From 2c1f35f000080fc9006c597273323981b69c1b42 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 21:51:18 +0800 Subject: [PATCH] research: link DeepGrove model artifacts and separate candidate revenue boundaries --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 24 +- content/research/ai-companies.seed.json | 242 ++++++++++++++++++++- content/research/ai-companies.sources.json | 6 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 249 insertions(+), 29 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 886de8d..8d447f3 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -182,9 +182,9 @@ 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, 1188); + assert.equal(research.companies.length, 1189); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 4412); + assert.equal(research.evidence.length, 4423); assert.equal(research.observations.length, 453); 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 }); diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts index e9b25f1..7768b20 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -104,8 +104,8 @@ 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, 1188); - assert.equal(initial.evidence.length, 4412); + assert.equal(initial.companies.length, 1189); + assert.equal(initial.evidence.length, 4423); assert.equal(initial.observations.length, 453); 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"); @@ -146,7 +146,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 200); - assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 111); + assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 113); 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"]); @@ -166,11 +166,11 @@ 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), 1188); + assert.equal(summary.reduce((n, c) => n + c.count, 0), 1189); assert.equal(summary.reduce((n, c) => n + c.self, 0), 58); 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), 1109); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1110); 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")); @@ -205,8 +205,8 @@ 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, 173); - assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 24); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 174); + assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 25); 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/); @@ -579,9 +579,9 @@ test("a second uncertain cohort admits evidenced AI tasks while preserving auton 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"]) { + assert.equal(batch.records.filter((r) => r.status === "linked").length, 14); + assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 10); + for (const name of ["Albacore Inc.", "Perseus Defense", "Munify", "Ruvo"]) { 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"); @@ -790,8 +790,8 @@ test("all original AI-unclear candidates retain a unique follow-up without count assert.equal(rows.length, 192); assert.equal(new Set(rows.map((r) => r.url)).size, 192); assert.deepEqual(rows.map((r) => r.url), original.map((r) => r.source)); - assert.equal(rows.filter((r) => r.status === "linked").length, 110); - assert.equal(rows.filter((r) => r.status === "pending-ai").length, 82); + assert.equal(rows.filter((r) => r.status === "linked").length, 111); + assert.equal(rows.filter((r) => r.status === "pending-ai").length, 81); assert.equal(snapshot.directoryRechecks!.filter((r) => r.ycId === 36088).length, 1); const everyapp = rows.find((r) => r.name === "EveryApp")!; assert.equal(everyapp.companyId, "AI074"); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 2b90fa6..9aa9204 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-yc-ai-revisit-2", + "version": "2026-10-31-yc-ai-revisit-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": [ @@ -37265,6 +37265,47 @@ "TC26HW5-VALENE-4" ] } + }, + { + "id": "YC30656", + "name": "DeepGrove", + "url": "https://www.ycombinator.com/companies/deepgrove", + "channel": "S01", + "cat": "C01", + "year": 2025, + "team": 3, + "location": "San Francisco", + "business": "研发低位宽推理模型及端侧运行时,已公开Maple-Preview模型卡和代码入口。", + "buyer": "端侧模型开发者与模型研究团队;实际付费买家未核", + "delivery": "公开模型权重/模型卡、MLX运行时和聊天试用入口;预览版,实际商用部署与合同待核。", + "notes": "公司发布与公开产物对应,足以补AI核心业务。默认输出头与FlashHead、CUDA实现及Apple运行时不可混同,厂商吞吐/领先性未独立验证,模型卡提示Agent后训练有限;下载与星标不是付费/收入。", + "cohort": "2025成立据YC公司自述,法律注册待核;不以模型发布年重置公司年", + "teamBasis": "YC2026-10-31可读Team Size3,业务人数截至日未注明;LinkedIn2—10区间/关联账号不作更精确实测", + "price": "模型/仓库公开标MIT;未取得商业支持、许可或托管收费合同", + "stage": "公开预览模型与运行时;实际商业成熟度待核", + "sourceType": "YC公司自述、公司发布、模型卡及反链仓库", + "evidenceIds": [ + "UNCLEAR2-30656-YC", + "UNCLEAR2-30656-HOME", + "YCAIRE3-DEEP-YC", + "YCAIRE3-DEEP-LI", + "YCAIRE3-DEEP-CARD", + "YCAIRE3-DEEP-REPO" + ], + "revenueStatus": "unknown", + "businessModel": "开源模型与端侧推理工具;付费产品、合同及净收入未核", + "entityBasis": "YC同页公司与公司发布/模型组织/仓库反链关联;未取得独立法律登记", + "classificationBasis": "按自研低位宽语言模型及权重交付归C01,端侧运行时为配套;不按.ai域名或招聘推定", + "extraUrl": "https://deepgrove.ai/", + "technicalReview": { + "level": "public-artifact", + "reviewedAt": "2026-10-31", + "summary": "已读公司反链模型卡与MLX仓库说明,保留CUDA/Apple及输出头条件;未下载运行模型,未复现质量、吞吐或在线学习。", + "evidenceIds": [ + "YCAIRE3-DEEP-CARD", + "YCAIRE3-DEEP-REPO" + ] + } } ], "observations": [ @@ -92916,6 +92957,127 @@ "kind": "公司官网/反链公开库及访问边界", "summary": "原域用户页README区出现gitdot名称、Rust/Apache2.0自述、代码导入/CLI快捷操作,并自述没有AI功能;同域多个用户页搜索索引出现相同说明。", "limitation": "用户页说明的作者/平台归属及args到gitdot品牌沿革未独立确认,不能当法律改名或全平台无AI定论;gitdot.io/designs直达不可用,开源许可/性能未实测。" + }, + { + "id": "YCAIRE3-SHOR-HOME", + "companyId": null, + "title": "Shor当前发薪/支付与资金归属", + "url": "https://shorpay.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "当前产品为承包商管理、自有实体工资服务与EOR,页脚称Shor Inc.及持牌支付合作方;强调创始人支持,示例工资/余额/平台费为产品界面演示。", + "limitation": "跨境结算速度/国家覆盖属厂商描述,未实际开户或验证。雇主预充值、员工薪资、税款与平台净费分开,演示金额不作本公司营收;支付自动化不证明AI主营。" + }, + { + "id": "YCAIRE3-SHOR-PRICE", + "companyId": null, + "title": "Shor按工人收费与汇兑边界", + "url": "https://docs.shorpay.com/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "原始文档明确美元报价:承包商19/月、EOR标准299/月及高价地区449/月,自有实体工资50—60/月;另2%汇兑加价,按月30日取消,无最低席位。", + "limitation": "报价不是已签合同或ARR;EOR法律雇佣/人工合规服务与软件、支付净费需拆,工资福利/税/押金不全归平台收入。人数按工人而非雇主账号用户,不从官网Logo推数量。" + }, + { + "id": "YCAIRE3-GRU-RESERVE", + "companyId": null, + "title": "GRU当前申请、预约与任务阶段", + "url": "https://www.gru.space/reserve", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "当前为未来月球酒店早期资格申请,合格者可能获邀继续预约押金;定价/参与结构私下讨论。计划2026审查、2027拍卖、2029首任务和2031部署。", + "limitation": "申请入口不等已有付费预约,预收押金/申请费与实际履约收入不同,不推酒店或软件ARR;与原2027任务自述差异保留,未来自动化/机器人不是当前AI主营证明。" + }, + { + "id": "YCAIRE3-GRU-MEMBERSHIP", + "companyId": null, + "title": "GRU会员权益非已核经常性合同", + "url": "https://www.gru.space/membership", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "GRU Crew会员页列未来载荷刻名、纪念砖、周边/预约折扣与活动邀请,通过联系表询问,无可读价格或收费周期。", + "limitation": "会员名称不证明月/年订阅或付费用户,未来载荷/酒店权益不当已交付;本轮白皮书外页仅嵌入框架,未声称读完白皮书。未提交表单。" + }, + { + "id": "YCAIRE3-DEEP-YC", + "companyId": "YC30656", + "title": "DeepGrove当前YC成立与团队字段", + "url": "https://www.ycombinator.com/companies/deepgrove", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "本轮YC正文可读,明确公司自报成立2025、团队3人、旧金山、S25及Edward Zhang/Shayaan Emran创始人,反链deepgrove.ai。", + "limitation": "公司自述字段不是独立注册或当期精确人数;招聘工资区间不是公司收入,批次/招聘不替成立与财务证据。" + }, + { + "id": "YCAIRE3-DEEP-LI", + "companyId": "YC30656", + "title": "DeepGrove原始模型发布及身份反链", + "url": "https://www.linkedin.com/company/deepgrove_ai", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "公司页发布Maple-Preview低位宽推理模型,链接试用、模型权重及自有GitHub推理仓库;业务为预训练/后训练及端侧高效模型。", + "limitation": "性能领先和端侧自适应为厂商宣称,未独立验证;团队仅2—10区间及关联账号展示,不取人数中点。相对发布日期不改写为具体发布日期。" + }, + { + "id": "YCAIRE3-DEEP-CARD", + "companyId": "YC30656", + "title": "DeepGrove Maple-Preview模型卡", + "url": "https://huggingface.co/deepgrove/maple-preview/blob/main/README.md", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "模型卡将产品标为20B-A1B三值权重推理模型、MIT许可,说明公开Transformers实现用于兼容CUDA环境,Apple性能来自另一运行时;强调预览版Agent任务后训练有限。", + "limitation": "模型卡及代码可读不等独立复现。公开权重、许可及下载不证明商用收入,未推断硬件适配或精度满足所有任务,未安装执行远程代码。" + }, + { + "id": "YCAIRE3-DEEP-REPO", + "companyId": "YC30656", + "title": "DeepGrove反链MLX运行时公开仓库", + "url": "https://github.com/deepgrove-ai/mlx-lm-deepgrove", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "公司原始短链接解析到deepgrove-ai/mlx-lm-deepgrove,仓库含模型/转换/内核及运行说明;厂商M4结果169与218 tokens/s分别对应默认与FlashHead配置。", + "limitation": "公开产物等级而非独立测试;Apple结果不能直接与CUDA或不同输出头比较,M4为前版数据,未克隆/编译/下载权重或执行脚本。开源许可不推出实际商业合同。" + }, + { + "id": "YCAIRE3-COSTREAM-HOME", + "companyId": null, + "title": "Costream原始公司域当前资料边界", + "url": "https://www.costream.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "原YC对应域当前仅公司名、旧金山/美国及联系入口,无产品正文或价表。", + "limitation": "copyright2025不能替独立注册;空白正文不证公司关闭,也不补造对话数据买家/训练用途/模型或收入。" + }, + { + "id": "YCAIRE3-COSTREAM-LI", + "companyId": null, + "title": "Costream公司页反链与产品缺项", + "url": "https://www.linkedin.com/company/costream-ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "公司页反链原costream.ai域,列软件开发、2—10人并出现Ayush Mahna关联;未给产品描述。", + "limitation": "关联账号不能当准确员工数,未补足AI交付/实际客户及成立登记;保留原YC创始人旧100K用户/下载与当前公司不同归属,不继承旧项目经营。" + }, + { + "id": "YCAIRE3-COSTREAM-NAMESAKE", + "companyId": null, + "title": "Costream同名英国营销站不强连", + "url": "https://www.costream.co.uk/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司/模型发布者原始资料及访问边界", + "summary": "同名英国域自述AI加人工运营营销,按品牌/渠道月费并区分媒体支出;页面未见与原YC创始人或costream.ai的对应关系。", + "limitation": "仅用于阻止同名误连:不把该站AI能力、英镑价格、运营者旧触达或服务收入填入本YC公司;未确认两者法人关系,目录工业SCADA标签亦不替原始公司证明。" } ], "reviews": [ @@ -100977,6 +101139,37 @@ "YCAIRE2-FOUNDATION-ABOUT" ], "handling": "不将零首付视作零成本、可退预约金视作营收,不用未来容量/物料与客户节省推ARR;合同期限、收入净额/分摊、硬件资本与人工成本缺项。无新收入观测,不改变MRR样本或分类统计。" + }, + { + "id": "YCAIRE3-R-TECH", + "type": "端侧公开模型产物与独立技术验证分层", + "company": "DeepGrove", + "scope": "dataset", + "summary": "YC自报2025公司与原始模型发布/权重及MLX仓库对应,关联C01;模型卡区分CUDA/Apple,吞吐按默认或FlashHead输出头条件不同。", + "evidenceIds": [ + "YCAIRE3-DEEP-YC", + "YCAIRE3-DEEP-LI", + "YCAIRE3-DEEP-CARD", + "YCAIRE3-DEEP-REPO" + ], + "handling": "技术等级仅public-artifact,未下载运行、复现或升为独立验证。预览版Agent任务训练有限,厂商基准领先不等普遍替代;免费公开权重/下载不推出收入,不新增ARR。" + }, + { + "id": "YCAIRE3-R-BOUNDARY", + "type": "雇佣代付、未来预约和同名公司收费边界", + "company": "Shor / GRU Space / Costream", + "scope": "dataset", + "summary": "补Shor按工人美元月费及汇兑、GRU资格申请/后续押金和无价格周期会员、Costream原域/同名营销站的身份缺项。", + "evidenceIds": [ + "YCAIRE3-SHOR-HOME", + "YCAIRE3-SHOR-PRICE", + "YCAIRE3-GRU-RESERVE", + "YCAIRE3-GRU-MEMBERSHIP", + "YCAIRE3-COSTREAM-HOME", + "YCAIRE3-COSTREAM-LI", + "YCAIRE3-COSTREAM-NAMESAKE" + ], + "handling": "三项继续AI主营待核。薪资税款、雇佣服务/人工支持与净平台费分列;月球任务/会员名称不证明已收经常收入,同名.co.uk价表/工业SCADA目录标签及创始人旧用户不继承YC公司。" } ], "coverage": { @@ -103841,9 +104034,11 @@ "status": "pending-ai", "evidenceIds": [ "UNCLEAR2-30619-YC", - "UNCLEAR2-30619-HOME" + "UNCLEAR2-30619-HOME", + "YCAIRE3-SHOR-HOME", + "YCAIRE3-SHOR-PRICE" ], - "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。" + "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。 后续原始美元价表补19/工人月、EOR299/449及自有实体50—60,2%汇兑另列;工资/税/押金/演示非平台ARR。含法律雇佣与人工支持,AI主营未证。" }, { "id": "YC-AI2-30631", @@ -103872,9 +104067,11 @@ "UNCLEAR2-30635-YC", "UNCLEAR2-30635-LAUNCH1", "UNCLEAR2-30635-LAUNCH2", - "UNCLEAR2-30635-HOME" + "UNCLEAR2-30635-HOME", + "YCAIRE3-GRU-RESERVE", + "YCAIRE3-GRU-MEMBERSHIP" ], - "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。" + "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。 后续当前申请为资格审查后才可能预约押金、私下讨论价格;会员刻名/纪念砖/折扣无周期或金额,不推经常收入。2029/2031任务仍估计计划,白皮书仅嵌入页未阅读全文。" }, { "id": "YC-AI2-30639", @@ -103895,15 +104092,20 @@ "id": "YC-AI2-30656", "name": "DeepGrove", "url": "https://www.ycombinator.com/companies/deepgrove", - "categoryId": "C02", + "categoryId": "C01", "kind": "company", "profileStatus": "readable", - "status": "pending-ai", + "status": "linked", "evidenceIds": [ "UNCLEAR2-30656-YC", - "UNCLEAR2-30656-HOME" + "UNCLEAR2-30656-HOME", + "YCAIRE3-DEEP-YC", + "YCAIRE3-DEEP-LI", + "YCAIRE3-DEEP-CARD", + "YCAIRE3-DEEP-REPO" ], - "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。" + "note": "原ai-unclear初查仅取得设备智能口号;后续公司模型发布、Maple-Preview模型卡及反链MLX推理仓库补足AI核心交付,按模型研发C01关联。YC正文自报2025/Team3保留法律注册及人数时点限制;公开产物未独立运行,默认/FlashHead及CUDA/Apple环境区别保留,预览版Agent任务局限和实际合同/收入待核。原发现快照不回写。", + "companyId": "YC30656" }, { "id": "YC-AI2-30670", @@ -103930,9 +104132,12 @@ "status": "pending-ai", "evidenceIds": [ "UNCLEAR2-30692-YC", - "UNCLEAR2-30692-HOME" + "UNCLEAR2-30692-HOME", + "YCAIRE3-COSTREAM-HOME", + "YCAIRE3-COSTREAM-LI", + "YCAIRE3-COSTREAM-NAMESAKE" ], - "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。" + "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。 后续原公司LinkedIn反链.ai但无产品正文,原域仍仅联系页;同名.co.uk为营销机构,未证创始人/法人对应,不搬其AI能力/英镑价表/旧服务规模。工业SCADA目录标签不替本公司原始产品证据。" }, { "id": "YC-AI2-30704", @@ -114552,6 +114757,21 @@ "MISSINGYEAR7-36513-TERMS" ], "reason": "原缺年池本轮复读YC官方字段补2026及Team2,现主营CI/评审按C04关联;保留原图形IDE/缺年快照,不回写原发现,精确注册与独立性能仍待核。" + }, + { + "ycId": 30656, + "originalStatus": "ai-unclear", + "companyId": "YC30656", + "reviewedAt": "2026-10-31", + "evidenceIds": [ + "UNCLEAR2-30656-YC", + "UNCLEAR2-30656-HOME", + "YCAIRE3-DEEP-YC", + "YCAIRE3-DEEP-LI", + "YCAIRE3-DEEP-CARD", + "YCAIRE3-DEEP-REPO" + ], + "reason": "原初查只有口号,后续公司发布、模型卡及反链推理仓库明确AI模型研发,按C01关联。公开产物未独立验证,保留YC2025自报/法律与商业合同缺项;不回写原1428/928发现快照。" } ] } diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index d83cd43..e008c97 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-yc-ai-revisit-2", + "version": "2026-10-31-yc-ai-revisit-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。", @@ -14,9 +14,9 @@ "www.ycombinator.com" ], "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。 AI主营待核首四项Karsa/QFEX/PgDog/Better Auth在已有初查记录上补11原始证据与2核查,不重复登记,均仍pending-ai;保留Karsa2024/原YC2025冲突、Better Auth旧开源项目/2026Vercel收购及AI模块未稳定边界,无新公司或收入。 AI主营待核后四项NODI/Cascade Space/Foundation Industries/args补10证据与2核查,四项仍待核;新增产品阶段、资本/人工服务、用户收益和品牌说明归属限制,不重复登记或新增收入。", + "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。 AI主营待核首四项Karsa/QFEX/PgDog/Better Auth在已有初查记录上补11原始证据与2核查,不重复登记,均仍pending-ai;保留Karsa2024/原YC2025冲突、Better Auth旧开源项目/2026Vercel收购及AI模块未稳定边界,无新公司或收入。 AI主营待核后四项NODI/Cascade Space/Foundation Industries/args补10证据与2核查,四项仍待核;新增产品阶段、资本/人工服务、用户收益和品牌说明归属限制,不重复登记或新增收入。 AI待核第三组Shor/GRU Space/DeepGrove/Costream补11证据2核查,DeepGrove经公司模型卡和反链运行时明确研发交付、按C01关联,另三项仍待核。原192AI不明现111关联/81待核,原始发现计数不变;公开产物不等独立验证或收入。", "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项已按原顺序补核八批192项:103新增、7复用(含此前已核EveryApp)、82保留AI主营待核,共110关联;没有再把EveryApp额外加1,全池192项均有可回查后续记录。原发现审计/928初始新增不回写;已读全池不等82项均确认AI,更不等268年范围外/缺失、6日期冲突和其他来源全部完成。Rhem交付后租赁/旧买断、Subvocal预约、EveryApp托管计划/Cloudflare费/OpenSEO套餐、ObsessionDB资源估算与BYOC年度运维分开,不新增可比MRR;市政债未来模块、原型/健康/倍速演示及Clean模型实现缺项保留。 原268项年份范围外/缺失已按原快照拆为214项列2022—2024(4/30/180)和54项无年,不称214项本轮登记核验。另6项日期冲突全池已补现官网和2025旧发布,均成立年待核,未新增公司;运营者/条款日期不替注册证据,Layers现AI核心待核,客户销售/利润计算器和前事业收入排除。 原54缺年已复读YC字段均仍空;外部补核首12项:5旧业务范围外、6缺年、1转AI待核,42项外部核查待续。政府登记与公司年份自述分开,美国/集团沿革、Inactive及新旧交付限制保留,无公司/收入新增。 缺年第二批6项:Milliray/DroneTector与Jinba/Carnot旧业务排除,4继续缺年;累计18项外部补核(7范围外/10缺年/1 AI待核),36项待续。Maywood公司自报2025及登记缺项、Q2Q Inactive和客户金额/按成功电话计费边界保留。 缺年第三批6项:Zymbly经英国登记2025入表、5项继续缺年;累计24项外部补核(1关联/7范围外/15缺年/1 AI待核),余30项。前Newton Education/全球主体、Cardinal旧产品、GovGuard拨款/人审、Elyra代收与医疗研发边界保留。 缺年第四批6项:CONUS旧业务排除、4缺年、Apollo AI待核;累计30项(1关联/8范围外/19缺年/2 AI待核),余24项。Gravy当前只读与远程依赖、空条款、CONUS免费核心与收费智能许可和LOI/示例金额边界保留。 缺年第五批6项均成立待核;累计36项(1关联/8范围外/25缺年/2 AI待核),余18项。Touchmark RFQ/代收、Tarifflo现行价表与免费描述差异、Snowstone估计价值、机器人数据硬件和夹具交付分开;同名公司不强配。 缺年第六批6项:Ekho公司公开自报2024暂归范围外,其他5项仍保留成立/主体待核;累计42项(1关联/9范围外/30缺年/2 AI待核),余12项。OneCLI自报2026但条款运营者ChartDB, Inc.,Billow与TC既有候选复用,不把品牌/发布当独立法人;GPU报价/本金/平台费、人工托管与软件许可、机器人样本内评估分开。 缺年末两批12项:Viraj自报2024暂归范围外,Graphide本轮YC官方已补Founded2026及Team2、按现CI/代码评审C04关联,其余10项保留成立/主体待核。原缺年54项现均有外部补核:2关联、10范围外、40成立待核、2 AI待核,0项无外部后续记录;这不是全54项年份均已确认,更不等全来源完成。Melty/Stella Montis与旧编程工具、Blinka非银行/资金示例、Spine佣金及旧条款、Ascenix旧硬件、Ageospatial瑞士旧主体/美国母体和Cesara医院回款边界保留;下一步补这些明确缺项并扩其余来源候选台账。 本轮四项后续需补法律登记/收购交割、当前实际产品可用范围、AI专属商业部署及收费合同;Karsa当前仅导出页不证关闭,AI交易标的/客户不证平台AI主营,金融资产/策略收益、人工支持、免费框架及管理设施收入分开。其余已初查AI主营待核候选按明确缺项追原始证据,不重复计候选或回写发现快照。 后四项补能源方案实际部署/净费与模型、通信软件/容量合同及上线证明、制造自动化实际AI边界、args/gitdot原始品牌/仓库及收费;路线图/公式建模/用户项目不替当前AI主营证据。" + "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项已按原顺序补核八批192项:103新增、7复用(含此前已核EveryApp)、82保留AI主营待核,共110关联;没有再把EveryApp额外加1,全池192项均有可回查后续记录。原发现审计/928初始新增不回写;已读全池不等82项均确认AI,更不等268年范围外/缺失、6日期冲突和其他来源全部完成。Rhem交付后租赁/旧买断、Subvocal预约、EveryApp托管计划/Cloudflare费/OpenSEO套餐、ObsessionDB资源估算与BYOC年度运维分开,不新增可比MRR;市政债未来模块、原型/健康/倍速演示及Clean模型实现缺项保留。 原268项年份范围外/缺失已按原快照拆为214项列2022—2024(4/30/180)和54项无年,不称214项本轮登记核验。另6项日期冲突全池已补现官网和2025旧发布,均成立年待核,未新增公司;运营者/条款日期不替注册证据,Layers现AI核心待核,客户销售/利润计算器和前事业收入排除。 原54缺年已复读YC字段均仍空;外部补核首12项:5旧业务范围外、6缺年、1转AI待核,42项外部核查待续。政府登记与公司年份自述分开,美国/集团沿革、Inactive及新旧交付限制保留,无公司/收入新增。 缺年第二批6项:Milliray/DroneTector与Jinba/Carnot旧业务排除,4继续缺年;累计18项外部补核(7范围外/10缺年/1 AI待核),36项待续。Maywood公司自报2025及登记缺项、Q2Q Inactive和客户金额/按成功电话计费边界保留。 缺年第三批6项:Zymbly经英国登记2025入表、5项继续缺年;累计24项外部补核(1关联/7范围外/15缺年/1 AI待核),余30项。前Newton Education/全球主体、Cardinal旧产品、GovGuard拨款/人审、Elyra代收与医疗研发边界保留。 缺年第四批6项:CONUS旧业务排除、4缺年、Apollo AI待核;累计30项(1关联/8范围外/19缺年/2 AI待核),余24项。Gravy当前只读与远程依赖、空条款、CONUS免费核心与收费智能许可和LOI/示例金额边界保留。 缺年第五批6项均成立待核;累计36项(1关联/8范围外/25缺年/2 AI待核),余18项。Touchmark RFQ/代收、Tarifflo现行价表与免费描述差异、Snowstone估计价值、机器人数据硬件和夹具交付分开;同名公司不强配。 缺年第六批6项:Ekho公司公开自报2024暂归范围外,其他5项仍保留成立/主体待核;累计42项(1关联/9范围外/30缺年/2 AI待核),余12项。OneCLI自报2026但条款运营者ChartDB, Inc.,Billow与TC既有候选复用,不把品牌/发布当独立法人;GPU报价/本金/平台费、人工托管与软件许可、机器人样本内评估分开。 缺年末两批12项:Viraj自报2024暂归范围外,Graphide本轮YC官方已补Founded2026及Team2、按现CI/代码评审C04关联,其余10项保留成立/主体待核。原缺年54项现均有外部补核:2关联、10范围外、40成立待核、2 AI待核,0项无外部后续记录;这不是全54项年份均已确认,更不等全来源完成。Melty/Stella Montis与旧编程工具、Blinka非银行/资金示例、Spine佣金及旧条款、Ascenix旧硬件、Ageospatial瑞士旧主体/美国母体和Cesara医院回款边界保留;下一步补这些明确缺项并扩其余来源候选台账。 本轮四项后续需补法律登记/收购交割、当前实际产品可用范围、AI专属商业部署及收费合同;Karsa当前仅导出页不证关闭,AI交易标的/客户不证平台AI主营,金融资产/策略收益、人工支持、免费框架及管理设施收入分开。其余已初查AI主营待核候选按明确缺项追原始证据,不重复计候选或回写发现快照。 后四项补能源方案实际部署/净费与模型、通信软件/容量合同及上线证明、制造自动化实际AI边界、args/gitdot原始品牌/仓库及收费;路线图/公式建模/用户项目不替当前AI主营证据。 第三组DeepGrove商业合同/注册与独立性能仍缺,CUDA/Apple和输出头条件分开;Shor代付与雇佣服务净费、GRU未来资格申请/押金/会员、Costream同名域身份继续追原始合同,不用目录推测替代产品证据。" }, { "id": "S02", diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index ef5bf1d..ef40c43 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-yc-ai-revisit-2", + "sourceVersion": "2026-10-31-yc-ai-revisit-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business",