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",