From 790dda09de1c78f99160b7e2a572750a34c74590 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 03:44:51 +0800 Subject: [PATCH] Review third uncertain AI cohort and retain shutdown and mixed service evidence --- apps/docs/scripts/auth-cli.ts | 6 +- apps/docs/tests/research.test.ts | 46 +- content/research/ai-companies.seed.json | 1919 +++++++++++++++++++- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1961 insertions(+), 16 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 8be9a2c..616e4a3 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,10 +182,10 @@ async function main() { assert.equal(researchResponse.status, 200, "authenticated research API"); assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store")); const research = await researchResponse.json(); - assert.equal(research.companies.length, 1078); + assert.equal(research.companies.length, 1090); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2831); - assert.equal(research.observations.length, 380); + assert.equal(research.evidence.length, 2901); + assert.equal(research.observations.length, 388); 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 4caffc0..c6d9cdb 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l for (let i = 0; i < 20; i++) consumeCode(config, "invalid"); assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); - assert.equal(initial.companies.length, 1078); - assert.equal(initial.evidence.length, 2831); - assert.equal(initial.observations.length, 380); + assert.equal(initial.companies.length, 1090); + assert.equal(initial.evidence.length, 2901); + assert.equal(initial.observations.length, 388); 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"); @@ -64,8 +64,8 @@ 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, 176); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 14); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 179); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 15); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]); @@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => { const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); - assert.equal(summary.reduce((n, c) => n + c.count, 0), 1078); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1090); assert.equal(summary.reduce((n, c) => n + c.self, 0), 53); 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), 1004); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1016); 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")); @@ -124,8 +124,8 @@ test("service run rates, legacy freight revenue and paid adoption do not become 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, 88); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 19); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 93); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 20); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/); @@ -522,6 +522,34 @@ test("a second uncertain cohort admits evidenced AI tasks while preserving auton assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR2-"))); }); +test("the third uncertain cohort retains shutdowns, unknown scale and mixed data-service economics", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-3")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(48, 72); + assert.equal(batch.complete, false); + assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source)); + assert.equal(batch.records.filter((r) => r.status === "linked").length, 12); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 12); + for (const name of ["Voltair", "Mirabelle", "ZeroSettle", "Kyten Technologies"]) { + assert.equal(batch.records.find((r) => r.name === name)!.companyId, undefined); + } + const klaus = snapshot.companies.find((c) => c.id === "YC31084")!; + assert.equal(klaus.revenueStatus, "unknown", "a shutdown must not manufacture a zero revenue report"); + assert.match(klaus.stage, /2026-09-01停服/); + assert.ok(!snapshot.observations.some((o) => o.company === klaus.id)); + const openspec = snapshot.companies.find((c) => c.id === "YC31116")!; + assert.equal(openspec.team, null, "missing staff count stays unknown"); + assert.equal(openspec.year, 2025, "a license copyright line alone is not a company founding date"); + assert.equal(openspec.technicalReview!.level, "public-artifact"); + assert.match(snapshot.companies.find((c) => c.id === "YC31095")!.businessModel!, /清洁/); + const figures = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR3-")); + assert.equal(figures.length, 8); + assert.ok(figures.every((o) => ["excluded", "adoption"].includes(o.selection) && !o.metric && o.comparisonGroup === null)); + assert.equal(figures.find((o) => o.id.endsWith("SHORTKIT-OLD-ARR"))!.selection, "excluded"); + assert.equal(figures.find((o) => o.id.endsWith("KALPA-TRAIN-COST"))!.selection, "excluded"); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR3-"))); +}); + test("Chinese discovery entries preserve unread articles and use separate primary evidence", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; const batch = snapshot.candidateBatches!.find((b) => b.id === "JQ-2026-targeted-1")!; diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index af829ac..0527caa 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-2", + "version": "2026-10-31-ai-unclear-3", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -33156,6 +33156,401 @@ "UNCLEAR2-30933-LAUNCH1" ] } + }, + { + "id": "YC30959", + "name": "Kalpa Labs", + "url": "https://www.ycombinator.com/companies/kalpa-labs", + "channel": "S01", + "cat": "C01", + "year": 2025, + "team": 3, + "location": null, + "business": "研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。", + "buyer": "语音应用及模型开发团队", + "delivery": "当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。", + "notes": "当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网1000分钟/三个月赠额，随后合同；实际单价未核", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30959-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://kalpalabs.ai/", + "businessModel": "语音模型/API及合同；实际计费与毛利未核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读统一语音、模型/数据/训练成本及当前TTS API描述；没有运行模型、核账或独立核榜单，不将低训练成本主张作已证性能/毛利。", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-HOME" + ] + }, + "pricingEvidence": "UNCLEAR3-30959-HOME" + }, + { + "id": "YC30992", + "name": "Amera", + "url": "https://www.ycombinator.com/companies/amera", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 12, + "location": null, + "business": "以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。", + "buyer": "自筹保险计划、第三方管理者及支付方", + "delivery": "官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。", + "notes": "官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-30992-YC", + "UNCLEAR3-30992-LAUNCH1", + "UNCLEAR3-30992-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://amerahealthsolutions.com/", + "businessModel": "医疗保险管理软件及实施；按量/订阅收费与人工成本未核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31041", + "name": "Ploy", + "url": "https://www.ycombinator.com/companies/ploy", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 14, + "location": null, + "business": "以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。", + "buyer": "创业者及营销团队", + "delivery": "按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。", + "notes": "按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31041-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31041-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://ploy.ai", + "businessModel": "营销平台、托管及Agent工作；收费与人工服务占比待核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31043", + "name": "Advanced Metal Research", + "url": "https://www.ycombinator.com/companies/advanced-metal-research", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 3, + "location": null, + "business": "机器人焊接单元，以计算机视觉跟踪及检查，并提供可由Agent接入的工业机器人平台。", + "buyer": "焊接及工业制造团队", + "delivery": "YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。", + "notes": "YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://advancedmetalresearch.com/", + "businessModel": "工业硬件、控制软件和可选付费技能；一次性与经常性收入待拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读闭环焊接CV、开放控制器、Agent集成与付费技能自述；未运行、验焊或核全源码/许可。", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ] + } + }, + { + "id": "YC31058", + "name": "Eos AI", + "url": "https://www.ycombinator.com/companies/eos-ai", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 2, + "location": null, + "business": "统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。", + "buyer": "诊所、医院及医疗运营团队", + "delivery": "YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。", + "notes": "YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31058-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.helloeos.ai/", + "businessModel": "医疗数据/工作流软件与部署；定制实施占比未核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读医疗数据分布统一、预测和工作流自述；VERA/LUCIA增益和跨院效果未独立测试。", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-HOME" + ] + } + }, + { + "id": "YC31081", + "name": "One Robot", + "url": "https://www.ycombinator.com/companies/one-robot", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 2, + "location": null, + "business": "以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。", + "buyer": "机器人策略训练及评估团队", + "delivery": "按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。", + "notes": "按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-LAUNCH1", + "UNCLEAR3-31081-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.onerobot.io/", + "businessModel": "世界模型仿真/评估及数据设施；实际套餐和定制服务未知", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读从机器人数据学习世界模型、策略评估与目标轨迹生成说明；未运行或核实机迁移。", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-HOME" + ] + } + }, + { + "id": "YC31084", + "name": "Klaus AI", + "url": "https://www.ycombinator.com/companies/klaus-ai", + "channel": "S01", + "cat": "C09", + "year": 2025, + "team": 2, + "location": null, + "business": "历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。", + "buyer": "个人及小团队Agent用户", + "delivery": "官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。", + "notes": "官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "官网称停服前已取消订阅；历史实收及套餐金额未核，不补零", + "stage": "官网宣布2026-09-01停服；YC Inactive；法律公司状态未独立核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31084-YC", + "UNCLEAR3-31084-LAUNCH1", + "UNCLEAR3-31084-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://klausai.com", + "businessModel": "历史云助手订阅；服务已结束，既往实收未知", + "entityBasis": "YC历史发布usebits.com、当前klausai.com及页脚Usebits Inc关联；独立注册和历史收费主体未核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31085", + "name": "Janeen", + "url": "https://www.ycombinator.com/companies/janeen", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 5, + "location": null, + "business": "学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。", + "buyer": "输注诊所及医务运营人员", + "delivery": "同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。", + "notes": "同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31085-YC", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31085-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://janeen.care", + "businessModel": "医疗行政工作流软件/服务；人工代办、收费与合同待拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31095", + "name": "Asimov", + "url": "https://www.ycombinator.com/companies/asimov", + "channel": "S01", + "cat": "C02", + "year": 2026, + "team": 3, + "location": null, + "business": "采集多种家庭/商业场景的人体活动，处理为机器人训练数据。", + "buyer": "机器人训练实验室及数据买家", + "delivery": "公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。", + "notes": "公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。 法律主体、实际收费及独立技术效果仍待核。 官网另称拥有清洁公司，每周为逾100名创始人、投资者和学生提供免费或降价清洁；不等100名数据付费客户，清洁服务收入、数据销售与补贴需分开。", + "cohort": "2026年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31095-YC", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31095-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://tryasimov.ai/", + "businessModel": "训练数据交付与人工采集/硬件运营，兼有自营清洁服务；清洁收费/补贴、合作报酬、数据销售及分成须拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31096", + "name": "shortkit", + "url": "https://www.ycombinator.com/companies/shortkit", + "channel": "S01", + "cat": "C08", + "year": 2026, + "team": 2, + "location": null, + "business": "提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。", + "buyer": "消费应用及出版平台", + "delivery": "ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。", + "notes": "ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31096-YC", + "UNCLEAR3-31096-LAUNCH1", + "UNCLEAR3-31096-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.shortkit.dev", + "businessModel": "媒体基础设施、SDK与推荐服务；带宽、广告分成及软件收费待拆", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31097", + "name": "REV1", + "url": "https://www.ycombinator.com/companies/rev1", + "channel": "S01", + "cat": "C07", + "year": 2026, + "team": 2, + "location": null, + "business": "以AI把3D CAD模型转为带尺寸公差的2D制造图纸。", + "buyer": "机械工程及制造设计团队", + "delivery": "按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。", + "notes": "按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2026年成立，据YC自述；精确注册日期未核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截止日未给", + "price": "未取得现行可核实际合同收费", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31097-YC", + "UNCLEAR3-31097-LAUNCH1", + "UNCLEAR3-31097-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://rev1.so", + "businessModel": "工程设计软件；订阅、按图或实施收费未知", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。" + }, + { + "id": "YC31116", + "name": "OpenSpec", + "url": "https://www.ycombinator.com/companies/openspec", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": null, + "location": null, + "business": "以持久规范和变更计划协调编码Agent与多人/跨仓库开发。", + "buyer": "使用编码Agent的开发者及工程团队", + "delivery": "公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。", + "notes": "公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。 法律主体、实际收费及独立技术效果仍待核。", + "cohort": "2025年成立，据YC自述；精确注册日期未核", + "teamBasis": null, + "price": "MIT开源框架；Workspaces团队方向的付费及合同未核", + "stage": "YC状态Active；实际交付及商业成熟度待核", + "sourceType": "YC公司资料、历史发布及可读官网", + "evidenceIds": [ + "UNCLEAR3-31116-YC", + "UNCLEAR3-31116-LAUNCH1", + "UNCLEAR3-31116-HOME", + "UNCLEAR3-31116-README", + "UNCLEAR3-31116-LICENSE" + ], + "revenueStatus": "unknown", + "extraUrl": "http://openspec.dev", + "businessModel": "MIT开源框架；Workspaces团队方向与实际商业收费待核", + "entityBasis": "同一YC页、所链域名及历史发布关联；法律注册和收费主体待核", + "classificationBasis": "人工复核：按当前或最后可核AI任务及买家归类，历史业务/停服与现行经营分开，不回写发现快照。", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "公开README及MIT许可证可读；规范/变更和跨仓库beta范围分开。未安装、运行或独立验证降低错误的效果。", + "evidenceIds": [ + "UNCLEAR3-31116-README", + "UNCLEAR3-31116-LICENSE" + ] + } } ], "observations": [ @@ -39142,6 +39537,126 @@ "evidence": "UNCLEAR2-30904-LAUNCH1", "bound": ">", "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-KALPA-TRAIN-COST", + "company": "YC30959", + "name": "Kalpa Labs", + "kind": "800M模型训练成本主张", + "value": 1000, + "unit": "原文$，币种待核", + "timing": "2025-11-11发布，训练期及成本边界未给", + "scope": "厂商训练支出自述，非收入", + "selection": "excluded", + "reason": "未核训练范围/硬件/核算，不作收入、毛利或独立成本比较", + "evidence": "UNCLEAR3-30959-LAUNCH1", + "bound": "<", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-AMERA-CLIENT-MEMBERS", + "company": "YC30992", + "name": "Amera", + "kind": "合作支付方覆盖会员", + "value": 100000, + "unit": "会员", + "timing": "2026-10-31当前YC自述，统计期未知", + "scope": "客户会员，非Amera付费客户", + "selection": "excluded", + "reason": "客户覆盖不等供应商客户数/订阅数，不反推收入", + "evidence": "UNCLEAR3-30992-YC", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-PLOY-COHORT-USAGE", + "company": "YC31041", + "name": "Ploy", + "kind": "YC P26公司采用占比自述", + "value": 13, + "unit": "%", + "timing": "2026-06-17发布", + "scope": "批次内公司使用，分母及付费未核", + "selection": "adoption", + "reason": "使用占比不是付费率，不以融资或客户收入填供应商ARR", + "evidence": "UNCLEAR3-31041-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-EOS-CLIENT-RECOVERY", + "company": "YC31058", + "name": "Eos AI", + "kind": "早期诊所收入恢复宣传", + "value": 37, + "unit": "%", + "timing": "2026-03-05发布，客户实验期未给", + "scope": "客户收入恢复，非Eos收入", + "selection": "excluded", + "reason": "分母、合同分成与底账未知，客户效果不等供应商实收", + "evidence": "UNCLEAR3-31058-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-JANEEN-DRUG-COST", + "company": "YC31085", + "name": "Janeen", + "kind": "患者年度生物药费用例子", + "value": 80000, + "unit": "原文$，币种待核", + "timing": "2026-01-29发布", + "scope": "患者/诊所药费，非Janeen收入", + "selection": "excluded", + "reason": "药费/报销和平台服务费主体不同，不能作自身ARR", + "evidence": "UNCLEAR3-31085-LAUNCH1", + "bound": "≥", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-SHORTKIT-OLD-ARR", + "company": "YC31096", + "name": "shortkit", + "kind": "创始人曾任职旧SaaS的ARR", + "value": 6000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31当前YC自述，旧事业时点未给", + "scope": "首位员工旧公司业绩，非ShortKit", + "selection": "excluded", + "reason": "明确不同经营主体，旧ARR不能转移到新公司", + "evidence": "UNCLEAR3-31096-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-OPENSPEC-OLD-STARS", + "company": "YC31116", + "name": "OpenSpec", + "kind": "历史GitHub stars自述", + "value": 27000, + "unit": "stars", + "timing": "2026-03-06发布", + "scope": "开源社区关注量", + "selection": "adoption", + "reason": "stars不等安装、活跃、付费或收入；只保留当时快照", + "evidence": "UNCLEAR3-31116-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR3-O-OPENSPEC-CURRENT-STARS", + "company": "YC31116", + "name": "OpenSpec", + "kind": "官网当前GitHub stars显示", + "value": 73400, + "unit": "stars", + "timing": "2026-10-31读取，缓存同步时间未知", + "scope": "官网转引社区关注量", + "selection": "adoption", + "reason": "官网缓存可能与GitHub不同步，不与历史数相加，不反推收入", + "evidence": "UNCLEAR3-31116-HOME", + "bound": "≈", + "comparisonGroup": null } ], "evidence": [ @@ -70285,6 +70800,776 @@ "kind": "公司自述官方资料复核", "summary": "原192项中第25—48项：13新增公司，11仍AI主营待核，无重复公司。", "limitation": "原发现审计不改，累计本轮两批48项及此前OpenSEO1项；其余143项继续补核，不称全来源覆盖。" + }, + { + "id": "UNCLEAR3-30959-YC", + "companyId": "YC30959", + "title": "Kalpa Labs：YC当前复核", + "url": "https://www.ycombinator.com/companies/kalpa-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3、状态Active。研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。 当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30959-LAUNCH1", + "companyId": "YC30959", + "title": "Kalpa Labs: Scaling Generalist Speech Models", + "url": "https://www.ycombinator.com/launches/Op4-kalpa-labs-scaling-generalist-speech-models", + "publishedAt": "2025-11-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。 当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30964-YC", + "companyId": null, + "title": "Sava Trust Company：YC当前复核", + "url": "https://www.ycombinator.com/companies/sava-trust-company", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队8、状态Active。信托与遗产服务；当前YC和极短发布未给AI核心任务，官网无法读取，继续待核。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30964-LAUNCH1", + "companyId": null, + "title": "Sava", + "url": "https://www.ycombinator.com/launches/OkS-sava", + "publishedAt": "2025-11-03", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "信托与遗产服务；当前YC和极短发布未给AI核心任务，官网无法读取，继续待核。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30973-YC", + "companyId": null, + "title": "General Astronautics：YC当前复核", + "url": "https://www.ycombinator.com/companies/generalastro", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队4、状态Active。太空实验/制造机器人，当前口号含superintelligent，但官网只有联系入口，历史仅自主实验流程；学习模型/AI核心业务仍需补证。宇航员工时成本不作公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30973-LAUNCH1", + "companyId": null, + "title": "General Astronautics — Robots for Space", + "url": "https://www.ycombinator.com/launches/PY8-general-astronautics-robots-for-space", + "publishedAt": "2026-02-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "太空实验/制造机器人，当前口号含superintelligent，但官网只有联系入口，历史仅自主实验流程；学习模型/AI核心业务仍需补证。宇航员工时成本不作公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30978-YC", + "companyId": null, + "title": "Miniswap：YC当前复核", + "url": "https://www.ycombinator.com/companies/miniswap", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。桌游微缩模型市场及目录匹配；自动填表/结构化商品目录不单独证明AI主营，商品标价与交易额不等平台收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30978-LAUNCH1", + "companyId": null, + "title": "Miniswap: The Marketplace for Tabletop Games", + "url": "https://www.ycombinator.com/launches/Ood-miniswap-the-marketplace-for-tabletop-games", + "publishedAt": "2025-11-11", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "桌游微缩模型市场及目录匹配；自动填表/结构化商品目录不单独证明AI主营，商品标价与交易额不等平台收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30992-YC", + "companyId": "YC30992", + "title": "Amera：YC当前复核", + "url": "https://www.ycombinator.com/companies/amera", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队12、状态Active。以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。 官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-30992-LAUNCH1", + "companyId": "YC30992", + "title": "Amera - Automating health insurance claims processing", + "url": "https://www.ycombinator.com/launches/OmI-amera-automating-health-insurance-claims-processing", + "publishedAt": "2025-11-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。 官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31003-YC", + "companyId": null, + "title": "Voltair：YC当前复核", + "url": "https://www.ycombinator.com/companies/voltair", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队5、状态Active。自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31003-LAUNCH1", + "companyId": null, + "title": "Voltair: Network of Distributed Autonomous Drones for Earth observation", + "url": "https://www.ycombinator.com/launches/PhE-voltair-network-of-distributed-autonomous-drones-for-earth-observation", + "publishedAt": "2026-03-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31003-LAUNCH2", + "companyId": null, + "title": "Voltair: Drones that Charge on Power Lines", + "url": "https://www.ycombinator.com/launches/PG8-voltair-drones-that-charge-on-power-lines", + "publishedAt": "2026-01-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31004-YC", + "companyId": null, + "title": "Dome：YC当前复核", + "url": "https://www.ycombinator.com/companies/dome", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Inactive。预测市场统一API；YC Inactive，官网无可读正文。开发者API和AI客户关系不证明AI主营，资金/成交量非ARR。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31004-LAUNCH1", + "companyId": null, + "title": "Dome - A unified API for prediction markets", + "url": "https://www.ycombinator.com/launches/OiX-dome-a-unified-api-for-prediction-markets", + "publishedAt": "2025-10-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场统一API；YC Inactive，官网无可读正文。开发者API和AI客户关系不证明AI主营，资金/成交量非ARR。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31016-YC", + "companyId": null, + "title": "Crosslayer Labs：YC当前复核", + "url": "https://www.ycombinator.com/companies/crosslayer-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3、状态Active。网站/API基础设施安全监测及多层信号关联；创始人AI安全研究不替代当前产品AI核心证据。标准覆盖网站/证书量不当公司客户或收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31016-LAUNCH1", + "companyId": null, + "title": "Crosslayer Labs: We discovered (and can protect you against) a new attack allowing hackers to spoof any website(!)", + "url": "https://www.ycombinator.com/launches/PR7-crosslayer-labs-we-discovered-and-can-protect-you-against-a-new-attack-allowing-hackers-to-spoof-any-website", + "publishedAt": "2026-02-13", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "网站/API基础设施安全监测及多层信号关联；创始人AI安全研究不替代当前产品AI核心证据。标准覆盖网站/证书量不当公司客户或收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31021-YC", + "companyId": null, + "title": "Zephyr Fusion：YC当前复核", + "url": "https://www.ycombinator.com/companies/zephyr-fusion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。空间聚变电源；给数据中心/AI计算供电属于邻接用途，未取得自身AI核心交付依据。未来功率/工厂或行业成本不是收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31021-LAUNCH1", + "companyId": null, + "title": "Zephyr Fusion: In-orbit fusion power", + "url": "https://www.ycombinator.com/launches/Oox-zephyr-fusion-in-orbit-fusion-power", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "空间聚变电源；给数据中心/AI计算供电属于邻接用途，未取得自身AI核心交付依据。未来功率/工厂或行业成本不是收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31040-YC", + "companyId": null, + "title": "CatchBack Cards：YC当前复核", + "url": "https://www.ycombinator.com/companies/catchback-cards", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队7、状态Active。收藏卡数字包及实物交易平台；个性化概率、密码学工具和市场活动不证明AI主营，卡片GMV/回购额非净收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31040-LAUNCH1", + "companyId": null, + "title": "CatchBack Cards: Maximizing the thrill of collecting trading cards", + "url": "https://www.ycombinator.com/launches/PHo-catchback-cards-maximizing-the-thrill-of-collecting-trading-cards", + "publishedAt": "2026-01-27", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "收藏卡数字包及实物交易平台；个性化概率、密码学工具和市场活动不证明AI主营，卡片GMV/回购额非净收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31041-YC", + "companyId": "YC31041", + "title": "Ploy：YC当前复核", + "url": "https://www.ycombinator.com/companies/ploy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队14、状态Active。以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。 按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31041-LAUNCH1", + "companyId": "YC31041", + "title": "Ploy turns your website into your company's growth engine.", + "url": "https://www.ycombinator.com/launches/QuH-ploy-turns-your-website-into-your-company-s-growth-engine", + "publishedAt": "2026-06-17", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。 按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31043-YC", + "companyId": "YC31043", + "title": "Advanced Metal Research：YC当前复核", + "url": "https://www.ycombinator.com/companies/advanced-metal-research", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队3、状态Active。机器人焊接单元，以计算机视觉跟踪及检查，并提供可由Agent接入的工业机器人平台。 YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31058-YC", + "companyId": "YC31058", + "title": "Eos AI：YC当前复核", + "url": "https://www.ycombinator.com/companies/eos-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。 YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31058-LAUNCH1", + "companyId": "YC31058", + "title": "Eos AI - Autonomous OS for hospitals", + "url": "https://www.ycombinator.com/launches/Pct-eos-ai-autonomous-os-for-hospitals", + "publishedAt": "2026-03-05", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。 YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31062-YC", + "companyId": null, + "title": "Hlabs：YC当前复核", + "url": "https://www.ycombinator.com/companies/hlabs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队1、状态Active。机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31062-LAUNCH1", + "companyId": null, + "title": "HLabs: US-made robot actuators and electronics", + "url": "https://www.ycombinator.com/launches/PfW-hlabs-us-made-robot-actuators-and-electronics", + "publishedAt": "2026-03-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31062-LAUNCH2", + "companyId": null, + "title": "HLabs: US-made robot actuators and electronics", + "url": "https://www.ycombinator.com/launches/PfX-hlabs-us-made-robot-actuators-and-electronics", + "publishedAt": "2026-03-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31081-YC", + "companyId": "YC31081", + "title": "One Robot：YC当前复核", + "url": "https://www.ycombinator.com/companies/one-robot", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。 按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31081-LAUNCH1", + "companyId": "YC31081", + "title": "One Robot - World models for robots", + "url": "https://www.ycombinator.com/launches/PWj-one-robot-world-models-for-robots", + "publishedAt": "2026-02-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。 按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31084-YC", + "companyId": "YC31084", + "title": "Klaus AI：YC当前复核", + "url": "https://www.ycombinator.com/companies/klaus-ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Inactive。历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。 官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31084-LAUNCH1", + "companyId": "YC31084", + "title": "Klaus: Get Your OpenClaw Personal Assistant in 5 minutes", + "url": "https://www.ycombinator.com/launches/POK-klaus-get-your-openclaw-personal-assistant-in-5-minutes", + "publishedAt": "2026-02-07", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。 官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31085-YC", + "companyId": "YC31085", + "title": "Janeen：YC当前复核", + "url": "https://www.ycombinator.com/companies/janeen", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队5、状态Active。学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。 同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31085-LAUNCH1", + "companyId": "YC31085", + "title": "Ruma Care: We help clinics get patients on their biologics faster", + "url": "https://www.ycombinator.com/launches/PIT-ruma-care-we-help-clinics-get-patients-on-their-biologics-faster", + "publishedAt": "2026-01-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "学习保险拒付模式，自动处理事前授权、福利调查和患者援助材料。 同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31091-YC", + "companyId": null, + "title": "Mirabelle：YC当前复核", + "url": "https://www.ycombinator.com/companies/mirabelle", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队2、状态Active。家庭烹饪机器人，官网介绍按顺序加料和未来家庭测试/交货，尚未明确AI学习或核心模型任务；不能仅按机器人名称入表。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31095-YC", + "companyId": "YC31095", + "title": "Asimov：YC当前复核", + "url": "https://www.ycombinator.com/companies/asimov", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队3、状态Active。采集多种家庭/商业场景的人体活动，处理为机器人训练数据。 公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31095-LAUNCH1", + "companyId": "YC31095", + "title": "Asimov 🤖: On demand human intelligence for robots", + "url": "https://www.ycombinator.com/launches/PeH-asimov-on-demand-human-intelligence-for-robots", + "publishedAt": "2026-03-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "采集多种家庭/商业场景的人体活动，处理为机器人训练数据。 公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31096-YC", + "companyId": "YC31096", + "title": "shortkit：YC当前复核", + "url": "https://www.ycombinator.com/companies/shortkit", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Active。提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。 ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31096-LAUNCH1", + "companyId": "YC31096", + "title": "ShortKit – The SDK for Short Form Video Feeds", + "url": "https://www.ycombinator.com/launches/PXQ-shortkit-the-sdk-for-short-form-video-feeds", + "publishedAt": "2026-02-26", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。 ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31097-YC", + "companyId": "YC31097", + "title": "REV1：YC当前复核", + "url": "https://www.ycombinator.com/companies/rev1", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Active。以AI把3D CAD模型转为带尺寸公差的2D制造图纸。 按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31097-LAUNCH1", + "companyId": "YC31097", + "title": "REV1 - Automating engineering drawings for Mechanical Engineers", + "url": "https://www.ycombinator.com/launches/PKz-rev1-automating-engineering-drawings-for-mechanical-engineers", + "publishedAt": "2026-02-02", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI把3D CAD模型转为带尺寸公差的2D制造图纸。 按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31116-YC", + "companyId": "YC31116", + "title": "OpenSpec：YC当前复核", + "url": "https://www.ycombinator.com/companies/openspec", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2025年成立、团队未知、状态Active。以持久规范和变更计划协调编码Agent与多人/跨仓库开发。 公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31116-LAUNCH1", + "companyId": "YC31116", + "title": "OpenSpec: The Spec Framework for Coding Agents", + "url": "https://www.ycombinator.com/launches/Pdc-openspec-the-spec-framework-for-coding-agents", + "publishedAt": "2026-03-06", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以持久规范和变更计划协调编码Agent与多人/跨仓库开发。 公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31119-YC", + "companyId": null, + "title": "ZeroSettle：YC当前复核", + "url": "https://www.ycombinator.com/companies/zerosettle", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Active。移动应用直接计费SDK；智能优惠和确定性规则不等AI主营，转移支付流量、报价及App Store抽成节省不作本公司ARR；法律/支付政策未在此验证。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31119-LAUNCH1", + "companyId": null, + "title": "ZeroSettle - Keep More of Your Mobile App Revenue with Drop-In Direct Billing", + "url": "https://www.ycombinator.com/launches/PeV-zerosettle-keep-more-of-your-mobile-app-revenue-with-drop-in-direct-billing", + "publishedAt": "2026-03-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "移动应用直接计费SDK；智能优惠和确定性规则不等AI主营，转移支付流量、报价及App Store抽成节省不作本公司ARR；法律/支付政策未在此验证。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-31120-YC", + "companyId": null, + "title": "Kyten Technologies：YC当前复核", + "url": "https://www.ycombinator.com/companies/kyten-technologies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "YC自报2026年成立、团队2、状态Inactive。航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。", + "limitation": "公司自述字段，人数业务截至日、法律注册和实际经营未经独立核；原ai-unclear初筛不回写。" + }, + { + "id": "UNCLEAR3-31120-LAUNCH1", + "companyId": null, + "title": "Kyten - The modern aerospace battery pack supplier", + "url": "https://www.ycombinator.com/launches/PIU-kyten-the-modern-aerospace-battery-pack-supplier", + "publishedAt": "2026-01-28", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。", + "limitation": "公司历史发布，当前功能、独立效果和收入仍需核；市场、客户、旧事业、训练成本、报价/预购与本公司收入分开。" + }, + { + "id": "UNCLEAR3-30959-HOME", + "companyId": "YC30959", + "title": "Kalpa Labs：当前官网读取", + "url": "https://kalpalabs.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前kalpa-tts-1语音API、英/印地语与11音色；三个月1000免费分钟，之后合同。", + "limitation": "约300ms及官网转引榜单未独立核；1000赠额不是实际收入。" + }, + { + "id": "UNCLEAR3-30964-HOME", + "companyId": null, + "title": "Sava Trust Company：当前官网读取", + "url": "https://www.savatrustcompany.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮官网无法读取；仅YC及简短发布提供信托业务联系。", + "limitation": "没有把失败读取当全文或据此确认AI业务。" + }, + { + "id": "UNCLEAR3-30973-HOME", + "companyId": null, + "title": "General Astronautics：当前官网读取", + "url": "https://generalastro.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网只有招聘和联系入口。", + "limitation": "太空机器人的学习模型/AI任务未在当前正文确认。" + }, + { + "id": "UNCLEAR3-30978-HOME", + "companyId": null, + "title": "Miniswap：当前官网读取", + "url": "https://miniswap.gg/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "桌游/微缩模型目录和交易市场，当前跳转地区CH页面。", + "limitation": "商品标价、7%报价、推荐赠额和交易不等平台已实现收入或AI主营。" + }, + { + "id": "UNCLEAR3-30992-HOME", + "companyId": "YC30992", + "title": "Amera：当前官网读取", + "url": "https://www.amerahealthsolutions.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI索赔分析/路由及数据标准化，声明2—4周实施。", + "limitation": "99%以上准确和85%以上自动裁决为厂商声明；理赔金额为界面示例，未作公司收入。" + }, + { + "id": "UNCLEAR3-31003-HOME", + "companyId": null, + "title": "Voltair：当前官网读取", + "url": "https://www.voltairlabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "电力巡检无人机、传感器与基础设施网络。", + "limitation": "已读范围未明确模型/AI核心任务，不能以自主巡检代替AI主营核实；未验证性能或客户合同。" + }, + { + "id": "UNCLEAR3-31004-HOME", + "companyId": null, + "title": "Dome：当前官网读取", + "url": "https://domeapi.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得预测市场API标题，无可读正文。", + "limitation": "YC Inactive与实际停服执行分开，不据空正文断言公司已注销。" + }, + { + "id": "UNCLEAR3-31016-HOME", + "companyId": null, + "title": "Crosslayer Labs：当前官网读取", + "url": "https://www.crosslayerlabs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "网站/API劫持监测、多层信号关联及创始人标准研究介绍。", + "limitation": "AI安全研究履历不是当前核心AI交付；标准覆盖网站数不是公司付费用户。" + }, + { + "id": "UNCLEAR3-31041-HOME", + "companyId": "YC31041", + "title": "Ploy：当前官网读取", + "url": "https://ploy.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "营销Agent管理网站、内容及增长实验，包含融资与pipeline演示。", + "limitation": "2700万seed是融资，页面管线非公司实收；增长/使用不等付费，具体套餐未核。" + }, + { + "id": "UNCLEAR3-31043-HOME", + "companyId": "YC31043", + "title": "Advanced Metal Research：当前官网读取", + "url": "https://advancedmetalresearch.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "工业机器人、开放控制器、Agent集成及可选付费焊接技能。", + "limitation": "Apache2.0为官网标示未核全许可，开源控制器不等硬件及技能免费；未运行或独立验证。" + }, + { + "id": "UNCLEAR3-31058-HOME", + "companyId": "YC31058", + "title": "Eos AI：当前官网读取", + "url": "https://www.helloeos.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "医疗数据统一、VERA/LUCIA与运营/revenue-cycle工作流。", + "limitation": "模型改进/收入恢复仅自述，界面患者/索赔数为演示；合同、人工部署与结果未独立核。" + }, + { + "id": "UNCLEAR3-31081-HOME", + "companyId": "YC31081", + "title": "One Robot：当前官网读取", + "url": "https://www.onerobot.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以机器人数据训练世界模型，找策略失败并生成针对性训练轨迹。", + "limitation": "自回归展示及任务范围非独立实机泛化证明，没有运行模型。" + }, + { + "id": "UNCLEAR3-31084-HOME", + "companyId": "YC31084", + "title": "Klaus AI：当前官网读取", + "url": "https://klausai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "官网宣布2026-09-01结束服务，网页及客户助手下线，订阅已取消；页脚Usebits Inc。", + "limitation": "停服声明可读但未核公司注销/历史账单；迁移服务器费用和其他服务不作Klaus收入。" + }, + { + "id": "UNCLEAR3-31085-HOME", + "companyId": "YC31085", + "title": "Janeen：当前官网读取", + "url": "https://janeen.care/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "本轮当前官网读取失败。", + "limitation": "AI依据为同一YC页及Ruma Care历史发布，不声称当前官网已读或商业规模已核。" + }, + { + "id": "UNCLEAR3-31091-HOME", + "companyId": null, + "title": "Mirabelle：当前官网读取", + "url": "https://meetmirabelle.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "家庭烹饪设备候补名单；计划2026-11家庭测试及2027-02交货。", + "limitation": "顺序加料和机器人标签不直接证明AI学习；未来测试和交货不是实际交付/收入。" + }, + { + "id": "UNCLEAR3-31095-HOME", + "companyId": "YC31095", + "title": "Asimov：当前官网读取", + "url": "https://tryasimov.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人训练人体活动数据，含硬件分发、QA、标注及合作方报酬/分成。 另自述自营清洁公司，提供免费/降价清洁，每周服务逾100人。", + "limitation": "批准后的任务数据才符合支付，数据成本不是客户收入；规模、同意与数据权利未独立审计。 清洁服务覆盖人数不等数据付费客户；清洁与数据收入、免费及补贴尚未拆分。" + }, + { + "id": "UNCLEAR3-31096-HOME", + "companyId": "YC31096", + "title": "shortkit：当前官网读取", + "url": "https://www.shortkit.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "媒体SDK、ML驱动缓冲/带宽估计，推荐/变现与视频基础设施。", + "limitation": "客户下载、播放量和融资不迁为ShortKit规模；未验证推荐效果或实际计费。" + }, + { + "id": "UNCLEAR3-31097-HOME", + "companyId": "YC31097", + "title": "REV1：当前官网读取", + "url": "https://rev1.so/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI GD&T及3D转2D工程图，声称85%首次准确及ASME符合性。", + "limitation": "合规与准确仅自述，无独立样本、测试集或安全证明；省时不作收入。" + }, + { + "id": "UNCLEAR3-31116-HOME", + "companyId": "YC31116", + "title": "OpenSpec：当前官网读取", + "url": "https://openspec.dev/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "轻量规范框架及编码Agent协作，当前官网显示73.4k GitHub stars。", + "limitation": "stars与规范生成频率非付费，不能和旧20k/27k不同日期快照混算或推ARR。" + }, + { + "id": "UNCLEAR3-31116-README", + "companyId": "YC31116", + "title": "OpenSpec公开README", + "url": "https://raw.githubusercontent.com/Fission-AI/OpenSpec/main/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "公开README说明规范/变更流程及编码Agent集成，Stores标beta；只读未执行安装或技能指令。", + "limitation": "公开材料可访问不等完整源码审计、独立工具效果或商业合同；不因仓库元数据改写YC2025成立自述。" + }, + { + "id": "UNCLEAR3-31116-LICENSE", + "companyId": "YC31116", + "title": "OpenSpec公开LICENSE", + "url": "https://raw.githubusercontent.com/Fission-AI/OpenSpec/main/LICENSE", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "许可为MIT，版权行为2024 OpenSpec Contributors；这是版权声明，不单独证明法律成立年。", + "limitation": "公开材料可访问不等完整源码审计、独立工具效果或商业合同；不因仓库元数据改写YC2025成立自述。" + }, + { + "id": "UNCLEAR3-INDEX", + "companyId": null, + "title": "原AI不明候选第三批24项边界", + "url": "https://www.ycombinator.com/companies", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "原192项第49—72项：12新增，12保留AI主营待核。", + "limitation": "三批72项加此前OpenSEO共73项已有后续记录，其余119项待补核；不回写原审计，不称全来源已覆盖。" } ], "reviews": [ @@ -75605,6 +76890,118 @@ "UNCLEAR2-30904-LAUNCH1" ], "handling": "本批无可比自身收入；保费/支付流量、融资/资助和软件费不可混算，未因数字差异推断财务造假。" + }, + { + "id": "UNCLEAR3-R-BUSINESS", + "type": "AI主营补证与任务分类", + "company": "Kalpa Labs、Amera、Ploy、Advanced Metal Research、Eos AI、One Robot、Klaus AI、Janeen、Asimov、shortkit、REV1、OpenSpec", + "scope": "companies", + "companyIds": [ + "YC30959", + "YC30992", + "YC31041", + "YC31043", + "YC31058", + "YC31081", + "YC31084", + "YC31085", + "YC31095", + "YC31096", + "YC31097", + "YC31116" + ], + "summary": "补入12公司，模型/API、训练数据、营销/媒体、行业软件和机器人分开。", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30992-YC", + "UNCLEAR3-31041-YC", + "UNCLEAR3-31043-YC", + "UNCLEAR3-31058-YC", + "UNCLEAR3-31081-YC", + "UNCLEAR3-31084-YC", + "UNCLEAR3-31085-YC", + "UNCLEAR3-31095-YC", + "UNCLEAR3-31096-YC", + "UNCLEAR3-31097-YC", + "UNCLEAR3-31116-YC" + ], + "handling": "保留2025/2026成立自述、OpenSpec人数未知及实体未核，不因多次品牌发布重复入表。" + }, + { + "id": "UNCLEAR3-R-PENDING", + "type": "自主硬件、支付及行业邻接缺项", + "company": "YC AI不明候选第三批", + "scope": "dataset", + "summary": "12项AI主营仍待核，官方页面可读与明确AI任务分开。", + "evidenceIds": [ + "UNCLEAR3-INDEX", + "UNCLEAR3-30964-YC", + "UNCLEAR3-30973-YC", + "UNCLEAR3-30978-YC", + "UNCLEAR3-31003-YC", + "UNCLEAR3-31004-YC", + "UNCLEAR3-31016-YC", + "UNCLEAR3-31021-YC", + "UNCLEAR3-31040-YC", + "UNCLEAR3-31062-YC", + "UNCLEAR3-31091-YC", + "UNCLEAR3-31119-YC", + "UNCLEAR3-31120-YC" + ], + "handling": "机器人/自主、确定性自动化、AI客户和旧AI履历不足以单独证明当前AI主营；未永久排除，补证后可复核入表。" + }, + { + "id": "UNCLEAR3-R-TECH", + "type": "技术自述、公开材料与独立评测分开", + "company": "Kalpa Labs、Advanced Metal Research、Eos AI、One Robot、OpenSpec", + "scope": "companies", + "companyIds": [ + "YC30959", + "YC31043", + "YC31058", + "YC31081", + "YC31116" + ], + "summary": "语音成本/榜单、机器人CV和世界模型、医疗数据模型仅记录厂商描述；OpenSpec公开README及MIT许可可读。", + "evidenceIds": [ + "UNCLEAR3-30959-HOME", + "UNCLEAR3-31043-HOME", + "UNCLEAR3-31058-HOME", + "UNCLEAR3-31081-HOME", + "UNCLEAR3-31116-README", + "UNCLEAR3-31116-LICENSE" + ], + "handling": "没有运行或复现，未核完整训练成本/外部榜单/临床/机器人质量；版权行与公司成立、开源与实际付费分别处理。" + }, + { + "id": "UNCLEAR3-R-BOUNDARIES", + "type": "停服、训练成本、旧ARR与客户成果", + "company": "Kalpa Labs、Amera、Ploy、Eos AI、Klaus AI、Janeen、Asimov、shortkit、OpenSpec", + "scope": "companies", + "companyIds": [ + "YC30959", + "YC30992", + "YC31041", + "YC31058", + "YC31084", + "YC31085", + "YC31095", + "YC31096", + "YC31116" + ], + "summary": "Klaus明确停服但历史收入未知；训练成本、客户会员/药费/收入恢复、旧公司ARR、使用率及stars不当自身收入。", + "evidenceIds": [ + "UNCLEAR3-31084-HOME", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30992-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31096-YC", + "UNCLEAR3-31116-HOME" + ], + "handling": "无新增可比ARR/MRR；停服不补零，数据采集报酬及分成需进入成本判断，不能只见公开采用或赢家。 Asimov兼有自营清洁，清洁收费/补贴、人工成本与训练数据销售分别待核，不当纯SaaS。" } ], "coverage": { @@ -78776,6 +80173,383 @@ "note": "原ai-unclear，YC当前自报2025成立。以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。 2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 后续补证入表，非独立财务/技术审计。" } ] + }, + { + "id": "YC-AI-UNCLEAR-3", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明第49—72项按原发现顺序补核；12新增、12仍AI主营待核。三批72项及此前OpenSEO1项有后续记录，另外119项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI3-30959", + "name": "Kalpa Labs", + "url": "https://www.ycombinator.com/companies/kalpa-labs", + "categoryId": "C01", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30959", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30959-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。研发统一识别、合成和语音上下文任务的通用语音模型，当前公开TTS API。 当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-30964", + "name": "Sava Trust Company", + "url": "https://www.ycombinator.com/companies/sava-trust-company", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-30964-YC", + "UNCLEAR3-30964-LAUNCH1", + "UNCLEAR3-30964-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。信托与遗产服务；当前YC和极短发布未给AI核心任务，官网无法读取，继续待核。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-30973", + "name": "General Astronautics", + "url": "https://www.ycombinator.com/companies/generalastro", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-30973-YC", + "UNCLEAR3-30973-LAUNCH1", + "UNCLEAR3-30973-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。太空实验/制造机器人，当前口号含superintelligent，但官网只有联系入口，历史仅自主实验流程；学习模型/AI核心业务仍需补证。宇航员工时成本不作公司收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-30978", + "name": "Miniswap", + "url": "https://www.ycombinator.com/companies/miniswap", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-30978-YC", + "UNCLEAR3-30978-LAUNCH1", + "UNCLEAR3-30978-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。桌游微缩模型市场及目录匹配；自动填表/结构化商品目录不单独证明AI主营，商品标价与交易额不等平台收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-30992", + "name": "Amera", + "url": "https://www.ycombinator.com/companies/amera", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30992", + "evidenceIds": [ + "UNCLEAR3-30992-YC", + "UNCLEAR3-30992-LAUNCH1", + "UNCLEAR3-30992-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以AI结构化杂乱医疗索赔数据并自动路由、校验和处理。 官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31003", + "name": "Voltair", + "url": "https://www.ycombinator.com/companies/voltair", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31003-YC", + "UNCLEAR3-31003-LAUNCH1", + "UNCLEAR3-31003-LAUNCH2", + "UNCLEAR3-31003-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。自主无人机巡检及数据网络；公开资料明确传感/自主巡检，但本轮未取得AI模型或学习任务的明确说明，不能只因自主飞行纳入AI公司。市场规模和价格节省非收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31004", + "name": "Dome", + "url": "https://www.ycombinator.com/companies/dome", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31004-YC", + "UNCLEAR3-31004-LAUNCH1", + "UNCLEAR3-31004-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。预测市场统一API；YC Inactive，官网无可读正文。开发者API和AI客户关系不证明AI主营，资金/成交量非ARR。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31016", + "name": "Crosslayer Labs", + "url": "https://www.ycombinator.com/companies/crosslayer-labs", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31016-YC", + "UNCLEAR3-31016-LAUNCH1", + "UNCLEAR3-31016-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。网站/API基础设施安全监测及多层信号关联；创始人AI安全研究不替代当前产品AI核心证据。标准覆盖网站/证书量不当公司客户或收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31021", + "name": "Zephyr Fusion", + "url": "https://www.ycombinator.com/companies/zephyr-fusion", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31021-YC", + "UNCLEAR3-31021-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2025年成立。空间聚变电源；给数据中心/AI计算供电属于邻接用途，未取得自身AI核心交付依据。未来功率/工厂或行业成本不是收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31040", + "name": "CatchBack Cards", + "url": "https://www.ycombinator.com/companies/catchback-cards", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31040-YC", + "UNCLEAR3-31040-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2025年成立。收藏卡数字包及实物交易平台；个性化概率、密码学工具和市场活动不证明AI主营，卡片GMV/回购额非净收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31041", + "name": "Ploy", + "url": "https://www.ycombinator.com/companies/ploy", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31041", + "evidenceIds": [ + "UNCLEAR3-31041-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31041-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以营销/网页Agent设计页面、管理内容并开展SEO、账户营销及增长实验。 按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31043", + "name": "Advanced Metal Research", + "url": "https://www.ycombinator.com/companies/advanced-metal-research", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31043", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。机器人焊接单元，以计算机视觉跟踪及检查，并提供可由Agent接入的工业机器人平台。 YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31058", + "name": "Eos AI", + "url": "https://www.ycombinator.com/companies/eos-ai", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31058", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31058-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。统一临床与运营数据，用模型预测并执行授权、账单、转诊和患者跟进流程。 YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31062", + "name": "Hlabs", + "url": "https://www.ycombinator.com/companies/hlabs", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31062-YC", + "UNCLEAR3-31062-LAUNCH1", + "UNCLEAR3-31062-LAUNCH2" + ], + "note": "原ai-unclear，YC自报2025年成立。机器人电子和执行器供应链；Jetson/控制器及机器人客户不充分证明AI核心交付，预购/旧Mystic事业不当收入。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31081", + "name": "One Robot", + "url": "https://www.ycombinator.com/companies/one-robot", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31081", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-LAUNCH1", + "UNCLEAR3-31081-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。以任务数据训练世界模型，产生可交互仿真和针对性训练轨迹。 按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31084", + "name": "Klaus AI", + "url": "https://www.ycombinator.com/companies/klaus-ai", + "categoryId": "C09", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31084", + "evidenceIds": [ + "UNCLEAR3-31084-YC", + "UNCLEAR3-31084-LAUNCH1", + "UNCLEAR3-31084-HOME" + ], + "note": "原ai-unclear，YC自报2025年成立。历史为预配置云端OpenClaw助手，连接消息、邮箱和浏览器。 官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31085", + "name": "Janeen", + "url": "https://www.ycombinator.com/companies/janeen", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31085", + "evidenceIds": [ + "UNCLEAR3-31085-YC", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31085-HOME" + ], + "note": 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公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31096", + "name": "shortkit", + "url": "https://www.ycombinator.com/companies/shortkit", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31096", + "evidenceIds": [ + "UNCLEAR3-31096-YC", + "UNCLEAR3-31096-LAUNCH1", + "UNCLEAR3-31096-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。提供短视频SDK、传输、变现及ML驱动缓冲/推荐排序。 ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。 后续补证入表，非完成财务/技术审计。" + }, + { + "id": "YC-AI3-31097", + "name": "REV1", + "url": "https://www.ycombinator.com/companies/rev1", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC31097", + "evidenceIds": [ + "UNCLEAR3-31097-YC", + "UNCLEAR3-31097-LAUNCH1", + "UNCLEAR3-31097-HOME" + ], + "note": "原ai-unclear，YC自报2026年成立。以AI把3D 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Store抽成节省不作本公司ARR；法律/支付政策未在此验证。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + }, + { + "id": "YC-AI3-31120", + "name": "Kyten Technologies", + "url": "https://www.ycombinator.com/companies/kyten-technologies", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR3-31120-YC", + "UNCLEAR3-31120-LAUNCH1" + ], + "note": "原ai-unclear，YC自报2026年成立。航空航天定制电池制造，YC Inactive；自主系统客户及创始人Shield AI经历不能证明自身AI主营，旧Starlink电池数量不迁为公司交付。 暂不计公司表，AI主营待核，不是确认永久排除或年份未知。" + } + ] } ], "directoryRechecks": [ @@ -79142,6 +80916,149 @@ "UNCLEAR2-30933-HOME" ], "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；2025年发布与当前官网可读；98%专家一致、2500倍分割速度为厂商研究主张，未取得独立临床验证、监管许可或付费合同。医院合作标志不等收入，临床目标不当已证疗效。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30959, + "originalStatus": "ai-unclear", + "companyId": "YC30959", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-30959-YC", + "UNCLEAR3-30959-LAUNCH1", + "UNCLEAR3-30959-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；当前官网kalpa-tts-1英/印地语、11音色及三个月1000免费分钟；旧800M—4.8B模型、200万小时数据与千美元以下训练成本均自述。官网转引的榜单未在本轮独立核，不作通用能力排名。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 30992, + "originalStatus": "ai-unclear", + "companyId": "YC30992", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-30992-YC", + "UNCLEAR3-30992-LAUNCH1", + "UNCLEAR3-30992-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；官网明确AI分析/路由，声明99%以上数据准确和85%以上自动裁决；20—30%成本节省及约10万会员为客户覆盖/成果，不是付费客户数或公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31041, + "originalStatus": "ai-unclear", + "companyId": "YC31041", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31041-YC", + "UNCLEAR3-31041-LAUNCH1", + "UNCLEAR3-31041-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；按增长买家和营销目标归C06，网站构建为交付工具；YC P26逾13%采用不等付费比例，官网2700万融资及页面pipeline演示不是ARR，Webflow历史规模不迁入Ploy。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31043, + "originalStatus": "ai-unclear", + "companyId": "YC31043", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31043-YC", + "UNCLEAR3-31043-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；YC明确闭环学习焊接；官网RosieOS/AI世界模型与Agent工作流可读，Apache2.0仅见官网自述未查全源码/许可。开放控制器不等硬件或全部技能免费，未运行验证焊接品质。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31058, + "originalStatus": "ai-unclear", + "companyId": "YC31058", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31058-YC", + "UNCLEAR3-31058-LAUNCH1", + "UNCLEAR3-31058-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；YC早期诊所3倍效率及37%收入恢复属于客户成果；官网VERA/LUCIA和定制部署自述未独立核，界面患者/索赔数量不当实际业务规模。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31081, + "originalStatus": "ai-unclear", + "companyId": "YC31081", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31081-YC", + "UNCLEAR3-31081-LAUNCH1", + "UNCLEAR3-31081-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；按训练评估设施归C02，不因服务机器人就当售卖机器人；官网60秒自回归示例与任务泛化为厂商展示，未运行或对比实机。创始人旧盈利企业不作本公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31084, + "originalStatus": "ai-unclear", + "companyId": "YC31084", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31084-YC", + "UNCLEAR3-31084-LAUNCH1", + "UNCLEAR3-31084-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；官网声明2026-09-01停服，所有客户助手下线、订阅取消；YC Inactive。保留生存偏差案例，不以停服推断历史零收入。OpenClaw不是Klaus自有项目，迁移主机成本不是公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31085, + "originalStatus": "ai-unclear", + "companyId": "YC31085", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31085-YC", + "UNCLEAR3-31085-LAUNCH1", + "UNCLEAR3-31085-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；同一YC页保留Janeen/Ruma Care业务链，不再新增品牌；旧发布说明模型学习拒付，当前官网读取失败。80—150K药费和50%拒付下降/20倍省时为客户成本及效果，非公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31095, + "originalStatus": "ai-unclear", + "companyId": "YC31095", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31095-YC", + "UNCLEAR3-31095-LAUNCH1", + "UNCLEAR3-31095-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；公开业务明确训练用途；当前采集按任务、设备及QA批准后支付，不将所有日常录像自动视为可用。创始人旧六位数收入及伙伴工资补贴不作Asimov收入；不同于同名生物公司和Tensr Asimov机器人。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31096, + "originalStatus": "ai-unclear", + "companyId": "YC31096", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31096-YC", + "UNCLEAR3-31096-LAUNCH1", + "UNCLEAR3-31096-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；ML缓冲和排序在历史发布及官网明确，按媒体交付归C08；创始人作为首位员工扩张旧SaaS至600万ARR不是ShortKit收入。客户播放量、下载与融资亦不迁入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31097, + "originalStatus": "ai-unclear", + "companyId": "YC31097", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31097-YC", + "UNCLEAR3-31097-LAUNCH1", + "UNCLEAR3-31097-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；按行业机械设计任务归C07，不当编程或基础模型；官网85%首次准确和ASME符合性为厂商声明，未独立核，不将省时/错误成本当公司收入。 保留原发现审计，不重复计入928条初始新增。" + }, + { + "ycId": 31116, + "originalStatus": "ai-unclear", + "companyId": "YC31116", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR3-31116-YC", + "UNCLEAR3-31116-LAUNCH1", + "UNCLEAR3-31116-HOME" + ], + "reason": "当前或历史官方资料补足AI任务依据；公开README及MIT许可可读，未安装执行；GitHub stars、工具集成和创建规范频率不等付费客户。YC2025成立为自述，许可版权2024不能独立代替法律成立日期，不以演示日期改成立年。 保留原发现审计，不重复计入928条初始新增。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 2ca2192..432141e 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-ai-unclear-2", + "version": "2026-10-31-ai-unclear-3", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -16,7 +16,7 @@ "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。", "limitation": "批次不等于成立年；不代表全部公司", - "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已完成两批48项补核：27新增、3复用、18保留AI主营待核；另有此前OpenSEO复核1项，合计49项已有后续记录，其余143项继续补核。原发现审计及928条初始新增不回写。Scalar Field历史月收入非已确认MRR；客户成果、旧事业保费/平台、资助申请及旧科研赞助排除ARR；自主硬件/自动化、.ai域名和AI客户不单独作为AI主营证明。" + "nextCheck": "已统一企业141、行业252、模型标签26、开发标签51、其余标签34项，共504项新增主营复核。当前928条原YC新增记录保留发现来源，其中基础项871条均已做主营人工复核（871条），57条深化个案。C05规则89保留27/移62，C05标签52保留10/移42；C07规则184保留135/移49，C07标签68保留39/移29；模型标签26保留17/移9，开发标签51保留16/移35，其余标签34保留16/移18。主营复核仍含C00/短简介/混合交付缺项，不等完整产品/技术/财务审计。Tasklet及Native新产品与旧业务链保留，发现审计不改；Freya、Epicenter、Stellon许可及公开材料/厂商基准范围分开。客户收入、估价、资产、节省、管线/意向、预订需求、旧公司收入与示例排除自身ARR；Locke服务run-rate不等ARR，Mixy历史MRR/捐赠、Isengard无期间收入分开。各批证据、观测、核查与主体/收费/人工成本缺项均保留；全部确认来源清单的候选范围、AI不明/成立冲突及公司财务技术缺项继续核，不能声称全来源研究完成。 原AI不明192项已补核三批72项：39新增、3复用、30保留AI主营待核；另此前OpenSEO复核1项，合计73项已有后续记录，其余119项继续补核。原发现审计及928条初始新增不回写。Klaus有官网明确停服声明而历史收入仍未知；Scalar Field旧月收入、训练成本、旧事业ARR/保费、客户成果/资产、资助申请、stars/采用率均按主体和口径分开，未新增可比MRR/ARR。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 21b9545..b14f575 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-ai-unclear-2", + "sourceVersion": "2026-10-31-ai-unclear-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business",