diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index d3f6533..229b76f 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, 1619); - assert.equal(research.observations.length, 229); + assert.equal(research.evidence.length, 1663); + assert.equal(research.observations.length, 230); 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 9fb0b1c..1ec3e13 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, 1619); - assert.equal(initial.observations.length, 229); + assert.equal(initial.evidence.length, 1663); + assert.equal(initial.observations.length, 230); 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, 102); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 104); 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")!; @@ -86,18 +86,22 @@ 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), 38); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 39); 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), 992); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 991); assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown"); assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown"); assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体")); + const arena = snapshot.observations.find((o) => o.id === "COARENA-O-CUMULATIVE")!; + assert.equal(arena.selection, "historical", "cumulative launch revenue is not a recurring company-wide signal"); + assert.equal(arena.comparisonGroup, null); + assert.ok(arena.metric !== "mrr" && arena.metric !== "arr", "a two-week cumulative figure cannot become MRR or ARR"); }); 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, 51); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 52); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 8); 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 1af31d1..2c2d45b 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-30-c02-boundaries-1", + "version": "2026-10-30-c02-remainder-1", "asOf": "2026-10-30", "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": [ @@ -4977,57 +4977,62 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Building reinforcement learning 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": "构建用于前沿模型训练的强化学习环境。", + "buyer": "前沿模型研发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "现主营为模型训练；同页Jazzberry/Prophet代码查错旧发布保留沿革，不将旧应用直接作当前软件开发主营。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30501" + "YC-E-30501", + "C02-FULL-YC30501" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建用于前沿模型训练的强化学习环境。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Reinforcement Learning", "Data Labeling", "AI", "ML" - ] + ], + "businessModel": "训练环境服务；许可与项目合同未核" }, { "id": "YC30503", "name": "Vesence", "url": "https://www.ycombinator.com/companies/vesence", - "cat": "C02", + "cat": "C05", "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：The Agent-Native Computer", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供整合邮件、文件、浏览器及多Agent桌面的跨设备工作台。", + "buyer": "创始人、知识工作者及专业服务团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "现官网与YC均为工作台；旧Word合同审查应用单列沿革，按面向使用者的办公交付归C05，非按云电脑实现归算力。创始人音乐版税不归公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30503" + "YC-E-30503", + "C02-FULL-YC30503", + "C02-CURRENT-HOME-YC30503" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供整合邮件、文件、浏览器及多Agent桌面的跨设备工作台。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Finance", "B2B", "Legal", "AI" - ] + ], + "businessModel": "云端工作台与Office工具；席位、算力及服务费待拆" }, { "id": "YC30506", @@ -6039,32 +6044,34 @@ "id": "YC30605", "name": "Dedalus Labs", "url": "https://www.ycombinator.com/companies/dedalus-labs", - "cat": "C02", + "cat": "C03", "year": 2025, "team": 8, "location": "San Francisco", - "business": "公司简介：Persistent computers for AI agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为Agent提供隔离且跨会话保留文件、软件和状态的计算环境及开发接口。", + "buyer": "Agent开发者及应用团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移Agent运行设施；Dedalus Machines现主营与旧MCP托管发布分开。免费积分不是收入，未读代码或运行SDK。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30605" + "YC-E-30605", + "C02-FULL-YC30605" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为Agent提供隔离且跨会话保留文件、软件和状态的计算环境及开发接口。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Developer Tools", "DevOps", "Cloud Computing", "Infrastructure", "AI" - ] + ], + "businessModel": "持久Agent运行环境API，配套SDK/工具连接，计费待核" }, { "id": "YC30606", @@ -6126,24 +6133,26 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Long-horizon RL 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": "构建真实工作流的长期强化学习环境，提供评测及后训练数据生产支持。", + "buyer": "模型后训练、数据及评测团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留模型训练设施；旧评测标注平台与专家池并列为沿革，创始人前公司七位数ARR不归MangoDesk。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30608" + "YC-E-30608", + "C02-FULL-YC30608" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建真实工作流的长期强化学习环境，提供评测及后训练数据生产支持。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "AI" - ] + ], + "businessModel": "RL环境、标注流程软件及专家数据服务；分项合同待核" }, { "id": "YC30610", @@ -6782,22 +6791,24 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Audio Data for AI Labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "组织贡献者采集语音，提供基础语音模型训练及评测数据。", + "buyer": "语音模型实验室及研究团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留训练数据分类，非自研语音模型；贡献者网络规模、覆盖语言与已付费客户不同，未核录音权利及数据质量。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30645" + "YC-E-30645", + "C02-FULL-YC30645" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：组织贡献者采集语音，提供基础语音模型训练及评测数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", + "directoryTags": [], + "businessModel": "语音数据集采集与许可；项目、复用权和贡献者成本待核" }, { "id": "YC30646", @@ -6830,32 +6841,34 @@ "id": "YC30647", "name": "Cyberdesk", "url": "https://www.ycombinator.com/companies/cyberdesk", - "cat": "C02", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Self learning computer use agent for 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": "通过API让开发者在Windows等旧桌面系统运行可学习任务轨迹的Agent。", + "buyer": "需要连接旧桌面软件的开发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "由算力移Agent设施；医疗是客户场景，不直接当诊所运营商。速度、确定性与生产使用均为自述，旧项目用户量不归本公司。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30647" + "YC-E-30647", + "C02-FULL-YC30647" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过API让开发者在Windows等旧桌面系统运行可学习任务轨迹的Agent。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Developer Tools", "Robotic Process Automation", "Workflow Automation", "Enterprise Software", "AI" - ] + ], + "businessModel": "电脑操作Agent API与运行设施；用量及部署合同未核" }, { "id": "YC30648", @@ -9193,26 +9206,28 @@ "id": "YC30770", "name": "Button Computer", "url": "https://www.ycombinator.com/companies/button-computer", - "cat": "C02", + "cat": "C09", "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：The tiny computer built for voice 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": "研发夹在衣服上的按键语音AI设备，作为手机和电脑的交互伴侣。", + "buyer": "个人语音AI用户", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移个人应用终端；公开发布不证明量产或交货。延迟和隐私为公司自述，没有运行验证或自身收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30770" + "YC-E-30770", + "C02-FULL-YC30770" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发夹在衣服上的按键语音AI设备，作为手机和电脑的交互伴侣。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", + "directoryTags": [], + "businessModel": "消费者硬件与语音应用；设备、订阅和模型成本待拆" }, { "id": "YC30774", @@ -10426,29 +10441,31 @@ "id": "YC30876", "name": "Velum Labs", "url": "https://www.ycombinator.com/companies/velum-labs", - "cat": "C02", + "cat": "C05", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The OS for data quality across any stack", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监控并执行企业数据栈的数据质量规则，阻止问题数据进入报表。", + "buyer": "企业数据及分析团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移企业通用数据工作；OS/infra是定位，已读资料未明确主营模型训练或推理设施，AI能力及具体产品仍需补证。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30876" + "YC-E-30876", + "C02-FULL-YC30876" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：监控并执行企业数据栈的数据质量规则，阻止问题数据进入报表。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Machine Learning", "Data Engineering" - ] + ], + "businessModel": "企业数据质量与监控软件；许可、席位和服务收费未核" }, { "id": "YC30877", @@ -10589,24 +10606,26 @@ "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Training Data for Recursive Self-Improvement", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "组织数学等领域专家构建训练数据和RL环境，帮助实验室训练研究型Agent。", + "buyer": "前沿模型实验室及研究团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留训练数据设施；合作、人才招募及模型表现仅自述，旧Headstarter用户和创始人履历不归当前公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30883" + "YC-E-30883", + "C02-FULL-YC30883" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：组织数学等领域专家构建训练数据和RL环境，帮助实验室训练研究型Agent。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Reinforcement Learning" - ] + ], + "businessModel": "专家参与的数据及训练环境交付；项目收入、专家报酬和许可待拆" }, { "id": "YC30885", @@ -13178,27 +13197,29 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：Fastest inference anywhere: open models on-prem, hosted or on-device", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供开放权重模型云端、BYOC、本地及设备侧推理栈与SDK。", + "buyer": "模型部署及实时AI应用开发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留推理设施；旧设备侧SDK与Wally现主营一并注明。引用Artificial Analysis的速度是公司转述，本轮未独立核榜单或运行测试；免费积分非收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31088" + "YC-E-31088", + "C02-FULL-YC31088" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供开放权重模型云端、BYOC、本地及设备侧推理栈与SDK。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Developer Tools", "Open Source", "Infrastructure", "AI" - ] + ], + "businessModel": "Wally按token托管推理、专属部署和设备SDK；各产品收入待拆" }, { "id": "YC31089", @@ -13597,22 +13618,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：The Fastest Multimodal Inference 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": "整合模型路由、缓存、评测、微调及推理引擎，并提供GPU部署资源。", + "buyer": "生产AI产品工程及模型平台团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留模型基础设施；旧多租户资源聚合与现自述Grace GPU栈分开，不由宣传推定自有资产、已付费规模或性能。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31128" + "YC-E-31128", + "C02-FULL-YC31128" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：整合模型路由、缓存、评测、微调及推理引擎，并提供GPU部署资源。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", + "directoryTags": [], + "businessModel": "GPU云、统一推理平台及优化服务；资源计费与合同待核" }, { "id": "YC31129", @@ -13758,22 +13781,24 @@ "year": 2025, "team": 12, "location": "San Francisco", - "business": "公司简介：Turning everyday words and actions into usable training 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": "按规格组织多模态数据采集，并许可已完成的训练数据集。", + "buyer": "模型训练、语音及机器人研发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留训练数据设施；权利清理与交付速度为自述，未逐项审同意书、许可链及实际交付合同。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31137" + "YC-E-31137", + "C02-FULL-YC31137" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：按规格组织多模态数据采集，并许可已完成的训练数据集。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", + "directoryTags": [], + "businessModel": "定制采集项目与现货数据许可；贡献者支付、复用权和净收入待拆" }, { "id": "YC31138", @@ -13885,30 +13910,32 @@ "id": "YC31145", "name": "RamAIn", "url": "https://www.ycombinator.com/companies/ramain", - "cat": "C02", + "cat": "C05", "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：RamAIn - AI Employees with a computer to perform business tasks just…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "培训可操作企业浏览器及桌面应用的AI员工，自动完成跨系统业务任务。", + "buyer": "采购、财务、保险等企业运营团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移企业通用工作；买家是运营团队而非主要出售开发者运行环境，多个行业案例不分别新增公司，安全及速度未独立核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31145" + "YC-E-31145", + "C02-FULL-YC31145" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：培训可操作企业浏览器及桌面应用的AI员工，自动完成跨系统业务任务。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Robotic Process Automation", "Automation", "AI" - ] + ], + "businessModel": "企业流程自动化及部署支持；席位、任务及服务收费未核" }, { "id": "YC31146", @@ -14150,22 +14177,24 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：LLM context compression for better accuracy", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供压缩模型上下文的API和面向Agent的代理工具。", + "buyer": "长上下文模型及Agent开发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留模型优化设施；开源及压缩倍率为自述，未打开代码或复测精度，不把客户节省的token费用当本公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31164" + "YC-E-31164", + "C02-FULL-YC31164" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供压缩模型上下文的API和面向Agent的代理工具。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", + "directoryTags": [], + "businessModel": "上下文压缩API与代理工具；用量、许可和托管收费未核" }, { "id": "YC31165", @@ -14334,25 +14363,27 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：We optimize inference stacks for 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": "针对客户硬件与工作负载定制优化推理部署镜像。", + "buyer": "模型部署及AI产品工程团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留推理设施；现主营是定制优化，旧实时视觉API发布单列，不能当纯软件订阅。达标付款条件不证明已实现收入或毛利。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31171" + "YC-E-31171", + "C02-FULL-YC31171" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：针对客户硬件与工作负载定制优化推理部署镜像。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Infrastructure", "AI" - ] + ], + "businessModel": "以约定性能达标为条件的推理优化服务；合同周期和收入确认待核" }, { "id": "YC31172", @@ -14707,26 +14738,28 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：Custom models and inference, built and run for enterprises", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业定制构建并运行模型与推理系统。", + "buyer": "需要专属模型的企业团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留设施分类但标注服务交付，当前长简介空白、据简介及发布判断；Belvedir创始人提及过去Traverse不直接证明两公司现主体或财务相同。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31191" + "YC-E-31191", + "C02-FULL-YC31191" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为企业定制构建并运行模型与推理系统。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Machine Learning", "Reinforcement Learning", "AI" - ] + ], + "businessModel": "少量客户深度合作的模型/推理工程服务；合同未核" }, { "id": "YC31192", @@ -15268,32 +15301,34 @@ "id": "YC31219", "name": "Voxel Energy", "url": "https://www.ycombinator.com/companies/voxel-energy", - "cat": "C02", + "cat": "C07", "year": 2025, "team": 3, "location": null, - "business": "公司简介：Energy independent data centers with solar and repurposed batteries.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为数据中心建设集成太阳能、再利用电池及直流微电网供能系统。", + "buyer": "数据中心开发及能源采购团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移能源工程专业业务；土地合约、储备电池、原型运行与可售容量不同，不当收入或云推理订阅，原型及稳定供电自述未独立核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31219" + "YC-E-31219", + "C02-FULL-YC31219" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为数据中心建设集成太阳能、再利用电池及直流微电网供能系统。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Hardware", "Solar Power", "Energy", "Renewable Energy", "AI" - ] + ], + "businessModel": "现场能源系统、数据中心项目与交付；设备、租赁及服务合同待拆" }, { "id": "YC31221", @@ -15359,27 +15394,29 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The training data R&D engine 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": "为机器人等模型研发定制数据，贯通研究、采集、验证和规模生产。", + "buyer": "机器人、语音及世界模型研发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留训练数据设施。旧发布称近30日接近七位数收入，但无确切金额、币种或会计区间，不强填数值或年化；创始人2023旧任务收入另分，不归新公司。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31223" + "YC-E-31223", + "C02-FULL-YC31223" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为机器人等模型研发定制数据，贯通研究、采集、验证和规模生产。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Machine Learning", "Robotics", "Data Labeling", "AI" - ] + ], + "businessModel": "定制训练数据项目与数据产品；权利许可和贡献者成本待拆" }, { "id": "YC31224", @@ -15808,22 +15845,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Compression middleware that improves LLM outputs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供剔除冗余上下文的模型输入压缩中间件及API。", + "buyer": "生产模型应用与长上下文开发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留模型设施；客户采购提升和减少推理成本不是公司收入，速度、精度与偏好实验仅自述，未独立复测。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31250" + "YC-E-31250", + "C02-FULL-YC31250" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供剔除冗余上下文的模型输入压缩中间件及API。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", + "directoryTags": [], + "businessModel": "模型输入优化API；计费及合同未核" }, { "id": "YC31253", @@ -16256,30 +16295,32 @@ "id": "YC31276", "name": "TensorTest", "url": "https://www.ycombinator.com/companies/tensortest", - "cat": "C02", + "cat": "C03", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Evals, RL environments and training data for creative tasks", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为创意Agent提供私有评测、RL任务环境及专家示范与偏好训练数据。", + "buyer": "创意Agent及模型研发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移Agent评测设施；TensorTest原Ritivel，旧医药监管写作应用另列沿革，不将旧药企损失或目标写作效率当现收入；TimelineBench为自建评测未独立核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31276" + "YC-E-31276", + "C02-FULL-YC31276" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为创意Agent提供私有评测、RL任务环境及专家示范与偏好训练数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "B2B", "Data Labeling", "AI" - ] + ], + "businessModel": "Agent评测服务与环境/数据许可；项目及经常性收费待核" }, { "id": "YC31277", @@ -17054,25 +17095,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：RL environments for underexplored domains.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "构建可验证RL环境、评测和专有训练数据，面向模型及机器人策略后训练。", + "buyer": "前沿模型及机器人策略训练团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "现官网与YC一致保留训练设施；旧养老人形机器人Tobi发布单列沿革，不据旧设计推定当前量产、交付或收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31359" + "YC-E-31359", + "C02-FULL-YC31359", + "C02-CURRENT-HOME-YC31359" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建可验证RL环境、评测和专有训练数据，面向模型及机器人策略后训练。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Robotics", "AI" - ] + ], + "businessModel": "模型训练环境与数据；许可、项目和后续设施收费待核" }, { "id": "YC31360", @@ -17584,27 +17628,29 @@ "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：Air-gapped compute for defense contractors", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在客户本地部署隔离网络的GPU容器，支持本地AI运行与微调。", + "buyer": "有隔离部署需求的企业团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留算力设施；行业标签不改变主要交付。CMMC/NIST要求的支持表述不等取得认证，本轮未核合同、真实客户或独立安全结论。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31396" + "YC-E-31396", + "C02-FULL-YC31396" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：在客户本地部署隔离网络的GPU容器，支持本地AI运行与微调。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Hardware", "Defense", "Infrastructure", "AI" - ] + ], + "businessModel": "本地GPU算力与部署服务；设备、租赁及支持收费待拆" }, { "id": "YC31398", @@ -20531,31 +20577,33 @@ "id": "YC32130", "name": "Olam Labs", "url": "https://www.ycombinator.com/companies/olam-labs", - "cat": "C02", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Crafting simulations for frontier lab model training", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "构建人与模型交互的多Agent模拟环境、竞技场及行为评测。", + "buyer": "模型安全及多Agent研发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "由算力移Agent评测设施；付费玩家和token使用无收入金额，免费入口与付费叙述须核合同；自建欺骗指标不当第三方能力验证或公司财务判断。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32130" + "YC-E-32130", + "C02-FULL-YC32130" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建人与模型交互的多Agent模拟环境、竞技场及行为评测。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Reinforcement Learning", "Gaming", "Data Engineering", "AI" - ] + ], + "businessModel": "模拟环境/评测服务与竞技场用户收费；产品线收入待拆" }, { "id": "YC32133", @@ -20565,24 +20613,26 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Autonomous AI Model Training", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "将客户运行轨迹转为训练集与RL环境，训练、评测并托管专属模型。", + "buyer": "企业及模型应用团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留训练推理设施；10家使用与成本/性能提升仅自述，不等付费金额。创始人过去Traverse经历不作当前主体合并依据。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32133" + "YC-E-32133", + "C02-FULL-YC32133" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：将客户运行轨迹转为训练集与RL环境，训练、评测并托管专属模型。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Machine Learning" - ] + ], + "businessModel": "模型后训练、适配器托管与按token推理；项目和用量收费待拆" }, { "id": "YC32134", @@ -20592,26 +20642,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Replacing GPUs with human brain 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": "研发用人类脑细胞进行计算的训练方法及基础设施。", + "buyer": "生物计算及模型研究团队；实际付费买家待核", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "暂保留替代计算设施研究；Doom及token预测仅自述，不把研究目标当可商用GPU替代。创始人旧数字物品市场挂牌额不是本公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32134" + "YC-E-32134", + "C02-FULL-YC32134" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发用人类脑细胞进行计算的训练方法及基础设施。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Machine Learning", "Neurotechnology", "AI" - ] + ], + "businessModel": "早期生物计算研发；硬件、计算服务及许可模式未披露" }, { "id": "YC32135", @@ -21920,32 +21972,34 @@ "id": "YC32259", "name": "screenpipe", "url": "https://www.ycombinator.com/companies/screenpipe", - "cat": "C02", + "cat": "C05", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Turn your company's computer work into 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": "记录企业电脑上的工作上下文，生成可检索记忆、流程文档及自动化线索。", + "buyer": "个人及企业知识工作团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "由算力移企业通用工作；可供Agent作为上下文是用途，不直接等模型训练数据销售。开源、星标、可用性和隐私均未在本轮代码/产品实测。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32259" + "YC-E-32259", + "C02-FULL-YC32259" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：记录企业电脑上的工作上下文，生成可检索记忆、流程文档及自动化线索。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "SaaS", "B2B", "Enterprise", "Enterprise Software", "AI" - ] + ], + "businessModel": "工作记忆与流程分析软件；本地、企业部署及Agent扩展收费待核" }, { "id": "YC32261", @@ -22160,25 +22214,27 @@ "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：Teaching AI to Design Chips", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "构建长周期芯片设计任务的RL环境及模型评测，涵盖设计到验证循环。", + "buyer": "前沿模型实验室及后训练团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留模型训练设施，与直接卖EDA软件分开；形式验证、确定性与物理评分是自述，竞争公司薪资和流片目标不是收入或已实现产品能力。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32517" + "YC-E-32517", + "C02-FULL-YC32517" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建长周期芯片设计任务的RL环境及模型评测，涵盖设计到验证循环。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Semiconductors", "AI" - ] + ], + "businessModel": "芯片设计训练环境与评测许可；项目及合同未核" }, { "id": "YC32522", @@ -23228,26 +23284,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Expert computer-use data for frontier AI labs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "采集专业软件使用中的屏幕、鼠标键盘轨迹和标注，供模型实验室训练。", + "buyer": "电脑操作模型及Agent研发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留数据设施；自述已售15000小时和下载量无售价、币种及收入金额，不由工时反推ARR。全栈训练部署是后续方向，非当前已核交付。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32988" + "YC-E-32988", + "C02-FULL-YC32988" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：采集专业软件使用中的屏幕、鼠标键盘轨迹和标注，供模型实验室训练。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Reinforcement Learning", "Data Labeling", "Data Engineering" - ] + ], + "businessModel": "专家训练数据采集与许可；项目、权利和专家成本待拆" }, { "id": "YC33014", @@ -23579,32 +23637,34 @@ "id": "YC33051", "name": "Tokenless", "url": "https://www.ycombinator.com/companies/tokenless", - "cat": "C02", + "cat": "C03", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：We find flaws in RL environments and evals and help you fix them.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "研究并修复RL环境及评测中的缺陷，减少奖励投机并解释Agent行为。", + "buyer": "RL训练、环境构建及Agent评测团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移Agent评测设施；旧Touchy iPhone助手另列沿革，当前研究定位不证明模型性能或付费使用；旧用户和创始人履历不归收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33051" + "YC-E-33051", + "C02-FULL-YC33051" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研究并修复RL环境及评测中的缺陷，减少奖励投机并解释Agent行为。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Developer Tools", "Machine Learning", "Reinforcement Learning", "B2B", "AI" - ] + ], + "businessModel": "环境与评测质量研究、工具及服务；合同待核" }, { "id": "YC33052", @@ -23672,27 +23732,29 @@ "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：Lightning fast chips with hardcoded 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": "研发将模型权重固化到芯片中的专用AI推理硬件。", + "buyer": "私有推理、算力及设备开发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留芯片设施；吞吐及能效均为自述，未核物理样片、量产或实测。旧发布预告下周开源不当已公开材料或订阅收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33054" + "YC-E-33054", + "C02-FULL-YC33054" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发将模型权重固化到芯片中的专用AI推理硬件。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Hardware", "B2B", "Semiconductors", "AI" - ] + ], + "businessModel": "专用推理芯片研发；芯片交付、模型许可和服务收费未核" }, { "id": "YC33056", @@ -23936,24 +23998,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Self-optimizing inference cloud for faster, cheaper 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": "提供开放模型推理云和API，优化GPU及模型服务性能。", + "buyer": "模型应用工程及企业部署团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留推理设施，官网与现YC定位对应；旧Agent FM编码Agent群聊应用分开，旧付费工程师及活跃度不转当前推理收入，页脚Agent FM Inc不等工商已核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33250" + "YC-E-33250", + "C02-FULL-YC33250", + "C02-CURRENT-HOME-YC33250" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供开放模型推理云和API，优化GPU及模型服务性能。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "AI" - ] + ], + "businessModel": "按token推理API与企业服务；合同和成本待核" }, { "id": "YC33278", @@ -24585,32 +24650,46 @@ "id": "YC33738", "name": "CoArena", "url": "https://www.ycombinator.com/companies/coarena", - "cat": "C02", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The biggest crowdsourced benchmark for Computer-Use", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让用户盲评两个电脑操作Agent完成相同任务，形成实时评测和数据。", + "buyer": "电脑操作模型实验室及Agent评测团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移Agent评测设施；同页Coasty旧运行产品保留，82.81%及其他成绩仅机构页自述，本轮未查独立榜单。60000收入是发布时累计值，不是MRR/ARR。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "stage": "公司自述已有竞技场使用和累计收入，现经营及收入合同待核", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33738" + "YC-E-33738", + "C02-FULL-YC33738", + "COARENA-REVENUE-LAUNCH" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：让用户盲评两个电脑操作Agent完成相同任务，形成实时评测和数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "AIOps", "Machine Learning", "Reinforcement Learning", "Data Labeling", "AI" - ] + ], + "businessModel": "公共竞技场、评测和数据服务，另有Coasty Agent；收入来源及免费/付费边界待核", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "YC同页关联CoArena、coarena.ai及Coasty发布；未核法律主体、支付账户及新旧产品收入拆分。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-30", + "summary": "已读竞技场盲评流程及同页Coasty性能自述；未打开评测代码、独立榜单或运行Agent，不认定第三方成绩。", + "evidenceIds": [ + "C02-FULL-YC33738", + "COARENA-REVENUE-LAUNCH" + ] + } }, { "id": "YC33804", @@ -25030,25 +25109,27 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Wet lab infrastructure that turns AI experiments into training 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AI团队运行生物实验，返回供模型学习的实验数据。", + "buyer": "需要湿实验数据的AI及生物研究团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "按主要交付暂保留训练数据设施，非推定自研药物或基础模型；简介短，实际实验、客户、经常性收入和合同待核，不能按纯软件订阅比较。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34794" + "YC-E-34794", + "C02-FULL-YC34794" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为AI团队运行生物实验，返回供模型学习的实验数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Deep Learning", "AI" - ] + ], + "businessModel": "湿实验执行与训练数据交付；项目、实验成本与数据权利待拆" }, { "id": "YC34861", @@ -25447,26 +25528,28 @@ "year": 2026, "team": 1, "location": "Paris, France", - "business": "公司简介：Open-model inference provider for Europe, private by default.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过兼容API提供开放模型推理，允许选择欧洲或美国地区。", + "buyer": "企业及AI应用开发团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留推理设施；EU隐私默认与零留存均为自述，地区选择分开，不当第三方合规审计。免费额度、创始人旧产品和客户用量不是当前收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35191" + "YC-E-35191", + "C02-FULL-YC35191" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过兼容API提供开放模型推理，允许选择欧洲或美国地区。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Enterprise", "Infrastructure", "AI" - ] + ], + "businessModel": "充值积分、按量推理与企业月结；存储及合同待核" }, { "id": "YC35257", @@ -25585,29 +25668,32 @@ "id": "YC35263", "name": "River", "url": "https://www.ycombinator.com/companies/rivereditor", - "cat": "C02", + "cat": "C05", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The AI computer.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为知识工作提供跨文件、应用、文档、表格及演示的AI协作工作台。", + "buyer": "个人创作者及团队知识工作者", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "从算力移办公应用；官网示例Meadow投资者更新内的71400/84200等是演示文件，不归River收入，100000创作者也不等付费用户。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35263" + "YC-E-35263", + "C02-FULL-YC35263", + "C02-CURRENT-HOME-YC35263" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为知识工作提供跨文件、应用、文档、表格及演示的AI协作工作台。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Productivity", "AI" - ] + ], + "businessModel": "桌面/网页工作台，个人与团队收费；当前合同与留存未核" }, { "id": "YC35265", @@ -25617,25 +25703,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Inference and post-training for realtime 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": "基于客户生产轨迹后训练开放语音模型，并优化及托管实时推理。", + "buyer": "实时语音Agent产品团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留模型设施；语音业务场景不等替客户运营呼叫中心。模型速度/成本和行业2028预测均自述，前雇主通话量不归Hopper收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35265" + "YC-E-35265", + "C02-FULL-YC35265" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：基于客户生产轨迹后训练开放语音模型，并优化及托管实时推理。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Infrastructure", "AI" - ] + ], + "businessModel": "推理托管、后训练和联合评测工程服务；用量及项目收费待拆" }, { "id": "YC35266", @@ -27123,27 +27211,29 @@ "year": 2026, "team": 3, "location": "Bengaluru, India", - "business": "公司简介：Marketplace for AI inference: the right model at the best price", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "按客户真实流量选模型、汇集需求并让供应商竞争报价，提供统一推理API和备援。", + "buyer": "生产AI产品及模型采购团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留推理设施；客户日消息量和峰值容量不是收入，创始人此前Trupeer 4M ARR不归RouterPlus，不能从使用量直接推ARR或利润。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36908" + "YC-E-36908", + "C02-FULL-YC36908" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：按客户真实流量选模型、汇集需求并让供应商竞争报价，提供统一推理API和备援。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Developer Tools", "Marketplace", "B2B", "AI" - ] + ], + "businessModel": "托管推理采购市场与路由服务；总交易额、供应商转付及平台净收费待拆" }, { "id": "YC36940", @@ -27212,28 +27302,30 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：Long horizon RL environments from real-life 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": "研发真实场景、长期工作流及多人交互的RL模拟环境与评测。", + "buyer": "前沿模型训练及研究团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "暂保留模型训练设施；简介短，本轮无相关发布正文，主营具体交付、付费和技术有效性继续留缺，不按research lab宣传提高技术等级。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36974" + "YC-E-36974", + "C02-FULL-YC36974" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发真实场景、长期工作流及多人交互的RL模拟环境与评测。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "Machine Learning", "Reinforcement Learning", "B2B", "Data Labeling", "AI" - ] + ], + "businessModel": "训练环境与评测研发；实际产品、许可及服务收费未核" }, { "id": "YC37005", @@ -27565,26 +27657,28 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Training Data For Speech 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": "设计并采集用于语音模型训练的音频数据集。", + "buyer": "语音模型训练团队", + "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。", + "notes": "保留训练数据设施；简介短，无相关发布正文，合同、数据权利、客户与收入均待核，未把公司名称当已验证的完整业务能力。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37566" + "YC-E-37566", + "C02-FULL-YC37566" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：设计并采集用于语音模型训练的音频数据集。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。", "directoryTags": [ "AI", "Conversational AI", "ML" - ] + ], + "businessModel": "音频训练数据设计采集；许可、复用权及贡献者成本未核" }, { "id": "YC37600", @@ -33880,6 +33974,21 @@ "provider": "Stripe", "connectionExpired": false, "origin": "payment-platform" + }, + { + "id": "COARENA-O-CUMULATIVE", + "company": "YC33738", + "name": "CoArena", + "kind": "竞技场发布自述约两周累计收入", + "value": 60000, + "unit": "原文$，币种待核", + "timing": "2026-08-22公开发布称两周前上线；具体财务起止日未给", + "evidence": "COARENA-REVENUE-LAUNCH", + "scope": "CoArena竞技场自述；Coasty及全主体收入边界未核", + "selection": "historical", + "reason": "累计收入非MRR或ARR；免费公开入口与实验室服务收入来源待拆，确认口径、币种和底表未核，不进入同期比较", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -51691,6 +51800,490 @@ "kind": "公司官方资料", "summary": "官网描述训练RNA基础模型，并以疾病进展及患者筛选应用支持药企临床研发，提供早期访问入口。", "limitation": "合作及融资公告链接未在本轮展开，不把公告标题当收入证据；临床效果、许可及付费未独立核。" + }, + { + "id": "C02-FULL-YC30501", + "companyId": "YC30501", + "title": "Cartpole模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/cartpole", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "构建用于前沿模型训练的强化学习环境。 现主营为模型训练；同页Jazzberry/Prophet代码查错旧发布保留沿革，不将旧应用直接作当前软件开发主营。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30503", + "companyId": "YC30503", + "title": "Vesence模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/vesence", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供整合邮件、文件、浏览器及多Agent桌面的跨设备工作台。 现官网与YC均为工作台；旧Word合同审查应用单列沿革，按面向使用者的办公交付归C05，非按云电脑实现归算力。创始人音乐版税不归公司收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30605", + "companyId": "YC30605", + "title": "Dedalus Labs模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/dedalus-labs", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为Agent提供隔离且跨会话保留文件、软件和状态的计算环境及开发接口。 从算力移Agent运行设施；Dedalus Machines现主营与旧MCP托管发布分开。免费积分不是收入，未读代码或运行SDK。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30608", + "companyId": "YC30608", + "title": "MangoDesk模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/mangodesk", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "构建真实工作流的长期强化学习环境，提供评测及后训练数据生产支持。 保留模型训练设施；旧评测标注平台与专家池并列为沿革，创始人前公司七位数ARR不归MangoDesk。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30645", + "companyId": "YC30645", + "title": "Panels模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/panels", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "组织贡献者采集语音，提供基础语音模型训练及评测数据。 保留训练数据分类，非自研语音模型；贡献者网络规模、覆盖语言与已付费客户不同，未核录音权利及数据质量。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30647", + "companyId": "YC30647", + "title": "Cyberdesk模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/cyberdesk", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过API让开发者在Windows等旧桌面系统运行可学习任务轨迹的Agent。 由算力移Agent设施；医疗是客户场景，不直接当诊所运营商。速度、确定性与生产使用均为自述，旧项目用户量不归本公司。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30770", + "companyId": "YC30770", + "title": "Button Computer模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/button-computer", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "研发夹在衣服上的按键语音AI设备，作为手机和电脑的交互伴侣。 从算力移个人应用终端；公开发布不证明量产或交货。延迟和隐私为公司自述，没有运行验证或自身收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30876", + "companyId": "YC30876", + "title": "Velum Labs模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/velum-labs", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "监控并执行企业数据栈的数据质量规则，阻止问题数据进入报表。 从算力移企业通用数据工作；OS/infra是定位，已读资料未明确主营模型训练或推理设施，AI能力及具体产品仍需补证。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC30883", + "companyId": "YC30883", + "title": "hillclimb模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/hillclimb", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "组织数学等领域专家构建训练数据和RL环境，帮助实验室训练研究型Agent。 保留训练数据设施；合作、人才招募及模型表现仅自述，旧Headstarter用户和创始人履历不归当前公司收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31088", + "companyId": "YC31088", + "title": "RunAnywhere模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/runanywhere", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供开放权重模型云端、BYOC、本地及设备侧推理栈与SDK。 保留推理设施；旧设备侧SDK与Wally现主营一并注明。引用Artificial Analysis的速度是公司转述，本轮未独立核榜单或运行测试；免费积分非收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31128", + "companyId": "YC31128", + "title": "Cumulus Labs模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/cumulus-labs", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "整合模型路由、缓存、评测、微调及推理引擎，并提供GPU部署资源。 保留模型基础设施；旧多租户资源聚合与现自述Grace GPU栈分开，不由宣传推定自有资产、已付费规模或性能。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31137", + "companyId": "YC31137", + "title": "Luel模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/luel", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "按规格组织多模态数据采集，并许可已完成的训练数据集。 保留训练数据设施；权利清理与交付速度为自述，未逐项审同意书、许可链及实际交付合同。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31145", + "companyId": "YC31145", + "title": "RamAIn模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/ramain", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "培训可操作企业浏览器及桌面应用的AI员工，自动完成跨系统业务任务。 从算力移企业通用工作；买家是运营团队而非主要出售开发者运行环境，多个行业案例不分别新增公司，安全及速度未独立核。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31164", + "companyId": "YC31164", + "title": "Compresr模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/compresr", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供压缩模型上下文的API和面向Agent的代理工具。 保留模型优化设施；开源及压缩倍率为自述，未打开代码或复测精度，不把客户节省的token费用当本公司收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31171", + "companyId": "YC31171", + "title": "Overshoot模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/overshoot", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "针对客户硬件与工作负载定制优化推理部署镜像。 保留推理设施；现主营是定制优化，旧实时视觉API发布单列，不能当纯软件订阅。达标付款条件不证明已实现收入或毛利。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31191", + "companyId": "YC31191", + "title": "Traverse模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/traverse", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业定制构建并运行模型与推理系统。 保留设施分类但标注服务交付，当前长简介空白、据简介及发布判断；Belvedir创始人提及过去Traverse不直接证明两公司现主体或财务相同。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31219", + "companyId": "YC31219", + "title": "Voxel Energy模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/voxel-energy", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为数据中心建设集成太阳能、再利用电池及直流微电网供能系统。 从算力移能源工程专业业务；土地合约、储备电池、原型运行与可售容量不同，不当收入或云推理订阅，原型及稳定供电自述未独立核。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31223", + "companyId": "YC31223", + "title": "Datoric模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/datoric", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为机器人等模型研发定制数据，贯通研究、采集、验证和规模生产。 保留训练数据设施。旧发布称近30日接近七位数收入，但无确切金额、币种或会计区间，不强填数值或年化；创始人2023旧任务收入另分，不归新公司。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31250", + "companyId": "YC31250", + "title": "The Token Company模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/the-token-company", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供剔除冗余上下文的模型输入压缩中间件及API。 保留模型设施；客户采购提升和减少推理成本不是公司收入，速度、精度与偏好实验仅自述，未独立复测。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31276", + "companyId": "YC31276", + "title": "TensorTest模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/tensortest", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为创意Agent提供私有评测、RL任务环境及专家示范与偏好训练数据。 从算力移Agent评测设施；TensorTest原Ritivel，旧医药监管写作应用另列沿革，不将旧药企损失或目标写作效率当现收入；TimelineBench为自建评测未独立核。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31359", + "companyId": "YC31359", + "title": "Twolabs模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/twolabs", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "构建可验证RL环境、评测和专有训练数据，面向模型及机器人策略后训练。 现官网与YC一致保留训练设施；旧养老人形机器人Tobi发布单列沿革，不据旧设计推定当前量产、交付或收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC31396", + "companyId": "YC31396", + "title": "BayMachines模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/baymachines", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "在客户本地部署隔离网络的GPU容器，支持本地AI运行与微调。 保留算力设施；行业标签不改变主要交付。CMMC/NIST要求的支持表述不等取得认证，本轮未核合同、真实客户或独立安全结论。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC32130", + "companyId": "YC32130", + "title": "Olam Labs模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/olam-labs", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "构建人与模型交互的多Agent模拟环境、竞技场及行为评测。 由算力移Agent评测设施；付费玩家和token使用无收入金额，免费入口与付费叙述须核合同；自建欺骗指标不当第三方能力验证或公司财务判断。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC32133", + "companyId": "YC32133", + "title": "Belvedir模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/belvedir", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "将客户运行轨迹转为训练集与RL环境，训练、评测并托管专属模型。 保留训练推理设施；10家使用与成本/性能提升仅自述，不等付费金额。创始人过去Traverse经历不作当前主体合并依据。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC32134", + "companyId": "YC32134", + "title": "Parasma模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/parasma", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "研发用人类脑细胞进行计算的训练方法及基础设施。 暂保留替代计算设施研究；Doom及token预测仅自述，不把研究目标当可商用GPU替代。创始人旧数字物品市场挂牌额不是本公司收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC32259", + "companyId": "YC32259", + "title": "screenpipe模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/screenpipe", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "记录企业电脑上的工作上下文，生成可检索记忆、流程文档及自动化线索。 由算力移企业通用工作；可供Agent作为上下文是用途，不直接等模型训练数据销售。开源、星标、可用性和隐私均未在本轮代码/产品实测。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC32517", + "companyId": "YC32517", + "title": "Standard Machines模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/standard-machines", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "构建长周期芯片设计任务的RL环境及模型评测，涵盖设计到验证循环。 保留模型训练设施，与直接卖EDA软件分开；形式验证、确定性与物理评分是自述，竞争公司薪资和流片目标不是收入或已实现产品能力。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC32988", + "companyId": "YC32988", + "title": "Markov模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/markov", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "采集专业软件使用中的屏幕、鼠标键盘轨迹和标注，供模型实验室训练。 保留数据设施；自述已售15000小时和下载量无售价、币种及收入金额，不由工时反推ARR。全栈训练部署是后续方向，非当前已核交付。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC33051", + "companyId": "YC33051", + "title": "Tokenless模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/tokenless", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "研究并修复RL环境及评测中的缺陷，减少奖励投机并解释Agent行为。 从算力移Agent评测设施；旧Touchy iPhone助手另列沿革，当前研究定位不证明模型性能或付费使用；旧用户和创始人履历不归收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC33054", + "companyId": "YC33054", + "title": "Lamb Labs模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/lamb-labs", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "研发将模型权重固化到芯片中的专用AI推理硬件。 保留芯片设施；吞吐及能效均为自述，未核物理样片、量产或实测。旧发布预告下周开源不当已公开材料或订阅收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC33250", + "companyId": "YC33250", + "title": "isoquant模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/isoquant", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供开放模型推理云和API，优化GPU及模型服务性能。 保留推理设施，官网与现YC定位对应；旧Agent FM编码Agent群聊应用分开，旧付费工程师及活跃度不转当前推理收入，页脚Agent FM Inc不等工商已核。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC33738", + "companyId": "YC33738", + "title": "CoArena模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/coarena", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "让用户盲评两个电脑操作Agent完成相同任务，形成实时评测和数据。 从算力移Agent评测设施；同页Coasty旧运行产品保留，82.81%及其他成绩仅机构页自述，本轮未查独立榜单。60000收入是发布时累计值，不是MRR/ARR。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC34794", + "companyId": "YC34794", + "title": "Petrichor模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/petrichor", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为AI团队运行生物实验，返回供模型学习的实验数据。 按主要交付暂保留训练数据设施，非推定自研药物或基础模型；简介短，实际实验、客户、经常性收入和合同待核，不能按纯软件订阅比较。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC35191", + "companyId": "YC35191", + "title": "Munito AI模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/munito-ai", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过兼容API提供开放模型推理，允许选择欧洲或美国地区。 保留推理设施；EU隐私默认与零留存均为自述，地区选择分开，不当第三方合规审计。免费额度、创始人旧产品和客户用量不是当前收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC35263", + "companyId": "YC35263", + "title": "River模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/rivereditor", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "为知识工作提供跨文件、应用、文档、表格及演示的AI协作工作台。 从算力移办公应用；官网示例Meadow投资者更新内的71400/84200等是演示文件，不归River收入，100000创作者也不等付费用户。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC35265", + "companyId": "YC35265", + "title": "Hopper模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/hopper", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "基于客户生产轨迹后训练开放语音模型，并优化及托管实时推理。 保留模型设施；语音业务场景不等替客户运营呼叫中心。模型速度/成本和行业2028预测均自述，前雇主通话量不归Hopper收入。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC36908", + "companyId": "YC36908", + "title": "RouterPlus模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/routerplus", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "按客户真实流量选模型、汇集需求并让供应商竞争报价，提供统一推理API和备援。 保留推理设施；客户日消息量和峰值容量不是收入，创始人此前Trupeer 4M ARR不归RouterPlus，不能从使用量直接推ARR或利润。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC36974", + "companyId": "YC36974", + "title": "Epsilab模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/epsilab-com", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "研发真实场景、长期工作流及多人交互的RL模拟环境与评测。 暂保留模型训练设施；简介短，本轮无相关发布正文，主营具体交付、付费和技术有效性继续留缺，不按research lab宣传提高技术等级。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-FULL-YC37566", + "companyId": "YC37566", + "title": "The Agentic Data Co.模型设施与当前交付逐项复核", + "url": "https://www.ycombinator.com/companies/the-agentic-data-co", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "设计并采集用于语音模型训练的音频数据集。 保留训练数据设施；简介短，无相关发布正文，合同、数据权利、客户与收入均待核，未把公司名称当已验证的完整业务能力。", + "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。" + }, + { + "id": "C02-CURRENT-HOME-YC30503", + "companyId": "YC30503", + "title": "Vesence现工作台与旧律所应用", + "url": "https://www.vesence.com/", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "公司官方资料", + "summary": "当前官网提供邮件、文件、浏览器和多Agent桌面，面向创始人、工程师及专业团队，支持Office工具。", + "limitation": "邀请和演示入口不证明已付费；软件、云桌面及服务收入未拆，旧律所应用和个人音乐版税不归当前平台收入。" + }, + { + "id": "C02-CURRENT-HOME-YC35263", + "companyId": "YC35263", + "title": "River办公工作台与演示财务边界", + "url": "https://meetriver.com/", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "公司官方资料", + "summary": "官网提供文档、表格、演示及跨应用协作，页面中的Meadow投资者更新和指标表属于产品演示。", + "limitation": "演示的收入及客户数字不归River，不按演示数字添加收入观测；标价、用户规模与实际合同未勾稽。" + }, + { + "id": "C02-CURRENT-HOME-YC33250", + "companyId": "YC33250", + "title": "isoquant现推理API与旧Agent FM沿革", + "url": "https://isoquant.ai/", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "公司官方资料", + "summary": "官网当前为开放模型推理，按USD每百万输入/缓存/输出token报价，页脚仍标Agent FM Inc。", + "limitation": "报价不是收入，SOC 2 in progress不是已认证；旧群聊应用与现推理服务分开，法律注册和收入连续性未独立核。" + }, + { + "id": "C02-CURRENT-HOME-YC31359", + "companyId": "YC31359", + "title": "Twolabs现后训练设施与旧机器人沿革", + "url": "https://twolabs.ai/", + "publishedAt": null, + "accessedAt": "2026-10-30", + "kind": "公司官方资料", + "summary": "官网明确交付可验证RL环境、评测和训练数据，面向前沿模型与机器人策略，页脚列Twolabs Inc。", + "limitation": "旧Tobi养老机器人发布不等当前制造业务或量产；自我改进目标不当已实现能力，主体注册及合同未核。" + }, + { + "id": "COARENA-REVENUE-LAUNCH", + "companyId": "YC33738", + "title": "CoArena公开发布的累计收入及产品边界", + "url": "https://www.ycombinator.com/launches/T3R-coarena-the-biggest-crowdsourced-benchmark-for-computer-use", + "publishedAt": "2026-08-22", + "accessedAt": "2026-10-30", + "kind": "YC官方页面中的公司自述复核", + "summary": "2026-08-22发布称竞技场两周前上线，累计收入由0到原文$60000；同文称公开竞技场免费，并向实验室提供评测/数据，具体收入来源未拆。", + "limitation": "原文$未明币种，近两周为相对叙述而非准确会计区间，收入/收款/合同及Coasty贡献未核；不认定MRR或ARR，不以免费入口与收入并存推断虚报。" } ], "reviews": [ @@ -54225,6 +54818,113 @@ "C02-HOME-YC30613" ], "handling": "以实际交付而非客户产业、实现方式或单个关键词判断；GPU合约/运维、EDA软件、实体设备、保险及金融BPO分别标注商业模式。无新收入金额或技术等级，原成立/团队快照及财务观测保留，后续核法律主体、合同和经营状态。" + }, + { + "id": "C02-FULL-R-39", + "type": "剩余模型设施规则初分类逐项复核", + "company": "原C02剩余39项规则初分", + "scope": "companies", + "companyIds": [ + "YC30501", + "YC30503", + "YC30605", + "YC30608", + "YC30645", + "YC30647", + "YC30770", + "YC30876", + "YC30883", + "YC31088", + "YC31128", + "YC31137", + "YC31145", + "YC31164", + "YC31171", + "YC31191", + "YC31219", + "YC31223", + "YC31250", + "YC31276", + "YC31359", + "YC31396", + "YC32130", + "YC32133", + "YC32134", + "YC32259", + "YC32517", + "YC32988", + "YC33051", + "YC33054", + "YC33250", + "YC34794", + "YC35191", + "YC35263", + "YC35265", + "YC36908", + "YC36974", + "YC37566" + ], + "summary": "本轮39项公开YC主营及所附相关发布均读取，补4项现官网。26项保留C02，13项移至企业工作、个人终端、Agent设施或能源工程；CoArena财务单列关联核查。至此此前52项C02规则初分均有人工复核，不代表这些公司的主体、技术、合同、财务已完整核验，也不代表全部来源覆盖。", + "evidenceIds": [ + "C02-FULL-YC30501", + "C02-FULL-YC30503", + "C02-FULL-YC30605", + "C02-FULL-YC30608", + "C02-FULL-YC30645", + "C02-FULL-YC30647", + "C02-FULL-YC30770", + "C02-FULL-YC30876", + "C02-FULL-YC30883", + "C02-FULL-YC31088", + "C02-FULL-YC31128", + "C02-FULL-YC31137", + "C02-FULL-YC31145", + "C02-FULL-YC31164", + "C02-FULL-YC31171", + "C02-FULL-YC31191", + "C02-FULL-YC31219", + "C02-FULL-YC31223", + "C02-FULL-YC31250", + "C02-FULL-YC31276", + "C02-FULL-YC31359", + "C02-FULL-YC31396", + "C02-FULL-YC32130", + "C02-FULL-YC32133", + "C02-FULL-YC32134", + "C02-FULL-YC32259", + "C02-FULL-YC32517", + "C02-FULL-YC32988", + "C02-FULL-YC33051", + "C02-FULL-YC33054", + "C02-FULL-YC33250", + "C02-FULL-YC34794", + "C02-FULL-YC35191", + "C02-FULL-YC35263", + "C02-FULL-YC35265", + "C02-FULL-YC36908", + "C02-FULL-YC36974", + "C02-FULL-YC37566", + "C02-CURRENT-HOME-YC30503", + "C02-CURRENT-HOME-YC35263", + "C02-CURRENT-HOME-YC33250", + "C02-CURRENT-HOME-YC31359" + ], + "handling": "当前主营优先，旧发布保留沿革；RL环境/训练数据、推理芯片与云、优化服务、湿实验数据、工作台、终端硬件和能源系统分别标明交付。Datoric近七位数仅定性记录，不填精确数字或年化；River演示财务及前雇主收入排除。" + }, + { + "id": "COARENA-R-REVENUE", + "type": "竞技场累计收入与免费/付费边界复核", + "company": "CoArena", + "scope": "companies", + "companyIds": [ + "YC33738" + ], + "summary": "CoArena从目录深化为Agent评测个案，保留原始目录来源。发布中60000收入为约两周累计自述，币种、确认及Coasty/数据服务边界留缺。", + "evidenceIds": [ + "C02-FULL-YC33738", + "COARENA-REVENUE-LAUNCH" + ], + "handling": "不把累计收入当MRR、乘12或52/2推ARR；免费竞技场和收入并存不单独证明异常。成绩仅公司自述，没有第三方验证升级。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 235ff7c..cf42b3e 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-30-40", + "version": "2026-10-30-41", "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24条深化为个案并保留来源；当前基础项215条主营分类人工复核。新增13项算力设施边界复核：2项保留、11项按模型/个人终端/专业交付移类，原52项规则初分尚余39项；Iron Grid产品和合同仍不足，暂按工程定位分类。此前26项Agent设施与12项实体产业复核及经营状态/历史发布边界保留。继续逐条核其余资料、主体、合同与财务，不将本批定向复核视为全部覆盖。", + "nextCheck": "原新增目录中25条深化为个案并保留来源；当前基础项253条主营分类人工复核。此前52项C02规则初分已全部人工复核（13项及本轮39项），本轮26项保留、13项按实际交付移类；短简介与暂分类仍留产品/合同缺项。CoArena累计收入不作MRR/ARR，Datoric模糊收入不强填，River演示财务及旧品牌/雇主业绩排除。继续核其他规则分类及全部主体、技术、财务，逐项人工复核不等来源全量或公司尽调完成。", "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 5d0505d..5ab48b6 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-30-c02-boundaries-1", + "sourceVersion": "2026-10-30-c02-remainder-1", "asOf": "2026-10-30", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business",