352", + "title": "Veltha现官网理赔软件与TPA发布差异", + "url": "https://veltha.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网现称多险种AI adjuster，由用户理算师审核签批，展示样例农险赔付27355.03；页脚Veltha Inc.。", + "limitation": "样例赔付不是公司收入或实际客户回款。现网站和近期TPA发布交付范围不同，是否双线、转型、合同收费及持牌人员责任待核，未运行处理真实理赔。" + }, + { + "id": "INDUSTRY11-AUDUN-HOME", + "companyId": "YC32222", + "title": "Audun人工接管及催收服务", + "url": "https://audun.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网描述分析余额及历史资料、协商支付，争议及请求人工帮助的情形交给案件专员，页脚Audun Inc.。", + "limitation": "未核债权人合同、佣金费率、牌照或实际回收，借款人余额和代收支付不是本公司营收。" + }, + { + "id": "INDUSTRY11-IGNITION-HOME", + "companyId": "YC36015", + "title": "Ignition持牌专家与客户费用边界", + "url": "https://www.ignitionbenefits.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网称AI福利经纪和持牌专家协作，雇主无直接费用；列客户年度节省案例156914和113115。", + "limitation": "未核持牌登记、保险方佣金、实际理赔和续费。客户节省为公司转述，不能记自身收入，雇主免费不等零营收。" + }, + { + "id": "INDUSTRY11-DONKEY-HOME", + "companyId": "YC32122", + "title": "Donkey货物买卖主体与锁价责任", + "url": "https://donkey.trade/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "官网示例由Donkey Trade Inc.作为卖方签货物销售确认，货值、运费和关税列项，签后成本变化自行承担，员工在厂验货。", + "limitation": "示例51318.92到岸报价和复购宣传不是已确认收入。精确注册、存货权属、总额/净额会计、退款和贸易毛利未核，不能视SaaS。" + }, + { + "id": "INDUSTRY11-LOCKE-LAUNCH", + "companyId": "YC33283", + "title": "Locke历史年化收入运行率原文", + "url": "https://www.ycombinator.com/launches/SSp-locke-the-first-ai-government-affairs-firm", + "publishedAt": "2026-08-06", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述静默上线六周后超过原文$500K annual revenue run-rate。", + "limitation": "不是ARR表述；币种、精确财务日、确认、回款和服务经常性未核，不能用发布日或访问日替代财务日。" + }, + { + "id": "INDUSTRY11-TRUEMILE-LAUNCH", + "companyId": "YC35266", + "title": "TrueMile运营沿革及人工审批", + "url": "https://www.ycombinator.com/launches/Waf-truemile-the-ai-native-trucking-company", + "publishedAt": "2026-10-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "自述家族运输业务起家、以自有车队启动；每票货由人批准，四个月每英里收入及里程相对行业的表现为自述。", + "limitation": "17%/8%每英里提升及10%里程增加不是收入总额或独立实测；旧业务实体延续和当前收入缺项。" + }, + { + "id": "INDUSTRY11-MOUNT-LAUNCH", + "companyId": "YC31440", + "title": "附载Mount保险发布与创始人旧媒体收入", + "url": "https://www.ycombinator.com/launches/QUI-mount-the-ai-agent-insurance-carrier", + "publishedAt": "2026-05-22", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "2026-05-22发布AI Agent责任保险扫描、红队及承保愿景；John此前媒体公司原文$400K收入。", + "limitation": "Mount与现AGI Deploy Co的沿革及承保许可未核，既有媒体收入排除，保险保费不视软件ARR。" + }, + { + "id": "INDUSTRY11-VELTHA-TPA", + "companyId": "YC32352", + "title": "Veltha十月TPA专业服务发布", + "url": "https://www.ycombinator.com/launches/U2X-veltha-ai-native-tpa-for-workers-comp", + "publishedAt": "2026-10-07", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "10月7日自述工伤TPA端到端服务，持牌理算师审核签每个决定；期望引荐多家雇主。", + "limitation": "未核许可、客户、理赔及收费；期望引荐的Disney等不是已签客户，6小时到10分钟为厂商效果主张，网站定位另列。" + }, + { + "id": "INDUSTRY11-IGNITION-LAUNCH", + "companyId": "YC36015", + "title": "Ignition付款方原始发布", + "url": "https://www.ycombinator.com/launches/TzC-ignition-the-ai-native-benefits-broker-for-modern-companies", + "publishedAt": "2026-10-22", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布明确由保险方支付而非雇主；创始人Plated旧福利多付400万以上。", + "limitation": "没有佣金费率、真实合同金额或财务期间，旧客户多付费用与新经纪收入分开。" + }, + { + "id": "INDUSTRY11-LUMERIA-PREORDER", + "companyId": "YC32985", + "title": "Lumeria历史预售和计划发货", + "url": "https://www.ycombinator.com/launches/Sbr-lumeria-what-if-there-was-an-oura-ring-for-skin", + "publishedAt": "2026-08-12", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "8月12日发布199创始预售价至8月16日、之后329，并计划9—10月发货及含三个月Premium。", + "limitation": "历史报价、预售与承诺发货不等已收确认收入、实际发货或当前价格，设备和后续软件收入分开。" + }, + { + "id": "INDUSTRY11-LEVOCRED-RECEIVABLES", + "companyId": "YC33023", + "title": "Levocred平台应收款规模", + "url": "https://www.ycombinator.com/launches/SZ8-levocred-ai-platform-for-credit-funds-fintechs-and-banks", + "publishedAt": "2026-08-11", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布称约原文$1Bn应收款流经平台；创始人以前管理$200M组合。", + "limitation": "客户业务/资产规模及创始人旧组合不是公司营收，不能假设佣金率推ARR。" + }, + { + "id": "INDUSTRY11-LANTERN-OLD-SALES", + "companyId": "YC35190", + "title": "Lantern招聘交付及旧销售归属", + "url": "https://www.ycombinator.com/launches/WZB-lantern-agentic-recruiting-platform-for-the-future", + "publishedAt": "2026-10-28", + "accessedAt": "2026-10-31", + "kind": "公司公开资料复核", + "summary": "发布自述十亿人才图谱和招聘任务，创始人此前创业合计原文$2M销售。", + "limitation": "人才资料数不是独立用户、付费或自研模型证明；此前企业业绩不能转给Lantern。" } ], "reviews": [ @@ -64185,6 +64904,102 @@ "INDUSTRY10-LITMUS-LAUNCH" ], "handling": "精确财务日、币种、经常性、收款及服务拆分待核，不入同期可比ARR或平台MRR。演示测试与沙盒执行描述不等独立技术评测或评分公平保证，招聘决定仍需用户负责。" + }, + { + "id": "INDUSTRY11-R-TAGS28", + "type": "行业原标签池最终28项交付复核", + "company": "原C07目录标签池剩余28家公司", + "scope": "companies", + "companyIds": [ + "YC31363", + "YC31374", + "YC31440", + "YC31461", + "YC31490", + "YC31520", + "YC31858", + "YC32122", + "YC32189", + "YC32194", + "YC32222", + "YC32286", + "YC32352", + "YC32617", + "YC32682", + "YC32985", + "YC33023", + "YC33317", + "YC34862", + "YC35128", + "YC35190", + "YC35266", + "YC35322", + "YC36015", + "YC36181", + "YC36576", + "YC36940" + ], + "summary": "28项当前主营及相关发布节选已读；15保留行业、13迁移。原68项标签池全部主营复核，合计39保留、29迁移，不代表所有财务/能力已核。", + "evidenceIds": [ + "INDUSTRY11-CAT-YC31363", + "INDUSTRY11-CAT-YC31374", + "INDUSTRY11-CAT-YC31440", + "INDUSTRY11-CAT-YC31461", + "INDUSTRY11-CAT-YC31490", + "INDUSTRY11-CAT-YC31520", + "INDUSTRY11-CAT-YC31858", + "INDUSTRY11-CAT-YC32122", + "INDUSTRY11-CAT-YC32189", + "INDUSTRY11-CAT-YC32194", + "INDUSTRY11-CAT-YC32222", + "INDUSTRY11-CAT-YC32286", + "INDUSTRY11-CAT-YC32352", + "INDUSTRY11-CAT-YC32617", + "INDUSTRY11-CAT-YC32682", + "INDUSTRY11-CAT-YC32985", + "INDUSTRY11-CAT-YC33023", + "INDUSTRY11-CAT-YC33317", + "INDUSTRY11-CAT-YC34862", + "INDUSTRY11-CAT-YC35128", + "INDUSTRY11-CAT-YC35190", + "INDUSTRY11-CAT-YC35266", + "INDUSTRY11-CAT-YC35322", + "INDUSTRY11-CAT-YC36015", + "INDUSTRY11-CAT-YC36181", + "INDUSTRY11-CAT-YC36576", + "INDUSTRY11-CAT-YC36940", + "INDUSTRY11-TRUEMILE-HOME", + "INDUSTRY11-DEFINITE-HOME", + "INDUSTRY11-AGI-ACCESS", + "INDUSTRY11-VELTHA-HOME", + "INDUSTRY11-AUDUN-HOME", + "INDUSTRY11-IGNITION-HOME", + "INDUSTRY11-DONKEY-HOME", + "INDUSTRY11-TRUEMILE-LAUNCH", + "INDUSTRY11-MOUNT-LAUNCH", + "INDUSTRY11-VELTHA-TPA", + "INDUSTRY11-IGNITION-LAUNCH", + "INDUSTRY11-LUMERIA-PREORDER", + "INDUSTRY11-LEVOCRED-RECEIVABLES", + "INDUSTRY11-LANTERN-OLD-SALES" + ], + "handling": "自营贸易、运输、制造及检测和软件分开；Definite示例、Veltha演示赔款、客户资产和旧公司销售排除。Veltha官网与TPA发布、AGI Deploy与Mount、TrueMile家族业务沿革分别留缺。Verdant和Sutrix付费采用不推MRR。" + }, + { + "id": "INDUSTRY11-R-LOCKE", + "type": "专业服务年化收入与ARR区别", + "company": "Locke", + "scope": "companies", + "companyIds": [ + "YC33283" + ], + "summary": "原始发布称超过50万annual revenue run-rate，录为历史年化收入而非ARR；官网确认内部政策专家与Agent协作。", + "evidenceIds": [ + "INDUSTRY11-CAT-YC33283", + "INDUSTRY11-LOCKE-HOME", + "INDUSTRY11-LOCKE-LAUNCH" + ], + "handling": "原文$币种、精确财务日、实际回款、合同经常性及人力/软件分摊未核；Justinian AI, Inc.页脚非注册证明。不能按专业服务运行率计算同期SaaS行业平均ARR或造假概率。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 8b2f8d1..3a99404 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-industry-10", + "version": "2026-10-31-industry-11", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录36条深化并保留发现来源；本快照基础项612条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；原C07标签池68项中的40项已读：24保留、16迁移，余28项。Litmus历史6万ARR留缺不入同期比较；LogosGuard个人/企业数据流和Control Seat现硬件维护/旧集成分开。Inth产品代码审核及收费、Axial现内核/旧制造、FinalDoseAI实际作用与临床证据均按范围记录。客户节省、专利支出、前机构资产及旧收入排除。C05原主营规则89项成果待另一分支整合；其他基础资料、全部公开来源及财务/技术缺项继续保留。", + "nextCheck": "原新增目录37条深化并保留发现来源；本快照基础项639条主营人工复核。原C07主营规则池184项已读：135保留、49迁移；原C07标签池68项全部已读：39保留、29迁移。合计252项主营复核，不等所有公司财务/技术已核。Locke历史超过50万年化收入运行率不是ARR；Donkey/TrueMile贸易与运输、保险经纪和TPA服务不当同质SaaS。Veltha官网/TPA定位、Mount与AGI Deploy、TrueMile家族业务沿革、AGI官网缺项保留。付费采用不推收入，客户资产、旧公司及演示金额排除。C05原主营规则89项成果待另一分支整合；其他基础资料、全部公开来源及财务/技术缺项仍需继续核对。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 81d567c..e1e615e 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-industry-10", + "sourceVersion": "2026-10-31-industry-11", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business",