diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index a2b77cf..8be9a2c 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, 1065); + assert.equal(research.companies.length, 1078); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 2764); - assert.equal(research.observations.length, 372); + assert.equal(research.evidence.length, 2831); + assert.equal(research.observations.length, 380); 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 c77b47b..4caffc0 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, 1065); - assert.equal(initial.evidence.length, 2764); - assert.equal(initial.observations.length, 372); + assert.equal(initial.companies.length, 1078); + assert.equal(initial.evidence.length, 2831); + assert.equal(initial.observations.length, 380); 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, 173); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 13); + 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 === "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), 1065); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1078); 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), 991); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1004); 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")); @@ -124,7 +124,7 @@ 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, 85); + 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?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); @@ -492,6 +492,36 @@ test("historical monthly revenue and customer examples do not enter recurring pl assert.equal(cua.technicalReview!.level, "public-artifact"); }); +test("a second uncertain cohort admits evidenced AI tasks while preserving autonomy and finance gaps", () => { + const snapshot = seed as ResearchSnapshot; + const batch = snapshot.candidateBatches!.find((b) => b.id === "YC-AI-UNCLEAR-2")!; + const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(24, 48); + 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, 13); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 11); + for (const name of ["Albacore Inc.", "Perseus Defense", "Munify", "Ruvo", "DeepGrove"]) { + const row = batch.records.find((r) => r.name === name)!; + assert.equal(row.status, "pending-ai"); + assert.equal(row.companyId, undefined, "autonomy, a domain or finance automation alone is insufficient"); + assert.ok(row.evidenceIds!.length); + } + const signals = snapshot.companies.find((c) => c.id === "YC30639")!; + assert.equal(signals.year, 2026, "retain the company year instead of assigning the batch's majority year"); + assert.equal(signals.cat, "C06"); + assert.equal(snapshot.companies.find((c) => c.id === "YC30846")!.cat, "C03"); + assert.match(snapshot.companies.find((c) => c.id === "YC30821")!.business, /远端推理/); + assert.equal(snapshot.companies.find((c) => c.id === "YC30933")!.technicalReview!.level, "description", + "vendor clinical agreement is not an independent validation"); + const amounts = snapshot.observations.filter((o) => o.id.startsWith("UNCLEAR2-")); + assert.equal(amounts.length, 8); + assert.ok(amounts.every((o) => ["excluded", "adoption"].includes(o.selection) && !o.metric && o.comparisonGroup === null)); + assert.equal(amounts.find((o) => o.id.endsWith("WARDSTONE-GRANT"))!.selection, "excluded"); + assert.equal(amounts.find((o) => o.id.endsWith("SOLVA-OLD-PREMIUM"))!.selection, "excluded"); + assert.ok(batch.records.filter((r) => r.companyId).every((r) => snapshot.companies.find((c) => c.id === r.companyId)!.revenueStatus === "unknown")); + assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((p) => p.observation.id.startsWith("UNCLEAR2-"))); +}); + 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 df7f33b..af829ac 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-1", + "version": "2026-10-31-ai-unclear-2", "asOf": "2026-10-31", "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。", "limitations": [ @@ -32754,6 +32754,408 @@ "businessModel": "垂直行业Agent软件及部署；软件/结果分成/服务未拆", "entityBasis": "同一YC公司页及其发布历史关联；法律注册及产品转型边界待核", "classificationBasis": "人工复核：按当前主要买家及任务分类；历史业务另记，原初筛状态不变。" + }, + { + "id": "YC30631", + "name": "Null Labs", + "url": "https://www.ycombinator.com/companies/null-labs", + "channel": "S01", + "cat": "C02", + "year": 2025, + "team": 2, + "location": null, + "business": "为自主系统提供传感器仿真、合成图像数据及闭环测试设施。", + "buyer": "自主系统开发及感知团队", + "delivery": "官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。", + "notes": "官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30631-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://n0labs.com", + "businessModel": "仿真/合成训练数据软件或项目；定价及服务成本待核", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读感知仿真、合成图像、SITL测试自述；覆盖增益未运行核验，公开产品说明非独立基准。", + "evidenceIds": [ + "UNCLEAR2-30631-HOME" + ] + } + }, + { + "id": "YC30639", + "name": "Signals", + "url": "https://www.ycombinator.com/companies/signals", + "channel": "S01", + "cat": "C06", + "year": 2026, + "team": 2, + "location": null, + "business": "以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。", + "buyer": "DTC电商品牌", + "delivery": "当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。", + "notes": "当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2026年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30639-LAUNCH1" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.returnsignals.com", + "businessModel": "品牌客户关系与消息软件；按会话、席位或增收分成待核", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30670", + "name": "cocreate", + "url": "https://www.ycombinator.com/companies/cocreate", + "channel": "S01", + "cat": "C08", + "year": 2025, + "team": 10, + "location": null, + "business": "用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。", + "buyer": "视频制作、剪辑及后期团队", + "delivery": "历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。", + "notes": "历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30670-YC", + "UNCLEAR2-30670-LAUNCH1" + ], + "revenueStatus": "unknown", + "extraUrl": "https://cocreate.so", + "businessModel": "专业视频素材工作流软件；收费与实施人工未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30706", + "name": "Solva", + "url": "https://www.ycombinator.com/companies/solva", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 7, + "location": null, + "business": "以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。", + "buyer": "保险公司及嵌入保险业务", + "delivery": "2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。", + "notes": "2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30706-YC", + "UNCLEAR2-30706-LAUNCH1", + "UNCLEAR2-30706-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://solvatechnology.com", + "businessModel": "行业保险软件/风险设施；保费、软件费与分成需拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30777", + "name": "Modelence", + "url": "https://www.ycombinator.com/companies/modelence", + "channel": "S01", + "cat": "C04", + "year": 2025, + "team": 3, + "location": null, + "business": "部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。", + "buyer": "应用开发者及创业团队", + "delivery": "官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。", + "notes": "官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30777-YC", + "UNCLEAR2-30777-LAUNCH1", + "UNCLEAR2-30777-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://modelence.com", + "businessModel": "托管应用云与开发软件；基础设施转售/运维服务待拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30821", + "name": "Efference", + "url": "https://www.ycombinator.com/companies/efference", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 12, + "location": null, + "business": "机器人视觉相机、联网与远端推理/训练设施。", + "buyer": "机器人开发及训练数据团队", + "delivery": "2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。", + "notes": "2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30821-YC", + "UNCLEAR2-30821-LAUNCH1", + "UNCLEAR2-30821-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://efference.ai", + "businessModel": "感知硬件加网络/推理服务；硬件与经常性费用需拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读历史学习型深度模型/相机与当前远端推理/训练路线；未运行感知模型或核验实时性、节省和交付。", + "evidenceIds": [ + "UNCLEAR2-30821-HOME", + "UNCLEAR2-30821-LAUNCH1" + ] + } + }, + { + "id": "YC30846", + "name": "Parse", + "url": "https://www.ycombinator.com/companies/parse-bot", + "channel": "S01", + "cat": "C03", + "year": 2025, + "team": 4, + "location": null, + "business": "由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。", + "buyer": "Web数据、自动化及Agent开发者", + "delivery": "官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。", + "notes": "官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "私有API新建75/修改50 credits、调用另计；免费市场与200赠额不等付费，实际美元套餐未取得", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30846-YC", + "UNCLEAR2-30846-LAUNCH1", + "UNCLEAR2-30846-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://parse.bot", + "businessModel": "API调用/私有构建计量及托管服务；免费市场与付费功能分开", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "pricingEvidence": "UNCLEAR2-30846-HOME" + }, + { + "id": "YC30857", + "name": "Aspect", + "url": "https://www.ycombinator.com/companies/aspect-inc", + "channel": "S01", + "cat": "C08", + "year": 2025, + "team": 3, + "location": null, + "business": "集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。", + "buyer": "视频、创意与媒体团队", + "delivery": "2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "notes": "2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30857-YC", + "UNCLEAR2-30857-LAUNCH1", + "UNCLEAR2-30857-LAUNCH2", + "UNCLEAR2-30857-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://aspect.inc", + "businessModel": "媒体存储/协作软件与AI工具；云存储、流量、实施待拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30874", + "name": "Minro", + "url": "https://www.ycombinator.com/companies/minro", + "channel": "S01", + "cat": "C06", + "year": 2025, + "team": 2, + "location": null, + "business": "从产品行为丰富用户上下文、识别流失风险并生成个性化挽留触达。", + "buyer": "SaaS创业者及客户成功团队", + "delivery": "YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。", + "notes": "YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30874-YC", + "UNCLEAR2-30874-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://minro.com/", + "businessModel": "客户情报/留存软件；实际收费未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30881", + "name": "Wardstone", + "url": "https://www.ycombinator.com/companies/wardstone", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 8, + "location": null, + "business": "模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。", + "buyer": "防务采购及系统集成客户", + "delivery": "按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。", + "notes": "按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30881-YC", + "UNCLEAR2-30881-LAUNCH1", + "UNCLEAR2-30881-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.wardstone.us", + "businessModel": "实体系统/研发与集成项目；实际合同及经常性服务未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30904", + "name": "Tensr", + "url": "https://www.ycombinator.com/companies/tensr", + "channel": "S01", + "cat": "C10", + "year": 2025, + "team": 7, + "location": null, + "business": "以机器人制造机器人，并以生产数据训练规划和运行生产的模型。", + "buyer": "机器人及硬件制造客户", + "delivery": "当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "notes": "当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30904-YC", + "UNCLEAR2-30904-LAUNCH1", + "UNCLEAR2-30904-LAUNCH2", + "UNCLEAR2-30904-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://tensr.com/", + "businessModel": "制造订单、自动化硬件及服务；软件收入占比未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30905", + "name": "Travo", + "url": "https://www.ycombinator.com/companies/travo", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 4, + "location": null, + "business": "用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。", + "buyer": "房地产投资及资产分析团队", + "delivery": "当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。", + "notes": "当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30905-YC", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30905-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://www.travoai.com/", + "businessModel": "房地产数据软件/数据交付；人工采集及服务占比未知", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。" + }, + { + "id": "YC30933", + "name": "Nucleo", + "url": "https://www.ycombinator.com/companies/nucleo", + "channel": "S01", + "cat": "C07", + "year": 2025, + "team": 2, + "location": null, + "business": "以AI分析CT影像、量化身体成分和病灶并辅助肿瘤工作流。", + "buyer": "肿瘤科医生、影像科及医院", + "delivery": "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。", + "notes": "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。 法律主体、当期经营数据及独立技术效果仍待核。", + "cohort": "2025年成立，据YC公司自述；注册日期待核", + "teamBasis": "YC Team Size；2026-10-31读取，人数业务截至日未知", + "price": "本轮未取得可核验实际合同收费", + "stage": "公开资料可读；实际交付及商业成熟度待核", + "sourceType": "YC公司自述、历史发布及可读官方资料", + "evidenceIds": [ + "UNCLEAR2-30933-YC", + "UNCLEAR2-30933-LAUNCH1", + "UNCLEAR2-30933-HOME" + ], + "revenueStatus": "unknown", + "extraUrl": "https://nucleoresearch.com/", + "businessModel": "临床影像软件；研究合作、采购及收费未拆", + "entityBasis": "同一YC公司与所链域名及发布历史；法律注册、产品转型和收费主体未独立核", + "classificationBasis": "人工复核：按买家及交付任务归类，现行与历史业务分开；原AI不明初筛不回写。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读CT分割、肌少症和病灶分类自述；98%专家一致与2500倍速度的样本、任务、比较方式和独立临床验证未取得。", + "evidenceIds": [ + "UNCLEAR2-30933-HOME", + "UNCLEAR2-30933-LAUNCH1" + ] + } } ], "observations": [ @@ -38620,6 +39022,126 @@ "evidence": "UNCLEAR1-30408-HOME", "bound": ">", "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-SIGNALS-CLIENT", + "company": "YC30639", + "name": "Signals", + "kind": "客户每会话复购增收自述", + "value": 30, + "unit": "原文$，币种待核", + "timing": "2026-10-31当前YC及官网，客户实验日期不统一", + "scope": "品牌客户增收，非Signals收入", + "selection": "excluded", + "reason": "客户A/B结果不能作供应商ARPA或收入，未取得试验底账", + "evidence": "UNCLEAR2-30639-YC", + "bound": "≈", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-MODELENCE-OLD", + "company": "YC30777", + "name": "Modelence", + "kind": "创始人旧平台规模描述", + "value": 500000000, + "unit": "原文$，指标/币种未核", + "timing": "2026-10-31读取，旧CodeSignal事业时点不明", + "scope": "CodeSignal平台描述，非Modelence", + "selection": "excluded", + "reason": "旧平台500M未给收入定义，不能转移公司或升级ARR", + "evidence": "UNCLEAR2-30777-YC", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-MODELENCE-USERS", + "company": "YC30777", + "name": "Modelence", + "kind": "官网开发者及公司采用宣传", + "value": 20000, + "unit": "开发者及公司，混合口径", + "timing": "2026-10-31读取，统计期未知", + "scope": "公开采用计数自述", + "selection": "adoption", + "reason": "未明确付费、活跃、去重与分母，不反推收入", + "evidence": "UNCLEAR2-30777-HOME", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-SOLVA-OLD-PREMIUM", + "company": "YC30706", + "name": "Solva", + "kind": "团队旧保险事业保费规模", + "value": 150000000, + "unit": "原文$，币种待核", + "timing": "2026-10-31读取，旧事业保费期间未给", + "scope": "此前保险事业，不是Solva本体收入", + "selection": "excluded", + "reason": "保费不等净收入，主体与时点也不同，不填Solva ARR", + "evidence": "UNCLEAR2-30706-HOME", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-TRAVO-CLIENT-PURCHASE", + "company": "YC30905", + "name": "Travo", + "kind": "客户拟购房地产价值", + "value": 3000000, + "unit": "原文3M+，币种未给", + "timing": "2026-03-14发布，正在购买非已核成交", + "scope": "客户资产价值", + "selection": "excluded", + "reason": "拟购资产不是Travo软件费或ARR", + "evidence": "UNCLEAR2-30905-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-TRAVO-CLIENT-FUND", + "company": "YC30905", + "name": "Travo", + "kind": "客户基金规模自述", + "value": 200000000000, + "unit": "原文$，币种待核", + "timing": "2026-03-14发布", + "scope": "客户基金，资产管理口径未独立核", + "selection": "excluded", + "reason": "客户资产规模不能当供应商收入", + "evidence": "UNCLEAR2-30905-LAUNCH1", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-WARDSTONE-GRANT", + "company": "YC30881", + "name": "Wardstone", + "kind": "寻求支持的SBIR资助申请", + "value": 3000000, + "unit": "原文$，币种待核", + "timing": "2025-11-12发布", + "scope": "申请及支持函，非已确认授予/到账", + "selection": "excluded", + "reason": "申请、关系和支持不等公司已签收入或ARR", + "evidence": "UNCLEAR2-30881-LAUNCH1", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "UNCLEAR2-O-TENSR-OLD-RESEARCH", + "company": "YC30904", + "name": "Tensr", + "kind": "团队此前学校科研赞助", + "value": 17000000, + "unit": "原文$，币种待核", + "timing": "2026-08-25发布，旧研究期间未给", + "scope": "UC Berkeley/Stanford研究，非Tensr收入", + "selection": "excluded", + "reason": "旧科研赞助及合同经历不迁为公司收入", + "evidence": "UNCLEAR2-30904-LAUNCH1", + "bound": ">", + "comparisonGroup": null } ], "evidence": [ @@ -69026,6 +69548,743 @@ "kind": "公司自述官方资料复核", "summary": "按原覆盖审计ai-unclear顺序取首24项，17关联公司（14新增、3复用），7保留AI主营待核。", "limitation": "仅24/192项复核，未穷尽该池；原发现计数/快照不改，当前年份和公司经营仍属公开自述。" + }, + { + "id": "UNCLEAR2-30616-YC", + "companyId": null, + "title": "args：当前YC资料", + "url": "https://www.ycombinator.com/companies/args", + "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人，状态Active。当前为代码托管/协作入口；首页含用户发布的AI项目不证明平台本身AI主营，YC短描述不足。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30619-YC", + "companyId": null, + "title": "Shor：当前YC资料", + "url": "https://www.ycombinator.com/companies/shor", + "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人，状态Active。国际薪酬/EOR与跨境支付服务；自动发薪和合规并不自动证明AI核心业务。页面工资、余额和平台费是演示，非公司实际经营数字。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30631-YC", + "companyId": "YC30631", + "title": "Null Labs：当前YC资料", + "url": "https://www.ycombinator.com/companies/null-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2人，状态Active。为自主系统提供传感器仿真、合成图像数据及闭环测试设施。 官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30635-YC", + "companyId": null, + "title": "Galactic Resource Utilization Space, Inc. (GRU Space)：当前YC资料", + "url": "https://www.ycombinator.com/companies/galactic-resource-utilization-space-inc-gru-space", + "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人，状态Active。月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30635-LAUNCH1", + "companyId": null, + "title": "GRU Space - The Moon Factory", + "url": "https://www.ycombinator.com/launches/Pfb-gru-space-the-moon-factory", + "publishedAt": "2026-03-10", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30635-LAUNCH2", + "companyId": null, + "title": "GRU Space: First Hotel on the Moon - Applications Open 🌕", + "url": "https://www.ycombinator.com/launches/P9g-gru-space-first-hotel-on-the-moon-applications-open", + "publishedAt": "2026-01-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30639-YC", + "companyId": "YC30639", + "title": "Signals：当前YC资料", + "url": "https://www.ycombinator.com/companies/signals", + "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人，状态Active。以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。 当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30639-LAUNCH1", + "companyId": "YC30639", + "title": "Return Signals - proactive high-touch support for e-commerce brands", + "url": "https://www.ycombinator.com/launches/PV9-return-signals-proactive-high-touch-support-for-e-commerce-brands", + "publishedAt": "2026-02-23", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。 当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30656-YC", + "companyId": null, + "title": "DeepGrove：当前YC资料", + "url": "https://www.ycombinator.com/companies/deepgrove", + "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人，状态Active。YC和官网只有设备智能口号，未取得正文、模型/部署或明确主营资料，保留AI及交付范围待核，不因域名和标题入表。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30670-YC", + "companyId": "YC30670", + "title": "cocreate：当前YC资料", + "url": "https://www.ycombinator.com/companies/cocreate", + "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10人，状态Active。用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。 历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30670-LAUNCH1", + "companyId": "YC30670", + "title": "CoCreate — AI-Native video editing tool", + "url": "https://www.ycombinator.com/launches/OCp-cocreate-ai-native-video-editing-tool", + "publishedAt": "2025-08-18", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。 历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30692-YC", + "companyId": null, + "title": "Costream：当前YC资料", + "url": "https://www.ycombinator.com/companies/costream", + "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人，状态Active。YC一句话为数字产品索引人类对话，官网仅公司名与联系入口；数据用途、AI模型/产品及买家不明确。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30704-YC", + "companyId": null, + "title": "Albacore Inc.：当前YC资料", + "url": "https://www.ycombinator.com/companies/albacore-inc", + "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18人，状态Active。自主水下系统；已明确机器人/导航交付，但本轮资料未说明学习模型或AI核心实现，AI主营资格继续待核。创始人旧公司合同、采购履历和融资不能作本公司收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30704-LAUNCH1", + "companyId": null, + "title": "🌊 Albacore – Autonomous micro-submarines", + "url": "https://www.ycombinator.com/launches/O5L-albacore-autonomous-micro-submarines", + "publishedAt": "2025-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主水下系统；已明确机器人/导航交付，但本轮资料未说明学习模型或AI核心实现，AI主营资格继续待核。创始人旧公司合同、采购履历和融资不能作本公司收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30706-YC", + "companyId": "YC30706", + "title": "Solva：当前YC资料", + "url": "https://www.ycombinator.com/companies/solva", + "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人，状态Active。以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。 2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30706-LAUNCH1", + "companyId": "YC30706", + "title": "Solva: Harvey for insurance", + "url": "https://www.ycombinator.com/launches/O7o-solva-harvey-for-insurance", + "publishedAt": "2025-08-07", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。 2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30708-YC", + "companyId": null, + "title": "Perseus Defense：当前YC资料", + "url": "https://www.ycombinator.com/companies/perseus-defense", + "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人，状态Active。自主反无人机实体系统；公开资料明确自动跟踪与制导，但尚未补足AI模型或核心AI业务证据，创始人机器学习履历不替代产品证据。成本宣传、访谈和合作意向不作收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30708-LAUNCH1", + "companyId": null, + "title": "Perseus Defense 🚀 Building America's Iron Dome for Drones", + "url": "https://www.ycombinator.com/launches/Ntm-perseus-defense-building-america-s-iron-dome-for-drones", + "publishedAt": "2025-07-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主反无人机实体系统；公开资料明确自动跟踪与制导，但尚未补足AI模型或核心AI业务证据，创始人机器学习履历不替代产品证据。成本宣传、访谈和合作意向不作收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30777-YC", + "companyId": "YC30777", + "title": "Modelence：当前YC资料", + "url": "https://www.ycombinator.com/companies/modelence", + "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人，状态Active。部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。 官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30777-LAUNCH1", + "companyId": "YC30777", + "title": "Modelence: all-in-one TypeScript platform for startups", + "url": "https://www.ycombinator.com/launches/O5R-modelence-all-in-one-typescript-platform-for-startups", + "publishedAt": "2025-07-30", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。 官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30781-YC", + "companyId": null, + "title": "Duranium：当前YC资料", + "url": "https://www.ycombinator.com/companies/duranium", + "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人，状态Active。金属生产工艺和工厂；未取得AI核心交付依据。2029产量份额及目标EBITDA率是预测，不是现有利润或收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30781-LAUNCH1", + "companyId": null, + "title": "Duranium — Reshoring critical metal production", + "url": "https://www.ycombinator.com/launches/ONO-duranium-reshoring-critical-metal-production", + "publishedAt": "2025-09-09", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "金属生产工艺和工厂；未取得AI核心交付依据。2029产量份额及目标EBITDA率是预测，不是现有利润或收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30786-YC", + "companyId": null, + "title": "Munify：当前YC资料", + "url": "https://www.ycombinator.com/companies/munify", + "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人，状态Active。跨境金融账户/支付；稳定币及区块链不等AI主营，.ai域名不作入表证据。客户资金、费率和投资人不是已核收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30798-YC", + "companyId": null, + "title": "Ruvo：当前YC资料", + "url": "https://www.ycombinator.com/companies/ruvo", + "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11人，状态Active。Ruvo/Cacao同一YC业务链为美元/雷亚尔账户与支付；币种转换和自动结算不等AI主营，历史费率与客户资金不作ARR。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30798-LAUNCH1", + "companyId": null, + "title": "Cacao - Brazilians can now receive USD & crypto instantly", + "url": "https://www.ycombinator.com/launches/OAC-cacao-brazilians-can-now-receive-usd-crypto-instantly", + "publishedAt": "2025-08-15", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Ruvo/Cacao同一YC业务链为美元/雷亚尔账户与支付；币种转换和自动结算不等AI主营，历史费率与客户资金不作ARR。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30821-YC", + "companyId": "YC30821", + "title": "Efference：当前YC资料", + "url": "https://www.ycombinator.com/companies/efference", + "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人，状态Active。机器人视觉相机、联网与远端推理/训练设施。 2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30821-LAUNCH1", + "companyId": "YC30821", + "title": "Efference - Helping robots see like humans do", + "url": "https://www.ycombinator.com/launches/Ol5-efference-helping-robots-see-like-humans-do", + "publishedAt": "2025-11-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人视觉相机、联网与远端推理/训练设施。 2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30846-YC", + "companyId": "YC30846", + "title": "Parse：当前YC资料", + "url": "https://www.ycombinator.com/companies/parse-bot", + "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人，状态Active。由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。 官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30846-LAUNCH1", + "companyId": "YC30846", + "title": "Parse - APIs for any website", + "url": "https://www.ycombinator.com/launches/OnX-parse-apis-for-any-website", + "publishedAt": "2025-11-08", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。 官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30857-YC", + "companyId": "YC30857", + "title": "Aspect：当前YC资料", + "url": "https://www.ycombinator.com/companies/aspect-inc", + "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人，状态Active。集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30857-LAUNCH1", + "companyId": "YC30857", + "title": "Aspect: Intelligent media storage for creative teams.", + "url": "https://www.ycombinator.com/launches/QTB-aspect-intelligent-media-storage-for-creative-teams", + "publishedAt": "2026-05-22", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30857-LAUNCH2", + "companyId": "YC30857", + "title": "🎥 Aspect: AI platform for enterprise media content", + "url": "https://www.ycombinator.com/launches/Oi8-aspect-ai-platform-for-enterprise-media-content", + "publishedAt": "2025-10-29", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30874-YC", + "companyId": "YC30874", + "title": "Minro：当前YC资料", + "url": "https://www.ycombinator.com/companies/minro", + "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人，状态Active。从产品行为丰富用户上下文、识别流失风险并生成个性化挽留触达。 YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30881-YC", + "companyId": "YC30881", + "title": "Wardstone：当前YC资料", + "url": "https://www.ycombinator.com/companies/wardstone", + "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人，状态Active。模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。 按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30881-LAUNCH1", + "companyId": "YC30881", + "title": "Wardstone: Satellites for Missile Defense", + "url": "https://www.ycombinator.com/launches/OpM-wardstone-satellites-for-missile-defense", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。 按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30904-YC", + "companyId": "YC30904", + "title": "Tensr：当前YC资料", + "url": "https://www.ycombinator.com/companies/tensr", + "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人，状态Active。以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30904-LAUNCH1", + "companyId": "YC30904", + "title": "Tensr - Robotic Factories that Build Robots from Humanoids to Robots for the International Space Station", + "url": "https://www.ycombinator.com/launches/TC8-tensr-robotic-factories-that-build-robots-from-humanoids-to-robots-for-the-international-space-station", + "publishedAt": "2026-08-25", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30904-LAUNCH2", + "companyId": "YC30904", + "title": "Tensr: Building Autonomous Robotic Factories", + "url": "https://www.ycombinator.com/launches/OqQ-tensr-building-autonomous-robotic-factories", + "publishedAt": "2025-11-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30905-YC", + "companyId": "YC30905", + "title": "Travo：当前YC资料", + "url": "https://www.ycombinator.com/companies/travo", + "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人，状态Active。用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。 当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30905-LAUNCH1", + "companyId": "YC30905", + "title": "Travo — The data infrastructure for real estate", + "url": "https://www.ycombinator.com/launches/Phe-travo-the-data-infrastructure-for-real-estate", + "publishedAt": "2026-03-14", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。 当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30922-YC", + "companyId": null, + "title": "Selfin：当前YC资料", + "url": "https://www.ycombinator.com/companies/selfin", + "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人，状态Active。预测市场流动性及事件风险合同；服务AI云客户的风险示例不证明Selfin自身AI主营，合约资金、名义敞口和估值目标不等公司收入。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30922-LAUNCH1", + "companyId": null, + "title": "Selfin: protect the risk no one else covers", + "url": "https://www.ycombinator.com/launches/Opo-selfin-protect-the-risk-no-one-else-covers", + "publishedAt": "2025-11-12", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "预测市场流动性及事件风险合同；服务AI云客户的风险示例不证明Selfin自身AI主营，合约资金、名义敞口和估值目标不等公司收入。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30933-YC", + "companyId": "YC30933", + "title": "Nucleo：当前YC资料", + "url": "https://www.ycombinator.com/companies/nucleo", + "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人，状态Active。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。", + "limitation": "公司自述字段，业务截至日及法律注册未独立核验；原发现ai-unclear保持不变。" + }, + { + "id": "UNCLEAR2-30933-LAUNCH1", + "companyId": "YC30933", + "title": "Nucleo: Automated Cancer Diagnostics", + "url": "https://www.ycombinator.com/launches/Okn-nucleo-automated-cancer-diagnostics", + "publishedAt": "2025-11-04", + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "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。", + "limitation": "公司历史自述，与现行官网及业务时点分开；客户金额、旧事业、性能、目标或融资不作本公司可比ARR。" + }, + { + "id": "UNCLEAR2-30616-HOME", + "companyId": null, + "title": "args：当前官网读取", + "url": "https://args.io/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "代码仓库发现/托管界面，含用户发布的AI项目。", + "limitation": "没有当前平台AI主营正文；用户项目不能作平台AI核心产品证据。" + }, + { + "id": "UNCLEAR2-30619-HOME", + "companyId": null, + "title": "Shor：当前官网读取", + "url": "https://shorpay.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "国际薪酬、EOR及跨境支付；页面含演示工资/余额。", + "limitation": "演示金额和自动化功能不作已核收入或AI能力。" + }, + { + "id": "UNCLEAR2-30631-HOME", + "companyId": "YC30631", + "title": "Null Labs：当前官网读取", + "url": "https://n0labs.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "感知系统的传感器仿真、合成图像及SITL测试。", + "limitation": "10倍覆盖为厂商宣传；客户/机构Logo不等合同，未运行或独立评测。" + }, + { + "id": "UNCLEAR2-30635-HOME", + "companyId": null, + "title": "Galactic Resource Utilization Space, Inc. (GRU Space)：当前官网读取", + "url": "https://www.gru.space/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "月球酒店和基础设施计划；当前网站首任务时间线显示2029，酒店2032。", + "limitation": "YC曾描述2027任务，时点变化保留待核；原型、预约与计划不作已完成部署或ARR。" + }, + { + "id": "UNCLEAR2-30656-HOME", + "companyId": null, + "title": "DeepGrove：当前官网读取", + "url": "https://deepgrove.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得Frontier Intelligence On Any Device标题，未取得可读正文。", + "limitation": "不能根据标题或.ai域名确认模型/主营、技术实力及收入。" + }, + { + "id": "UNCLEAR2-30692-HOME", + "companyId": null, + "title": "Costream：当前官网读取", + "url": "https://www.costream.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得公司名称、地址及联系入口。", + "limitation": "不补造对话数据用途、AI训练客户或商业模式。" + }, + { + "id": "UNCLEAR2-30704-HOME", + "companyId": null, + "title": "Albacore Inc.：当前官网读取", + "url": "https://www.albacore.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主水下系统，导航/分析及视觉感知宣传。", + "limitation": "未取得明确学习模型或AI核心实现；融资与实体规格不作AI效果或收入证明。" + }, + { + "id": "UNCLEAR2-30706-HOME", + "companyId": "YC30706", + "title": "Solva：当前官网读取", + "url": "https://solvatechnology.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前AI保险风险设施；150M保费、300000风险和160M融资为团队此前事业。", + "limitation": "旧事业保费不是Solva当前收入；平台毛保费与净佣金/软件费待拆，认证仅见自述。" + }, + { + "id": "UNCLEAR2-30708-HOME", + "companyId": null, + "title": "Perseus Defense：当前官网读取", + "url": "https://www.perseusdefense.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "自主反无人机实体系统及成本宣传。", + "limitation": "自动制导不自动等AI模型；成本与研发关系不是收入，不作系统工程或性能验证。" + }, + { + "id": "UNCLEAR2-30777-HOME", + "companyId": "YC30777", + "title": "Modelence：当前官网读取", + "url": "https://modelence.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "应用生产云，官网称由Agent部署/运营后端数据库和定时任务，连接编码Agent，提供托管运维。", + "limitation": "原型界面/20000开发者不是付费规模；自动重启与AI运维占比待核，未部署或读取网站技能指令执行。" + }, + { + "id": "UNCLEAR2-30781-HOME", + "companyId": null, + "title": "Duranium：当前官网读取", + "url": "https://duranium.co/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "关键金属生产工艺、工厂和试验设施。", + "limitation": "未取得AI核心业务说明；产业预测、利润目标和国家产量不作本公司经营实绩。" + }, + { + "id": "UNCLEAR2-30786-HOME", + "companyId": null, + "title": "Munify：当前官网读取", + "url": "https://www.munify.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "稳定币和区块链支付渠道的跨境账户及结算。", + "limitation": "金融自动化、域名和客户资金不等AI主营或公司收入。" + }, + { + "id": "UNCLEAR2-30798-HOME", + "companyId": null, + "title": "Ruvo：当前官网读取", + "url": "https://ruvo.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "巴西全球账户、Pix及美元/BRL资金服务。", + "limitation": "客户资金、收益和费率不等公司经常性收入，未取得AI主营说明。" + }, + { + "id": "UNCLEAR2-30821-HOME", + "companyId": "YC30821", + "title": "Efference：当前官网读取", + "url": "https://efference.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前机器人相机、网络与远端推理/训练，Stereo标2026年12月。", + "limitation": "2025预购曾称三月交货；未来日期与实际交付分开，硬件、训练、网络和推理收入需拆。" + }, + { + "id": "UNCLEAR2-30846-HOME", + "companyId": "YC30846", + "title": "Parse：当前官网读取", + "url": "https://parse.bot/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "Agent构建/修复网站API，按调用及私有构建计量；私有新建75、修改50credits，注册200赠额。", + "limitation": "登录API为付费早期测试；市场免费与私有/企业服务收费不同，积分、报价和旧用户数非收入，100倍速度未验证。" + }, + { + "id": "UNCLEAR2-30857-HOME", + "companyId": "YC30857", + "title": "Aspect：当前官网读取", + "url": "https://aspect.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "媒体存储、流式素材、协作审片和AI自动整理。", + "limitation": "页面演示素材/文件数不是实际客户经营数据；存储/流量及人工迁移成本未核。" + }, + { + "id": "UNCLEAR2-30874-HOME", + "companyId": "YC30874", + "title": "Minro：当前官网读取", + "url": "https://minro.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "客户情报、行为数据、自然语言分析及Agent触达入口。", + "limitation": "候补名单和Logo不等付费；约80%身份匹配为YC自述，未独立验证准确率或隐私控制。" + }, + { + "id": "UNCLEAR2-30881-HOME", + "companyId": "YC30881", + "title": "Wardstone：当前官网读取", + "url": "https://wardstone.space/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "当前模块化实体拦截平台。", + "limitation": "历史红外CV演示提供AI关联；当前AI架构和占比未知，资金申请不作已授予合同或收入。" + }, + { + "id": "UNCLEAR2-30904-HOME", + "companyId": "YC30904", + "title": "Tensr：当前官网读取", + "url": "https://www.tensr.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "机器人制造工厂和从生产数据训练规划/生产模型的路线。", + "limitation": "现有工厂与无人化目标分开；白皮书需申请，本轮未取得正文，ISS合作未独立核验。" + }, + { + "id": "UNCLEAR2-30905-HOME", + "companyId": "YC30905", + "title": "Travo：当前官网读取", + "url": "https://www.travoai.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "只取得房地产数据标题，无可读正文。", + "limitation": "业务依据为2026年YC公司发布，不声称官网当前全文已读或运营已核。" + }, + { + "id": "UNCLEAR2-30922-HOME", + "companyId": null, + "title": "Selfin：当前官网读取", + "url": "https://selfin.app/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "仅取得风险保护标题，无可读正文。", + "limitation": "业务依据为官方YC描述和历史发布，AI主营仍待补证。" + }, + { + "id": "UNCLEAR2-30933-HOME", + "companyId": "YC30933", + "title": "Nucleo：当前官网读取", + "url": "https://nucleoresearch.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司自述官方资料复核", + "summary": "AI自动CT分析、身体成分/肌少症与病灶分类。", + "limitation": "网页计数动画不能可靠读数，数值仅引用有日期发布；未核独立临床验证、监管许可或医院付费。" + }, + { + "id": "UNCLEAR2-INDEX", + "companyId": null, + "title": "原AI不明候选第二批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。" } ], "reviews": [ @@ -74243,6 +75502,109 @@ "UNCLEAR1-30420-CODE" ], "handling": "价格/赠额/成本节省不作收入；公开材料可读非独立评测，Cua云VM成本不混入其软件订阅。" + }, + { + "id": "UNCLEAR2-R-BUSINESS", + "type": "AI不明候选补证与转型边界", + "company": "Null Labs、Signals、cocreate、Solva、Modelence、Efference、Parse、Aspect、Minro、Wardstone、Tensr、Travo、Nucleo", + "scope": "companies", + "companyIds": [ + "YC30631", + "YC30639", + "YC30670", + "YC30706", + "YC30777", + "YC30821", + "YC30846", + "YC30857", + "YC30874", + "YC30881", + "YC30904", + "YC30905", + "YC30933" + ], + "summary": "按具体AI/模型/Agent任务补入13公司，2026年Signals与其余2025年成立自述分开。", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30639-YC", + "UNCLEAR2-30670-YC", + "UNCLEAR2-30706-YC", + "UNCLEAR2-30777-YC", + "UNCLEAR2-30821-YC", + "UNCLEAR2-30846-YC", + "UNCLEAR2-30857-YC", + "UNCLEAR2-30874-YC", + "UNCLEAR2-30881-YC", + "UNCLEAR2-30904-YC", + "UNCLEAR2-30905-YC", + "UNCLEAR2-30933-YC" + ], + "handling": "不回写原初筛；Efference、Solva与Modelence现行路线和旧产品/通用功能分开，法律主体、合同与AI贡献待核。" + }, + { + "id": "UNCLEAR2-R-PENDING", + "type": "自主自动化和AI主营资格分开", + "company": "YC AI不明候选第二批", + "scope": "dataset", + "summary": "11项保留AI主营待核，包括自主硬件、金融服务、材料、标题/空简介等。", + "evidenceIds": [ + "UNCLEAR2-INDEX", + "UNCLEAR2-30616-YC", + "UNCLEAR2-30619-YC", + "UNCLEAR2-30635-YC", + "UNCLEAR2-30656-YC", + "UNCLEAR2-30692-YC", + "UNCLEAR2-30704-YC", + "UNCLEAR2-30708-YC", + "UNCLEAR2-30781-YC", + "UNCLEAR2-30786-YC", + "UNCLEAR2-30798-YC", + "UNCLEAR2-30922-YC" + ], + "handling": "自主/自动化、创始人AI履历、AI客户、.ai域名和用户仓库不能单独作为AI核心主营证明；不称永久排除。" + }, + { + "id": "UNCLEAR2-R-TECH", + "type": "训练仿真、机器人感知与临床性能声明", + "company": "Null Labs、Efference、Nucleo", + "scope": "companies", + "companyIds": [ + "YC30631", + "YC30821", + "YC30933" + ], + "summary": "仅记录可读技术自述，区分训练数据、硬件/推理与临床辅助的交付。", + "evidenceIds": [ + "UNCLEAR2-30631-HOME", + "UNCLEAR2-30821-HOME", + "UNCLEAR2-30933-HOME", + "UNCLEAR2-30933-LAUNCH1" + ], + "handling": "没有独立运行、临床许可或泛化能力证明；发布日期、预购及未来交货不当实际完成。" + }, + { + "id": "UNCLEAR2-R-FINANCE", + "type": "客户成果、旧事业及资助申请不作ARR", + "company": "Signals、Modelence、Solva、Travo、Wardstone、Tensr", + "scope": "companies", + "companyIds": [ + "YC30639", + "YC30777", + "YC30706", + "YC30905", + "YC30881", + "YC30904" + ], + "summary": "复购增收、旧平台描述/保费、客户房地产/基金、SBIR申请和旧科研赞助分别归属。", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30777-YC", + "UNCLEAR2-30706-HOME", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30881-LAUNCH1", + "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。" } ], "coverage": { @@ -77037,6 +78399,383 @@ "note": "原始ai-unclear；YC当前自报2025成立。沿用现有记录，当前YC公司自述及历史发布补核；不再新增同公司。 复用已有公司。" } ] + }, + { + "id": "YC-AI-UNCLEAR-2", + "sourceId": "S01", + "url": "https://www.ycombinator.com/companies", + "accessedAt": "2026-10-31", + "scope": "原192项AI不明候选第25—48项，按原发现顺序读取YC当前资料、历史发布及可访问官网；13新增，11仍AI主营待核。两批48项加此前OpenSEO1项已有复核记录，其余143项继续补核。", + "complete": false, + "records": [ + { + "id": "YC-AI2-30616", + "name": "args", + "url": "https://www.ycombinator.com/companies/args", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30616-YC", + "UNCLEAR2-30616-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。当前为代码托管/协作入口；首页含用户发布的AI项目不证明平台本身AI主营，YC短描述不足。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30619", + "name": "Shor", + "url": "https://www.ycombinator.com/companies/shor", + "categoryId": "C05", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30619-YC", + "UNCLEAR2-30619-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。国际薪酬/EOR与跨境支付服务；自动发薪和合规并不自动证明AI核心业务。页面工资、余额和平台费是演示，非公司实际经营数字。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30631", + "name": "Null Labs", + "url": "https://www.ycombinator.com/companies/null-labs", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30631", + "evidenceIds": [ + "UNCLEAR2-30631-YC", + "UNCLEAR2-30631-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。为自主系统提供传感器仿真、合成图像数据及闭环测试设施。 官网明确感知模型数据与测试用途，据此补足AI设施依据；10倍边缘场景覆盖为厂商宣传，未运行或取得独立评测。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30635", + "name": "Galactic Resource Utilization Space, Inc. (GRU Space)", + "url": "https://www.ycombinator.com/companies/galactic-resource-utilization-space-inc-gru-space", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30635-YC", + "UNCLEAR2-30635-LAUNCH1", + "UNCLEAR2-30635-LAUNCH2", + "UNCLEAR2-30635-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30639", + "name": "Signals", + "url": "https://www.ycombinator.com/companies/signals", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30639", + "evidenceIds": [ + "UNCLEAR2-30639-YC", + "UNCLEAR2-30639-LAUNCH1" + ], + "note": "原ai-unclear，YC当前自报2026成立。以AI消息店员提供售后、客户关怀和复购推荐；历史发布以短信退换货服务起步。 当前官网iMessage/RCS及2026年AI礼宾发布可读；每会话约30美元复购增收、回复率和毛利提升属于客户业务，不是Signals收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30656", + "name": "DeepGrove", + "url": "https://www.ycombinator.com/companies/deepgrove", + "categoryId": "C02", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30656-YC", + "UNCLEAR2-30656-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。YC和官网只有设备智能口号，未取得正文、模型/部署或明确主营资料，保留AI及交付范围待核，不因域名和标题入表。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30670", + "name": "cocreate", + "url": "https://www.ycombinator.com/companies/cocreate", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30670", + "evidenceIds": [ + "UNCLEAR2-30670-YC", + "UNCLEAR2-30670-LAUNCH1" + ], + "note": "原ai-unclear，YC当前自报2025成立。用AI辅助备份、音画同步、代理文件及素材整理，输出至既有剪辑工具。 历史AI发布明确；当前官网本轮无法读取，不确认功能及商用规模。创始人作品播放量、项目耗时节省不作公司收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30692", + "name": "Costream", + "url": "https://www.ycombinator.com/companies/costream", + "categoryId": "C00", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30692-YC", + "UNCLEAR2-30692-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。YC一句话为数字产品索引人类对话，官网仅公司名与联系入口；数据用途、AI模型/产品及买家不明确。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30704", + "name": "Albacore Inc.", + "url": "https://www.ycombinator.com/companies/albacore-inc", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30704-YC", + "UNCLEAR2-30704-LAUNCH1", + "UNCLEAR2-30704-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。自主水下系统；已明确机器人/导航交付，但本轮资料未说明学习模型或AI核心实现，AI主营资格继续待核。创始人旧公司合同、采购履历和融资不能作本公司收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30706", + "name": "Solva", + "url": "https://www.ycombinator.com/companies/solva", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30706", + "evidenceIds": [ + "UNCLEAR2-30706-YC", + "UNCLEAR2-30706-LAUNCH1", + "UNCLEAR2-30706-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。以AI辅助保险理赔审核，当前官网扩展到保险风险与覆盖设施。 2025年理赔Agent及当前AI风险设施资料可读；官网150M保费、300000风险及160M融资为团队此前事业，不是Solva收入。认证仅自述，未查证报告。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30708", + "name": "Perseus Defense", + "url": "https://www.ycombinator.com/companies/perseus-defense", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30708-YC", + "UNCLEAR2-30708-LAUNCH1", + "UNCLEAR2-30708-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。自主反无人机实体系统；公开资料明确自动跟踪与制导，但尚未补足AI模型或核心AI业务证据，创始人机器学习履历不替代产品证据。成本宣传、访谈和合作意向不作收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30777", + "name": "Modelence", + "url": "https://www.ycombinator.com/companies/modelence", + "categoryId": "C04", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30777", + "evidenceIds": [ + "UNCLEAR2-30777-YC", + "UNCLEAR2-30777-LAUNCH1", + "UNCLEAR2-30777-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。部署及托管应用后端、数据库与定时任务，并提供Agent接入及自动运维。 官网明确由Agent部署/运维并接入编码Agent，补足原短简介未有的AI设施描述；通用云/确定性自动化与AI贡献仍需拆分。CodeSignal500M是旧公司平台描述，非Modelence收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30781", + "name": "Duranium", + "url": "https://www.ycombinator.com/companies/duranium", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30781-YC", + "UNCLEAR2-30781-LAUNCH1", + "UNCLEAR2-30781-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。金属生产工艺和工厂；未取得AI核心交付依据。2029产量份额及目标EBITDA率是预测，不是现有利润或收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30786", + "name": "Munify", + "url": "https://www.ycombinator.com/companies/munify", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30786-YC", + "UNCLEAR2-30786-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。跨境金融账户/支付；稳定币及区块链不等AI主营，.ai域名不作入表证据。客户资金、费率和投资人不是已核收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30798", + "name": "Ruvo", + "url": "https://www.ycombinator.com/companies/ruvo", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30798-YC", + "UNCLEAR2-30798-LAUNCH1", + "UNCLEAR2-30798-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。Ruvo/Cacao同一YC业务链为美元/雷亚尔账户与支付；币种转换和自动结算不等AI主营，历史费率与客户资金不作ARR。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30821", + "name": "Efference", + "url": "https://www.ycombinator.com/companies/efference", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30821", + "evidenceIds": [ + "UNCLEAR2-30821-YC", + "UNCLEAR2-30821-LAUNCH1", + "UNCLEAR2-30821-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。机器人视觉相机、联网与远端推理/训练设施。 2025年学习型深度感知相机发布与当前远端算力路线分开；旧预购称三月交货，当前Stereo标2026年12月，实际交付未核，不将预订或客户成本节省作收入。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30846", + "name": "Parse", + "url": "https://www.ycombinator.com/companies/parse-bot", + "categoryId": "C03", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30846", + "evidenceIds": [ + "UNCLEAR2-30846-YC", + "UNCLEAR2-30846-LAUNCH1", + "UNCLEAR2-30846-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。由Agent将网站操作转成可调用API/MCP工具，后续执行以网络请求而非持续浏览器控制完成。 官网明确Agent构建及修复API；100倍速度为厂商宣传，旧35000用户不等付费。登录API为付费计划早期测试，企业复杂登录含服务，未运行或取得完整覆盖验证。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30857", + "name": "Aspect", + "url": "https://www.ycombinator.com/companies/aspect-inc", + "categoryId": "C08", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30857", + "evidenceIds": [ + "UNCLEAR2-30857-YC", + "UNCLEAR2-30857-LAUNCH1", + "UNCLEAR2-30857-LAUNCH2", + "UNCLEAR2-30857-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。集中存储和流式访问媒体文件，以Agent搜索、整理及协作审片。 2025及2026发布、当前官网可读；演示库、素材大小和旧团队10000小时经验不等客户规模或公司收入，免费迁移不证明无实施成本。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30874", + "name": "Minro", + "url": "https://www.ycombinator.com/companies/minro", + "categoryId": "C06", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30874", + "evidenceIds": [ + "UNCLEAR2-30874-YC", + "UNCLEAR2-30874-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。从产品行为丰富用户上下文、识别流失风险并生成个性化挽留触达。 YC自述约80%身份匹配、预测风险和撰写触达，官网自然语言分析及Agent功能；准确率、留存增益和身份关联未独立核验，候补名单与Logo不等付费用户。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30881", + "name": "Wardstone", + "url": "https://www.ycombinator.com/companies/wardstone", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30881", + "evidenceIds": [ + "UNCLEAR2-30881-YC", + "UNCLEAR2-30881-LAUNCH1", + "UNCLEAR2-30881-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。模块化拦截硬件平台；历史公司发布含红外计算机视觉的自动化演示。 按明确历史CV演示补足AI相关依据；当前模块平台的模型实现和AI占比待核。300万美元SBIR为寻求支持的申请，不是已授予资助或公司收入；不提供系统工程评估。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30904", + "name": "Tensr", + "url": "https://www.ycombinator.com/companies/tensr", + "categoryId": "C10", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30904", + "evidenceIds": [ + "UNCLEAR2-30904-YC", + "UNCLEAR2-30904-LAUNCH1", + "UNCLEAR2-30904-LAUNCH2", + "UNCLEAR2-30904-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。以机器人制造机器人，并以生产数据训练规划和运行生产的模型。 当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30905", + "name": "Travo", + "url": "https://www.ycombinator.com/companies/travo", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30905", + "evidenceIds": [ + "UNCLEAR2-30905-YC", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30905-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。用AI通过网络、邮件和电话聚合房地产所有权、价格、分区及经营数据。 当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。 后续补证入表，非独立财务/技术审计。" + }, + { + "id": "YC-AI2-30922", + "name": "Selfin", + "url": "https://www.ycombinator.com/companies/selfin", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "pending-ai", + "evidenceIds": [ + "UNCLEAR2-30922-YC", + "UNCLEAR2-30922-LAUNCH1", + "UNCLEAR2-30922-HOME" + ], + "note": "原ai-unclear，YC当前自报2025成立。预测市场流动性及事件风险合同；服务AI云客户的风险示例不证明Selfin自身AI主营，合约资金、名义敞口和估值目标不等公司收入。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。" + }, + { + "id": "YC-AI2-30933", + "name": "Nucleo", + "url": "https://www.ycombinator.com/companies/nucleo", + "categoryId": "C07", + "kind": "company", + "profileStatus": "readable", + "status": "linked", + "companyId": "YC30933", + "evidenceIds": [ + "UNCLEAR2-30933-YC", + "UNCLEAR2-30933-LAUNCH1", + "UNCLEAR2-30933-HOME" + ], + "note": 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+ "originalStatus": "ai-unclear", + "companyId": "YC30904", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30904-YC", + "UNCLEAR2-30904-LAUNCH1", + "UNCLEAR2-30904-LAUNCH2", + "UNCLEAR2-30904-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；当前官网工厂与学习系统路线、2026年发布可读；24小时全流程为目标，实际订单、工厂面积和ISS合作均为公司自述。旧学校科研赞助不作本公司收入，未取得白皮书正文。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30905, + "originalStatus": "ai-unclear", + "companyId": "YC30905", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30905-YC", + "UNCLEAR2-30905-LAUNCH1", + "UNCLEAR2-30905-HOME" + ], + "reason": "当前或历史官方资料明确AI/模型/Agent任务，补证后新增；当前YC简介为点号、官网无可读正文，2026年公司发布提供明确业务依据；客户300万以上拟购资产与2000亿以上基金规模不是Travo收入，当前运营待核。 不回写原1428条发现及928条原新增目录计数。" + }, + { + "ycId": 30933, + "originalStatus": "ai-unclear", + "companyId": "YC30933", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30933-YC", + "UNCLEAR2-30933-LAUNCH1", + "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。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index b1e1cc3..2ca2192 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-1", + "version": "2026-10-31-ai-unclear-2", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -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。 本轮另补核原AI不明池首24/192：14新增、3复用、7 AI主营待核（pending-ai），保留原审计不回写；本批外168项中OpenSEO已有较早复核，其余167项继续补核。Scalar Field历史月收入未声明MRR，客户收入/示例/成本排除，自备算力和软件中继收费分开。" + "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。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 7aa46db..21b9545 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-1", + "sourceVersion": "2026-10-31-ai-unclear-2", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business",