From 4942b86a4ab4a90d77e78297e3a76667894f8c32 Mon Sep 17 00:00:00 2001 From: Codex Bot Date: Sat, 31 Oct 2026 00:57:16 +0800 Subject: [PATCH] research: finish enterprise classification and separate Tasklet product history --- apps/docs/scripts/auth-cli.ts | 4 +- apps/docs/tests/research.test.ts | 16 +- content/research/ai-companies.seed.json | 2153 +++++++++++++++----- content/research/ai-companies.sources.json | 4 +- content/research/ai-income-analysis.json | 2 +- 5 files changed, 1708 insertions(+), 471 deletions(-) diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts index 1e0df37..201c13b 100644 --- a/apps/docs/scripts/auth-cli.ts +++ b/apps/docs/scripts/auth-cli.ts @@ -184,8 +184,8 @@ async function main() { const research = await researchResponse.json(); assert.equal(research.companies.length, 1051); assert.equal(research.categories.length, 11); - assert.equal(research.evidence.length, 1898); - assert.equal(research.observations.length, 240); + assert.equal(research.evidence.length, 1973); + assert.equal(research.observations.length, 247); 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 1e27b92..34b148f 100644 --- a/apps/docs/tests/research.test.ts +++ b/apps/docs/tests/research.test.ts @@ -24,8 +24,8 @@ test("research revisions share the authentication database and preserve replay l assert.equal(consumeCode(config, "invalid"), "limited"); const initial = readResearchSnapshot(); assert.equal(initial.companies.length, 1051); - assert.equal(initial.evidence.length, 1898); - assert.equal(initial.observations.length, 240); + assert.equal(initial.evidence.length, 1973); + assert.equal(initial.observations.length, 247); assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata"); assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit"); assert.deepEqual(readResearchSnapshot(), initial, "reopening does not duplicate records"); @@ -64,7 +64,7 @@ test("research validation rejects broken evidence and unsafe source links", () = test("reviews link explicit companies without turning global or excluded cases into companies", () => { const snapshot = structuredClone(seed) as ResearchSnapshot; - assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 118); + assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 120); assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 12); assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44); const review = snapshot.reviews.find((r) => r.id === "R4")!; @@ -86,10 +86,10 @@ test("disclosure counts exclude client income, biographies, targets and duplicat const snapshot = seed as ResearchSnapshot; const summary = categorySummary(snapshot); assert.equal(summary.reduce((n, c) => n + c.count, 0), 1051); - assert.equal(summary.reduce((n, c) => n + c.self, 0), 43); + assert.equal(summary.reduce((n, c) => n + c.self, 0), 44); 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), 987); + assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 986); 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")); @@ -101,7 +101,7 @@ test("disclosure counts exclude client income, biographies, targets and duplicat 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, 60); + assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 61); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 10); assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1); assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown"); @@ -228,6 +228,10 @@ test("directory coverage reconciles every candidate and keeps profile-only incom assert.equal(row.foundedYear, 2026, "original Native discovery remains unchanged"); assert.equal(company.year, null, "a model launch and YC date cannot settle the older business founding year"); assert.ok(snapshot.reviews.some((review) => review.id === "NATIVE-R-COHORT" && review.companyIds?.includes(company.id))); + } else if (company.id === "YC31470") { + assert.equal(row.foundedYear, 2025, "original Tasklet discovery remains unchanged"); + assert.equal(company.year, null, "a new product cannot establish a new company founding year"); + assert.ok(snapshot.reviews.some((review) => review.id === "ENTERPRISE3-R-TASKLET" && review.companyIds?.includes(company.id))); } else { assert.equal(company.year, row.foundedYear); assert.ok([2025, 2026].includes(company.year!)); diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json index 4e7750a..050e0e1 100644 --- a/content/research/ai-companies.seed.json +++ b/content/research/ai-companies.seed.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-enterprise-2", + "version": "2026-10-31-enterprise-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": [ @@ -12342,22 +12342,24 @@ "year": 2025, "team": 5, "location": "San Francisco", - "business": "公司简介：AI Employees for human-level roles", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业多类岗位执行任务，连接数据及业务系统。", + "buyer": "跨职能企业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用岗位交付；旧ML工程师切入与现多岗位分开，前雇主及20万招聘成本不是自身规模或收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-30972" + "YC-E-30972", + "ENTERPRISE3-CAT-YC30972" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业多类岗位执行任务，连接数据及业务系统。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "通用AI员工软件；任务、用量和实施费待拆" }, { "id": "YC30977", @@ -13489,26 +13491,29 @@ "id": "YC31089", "name": "Lance", "url": "https://www.ycombinator.com/companies/lance", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 10, "location": "San Francisco", - "business": "公司简介：AI Agents That Run Hotel Operations.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为酒店处理电话、销售、客人请求及软件内操作。", + "buyer": "酒店客户及预订运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "以电话与销售运营归C06；50酒店及品牌为采用自述，非付费数或收入。CUA为实现方式，不归通用Agent设施，官网本次403。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31089" + "YC-E-31089", + "ENTERPRISE3-CAT-YC31089", + "ENTERPRISE3-LANCE-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为酒店处理电话、销售、客人请求及软件内操作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "酒店客户运营软件；通话、流程、集成及人工服务待拆" }, { "id": "YC31090", @@ -13649,47 +13654,51 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Detect what AI can automate for your team", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以桌面历史工作资料发现团队可自动化的流程，并交给其他工具执行。", + "buyer": "企业运营及自动化负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留流程发现；本地模型及隐私为自述，旧Clam语义防火墙、硬件设计发布分开，不当现交付或独立性能。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31107" + "YC-E-31107", + "ENTERPRISE3-CAT-YC31107" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以桌面历史工作资料发现团队可自动化的流程，并交给其他工具执行。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "流程发现软件；席位、部署及服务费待核" }, { "id": "YC31109", "name": "Beacon Health", "url": "https://www.ycombinator.com/companies/beacon-health", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI Employees for Primary Care", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在基层医疗EHR中处理预防筛查、授权、转诊及风险编码工作。", + "buyer": "基层医疗机构及价值医疗运营方", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移行业医疗工作；翻倍客户诊所收入、覆盖两亿美国人等不归Beacon收入或实际患者数。W26批次不改2025成立快照。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31109" + "YC-E-31109", + "ENTERPRISE3-CAT-YC31109" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在基层医疗EHR中处理预防筛查、授权、转诊及风险编码工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "医疗运营软件与实施；患者、任务、合同及人工成本待拆" }, { "id": "YC31111", @@ -13832,26 +13841,28 @@ "id": "YC31121", "name": "Avoice", "url": "https://www.ycombinator.com/companies/avoice", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 7, "location": "San Francisco", - "business": "公司简介：AI-native workspace for AEC", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为建筑事务所管理项目、规格文书、质量检查及施工阶段文件。", + "buyer": "建筑设计及AEC专业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移建筑专业工作；3亿项目价值非公司收入，创始人旧涂料1500万及教育项目100万ARR排除，客户数百人规模不当本公司团队。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31121" + "YC-E-31121", + "ENTERPRISE3-CAT-YC31121" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为建筑事务所管理项目、规格文书、质量检查及施工阶段文件。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "行业工作软件；许可、项目、文档与实施费用待拆" }, { "id": "YC31127", @@ -14015,31 +14026,33 @@ "id": "YC31133", "name": "Skillsync", "url": "https://www.ycombinator.com/companies/skillsync", - "cat": "C05", + "cat": "C03", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Search your agent session history", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "检索及转移不同编码Agent的会话历史和工具上下文。", + "buyer": "使用多种编码Agent的开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施；号称完整携带推理及所有工具记录未独立测，txcript开源声明本轮未开源码，不提升技术等级。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31133" + "YC-E-31133", + "ENTERPRISE3-CAT-YC31133" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：检索及转移不同编码Agent的会话历史和工具上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "AIOps", "Developer Tools", "Enterprise Software", "AI" - ] + ], + "businessModel": "Agent会话及上下文设施；许可、同步和存储收费待核" }, { "id": "YC31137", @@ -14072,57 +14085,62 @@ "id": "YC31138", "name": "Aemon", "url": "https://www.ycombinator.com/companies/aemon", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：The Forward-Deployed AI Research Engineer", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在企业代码及研究上下文中定义评估、运行实验并优化算法和技术方案。", + "buyer": "软件研发及技术研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按代码及实验优化交付归软件研发；官网含工程师共建评估，不当纯无人SaaS。圆堆积世界纪录及小于10美元算力是自述，未核解或复测，不是收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31138" + "YC-E-31138", + "ENTERPRISE3-CAT-YC31138", + "ENTERPRISE3-AEMON-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在企业代码及研究上下文中定义评估、运行实验并优化算法和技术方案。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "研发软件与前置工程服务；研究运行、算力和专家工时待拆" }, { "id": "YC31139", "name": "Ashr", "url": "https://www.ycombinator.com/companies/ashr", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：Enterprise post-training, monitoring, and continual learning platform", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供企业开放权重模型的后训练、托管、可观测及持续学习平台。", + "buyer": "企业模型及AI平台团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型基础设施，旧Agent生产环境模拟发布分开。降低token成本不是公司收入，不因自建模型平台就认定出售基础模型。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31139" + "YC-E-31139", + "ENTERPRISE3-CAT-YC31139" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供企业开放权重模型的后训练、托管、可观测及持续学习平台。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Deep Learning", "Generative AI", "Reinforcement Learning", "Data Engineering", "AI" - ] + ], + "businessModel": "模型训练运行设施；算力、托管、优化和实施费待拆" }, { "id": "YC31140", @@ -14286,22 +14304,24 @@ "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：AI Document Workflows for Enterprises", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "处理多行业文档提取和工作流，支持云及本地部署。", + "buyer": "企业文档运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用文档任务；KYC/贷款为用例而非金融行业唯一业务。两家欧洲银行采用自述不等付费或收入，团队缺失继续未知。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31149" + "YC-E-31149", + "ENTERPRISE3-CAT-YC31149" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：处理多行业文档提取和工作流，支持云及本地部署。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "通用文档自动化；文档量、工作流、部署和人工校验待拆" }, { "id": "YC31153", @@ -14516,26 +14536,28 @@ "id": "YC31166", "name": "Unisson", "url": "https://www.ycombinator.com/companies/unisson", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that automate B2B software implementation", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为客户部署团队提供产品知识及辅助实施、上线和健康核查。", + "buyer": "技术客户成功、实施及售前工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移客户交付运营；20分钟学会任何产品、24小时及节约工时为自述，未验证通用性，不据custom integrations归编码主业。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31166" + "YC-E-31166", + "ENTERPRISE3-CAT-YC31166" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为客户部署团队提供产品知识及辅助实施、上线和健康核查。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "客户部署辅助软件；任务、集成、许可与服务费待拆" }, { "id": "YC31167", @@ -14680,22 +14702,25 @@ "year": 2026, "team": 4, "location": "San Francisco", - "business": "公司简介：AI-native transformation for operations-heavy companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为运营密集企业梳理并重建流程，以Agent、现有系统和人工控制点交付。", + "buyer": "跨行业企业运营部门", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留跨行业流程改造，官网明确先流程审核及重建，不视作纯软件订阅。前雇主部署经验不自动计入当前客户、收入或团队。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31172" + "YC-E-31172", + "ENTERPRISE3-CAT-YC31172", + "ENTERPRISE3-TERMINAL-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为运营密集企业梳理并重建流程，以Agent、现有系统和人工控制点交付。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "流程咨询加AI实施服务；项目、持续运营和人工费用待拆" }, { "id": "YC31174", @@ -14916,26 +14941,28 @@ "id": "YC31185", "name": "Chamber", "url": "https://www.ycombinator.com/companies/chamber", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 4, "location": "Seattle, WA", - "business": "公司简介：The AIOps Agent for ML Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "监控模型训练基础设施，定位故障并优化跨云AI工作负载。", + "buyer": "ML平台及基础设施团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型基础设施运维；节省GPU浪费、工程师时间及行业2400亿浪费不是自身收入，未独立核自动修复或云权限。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31185" + "YC-E-31185", + "ENTERPRISE3-CAT-YC31185" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：监控模型训练基础设施，定位故障并优化跨云AI工作负载。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "AI基础设施运维软件；算力、运行、平台及服务费待拆" }, { "id": "YC31186", @@ -14997,29 +15024,31 @@ "id": "YC31189", "name": "Revion", "url": "https://www.ycombinator.com/companies/revion", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 10, "location": "New York City, NY", - "business": "公司简介：Intelligence for Automotive Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为汽车零售技师自动处理行政工作，辅助服务车间运营。", + "buyer": "汽车零售及售后服务运营商", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移汽车运营；30至40%工时及客户高毛利收入为效果自述，不归Revion收入，不等已无人维修。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31189" + "YC-E-31189", + "ENTERPRISE3-CAT-YC31189" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为汽车零售技师自动处理行政工作，辅助服务车间运营。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "AI", "Automotive" - ] + ], + "businessModel": "汽车行业运营软件；门店、技师、任务和实施费待拆" }, { "id": "YC31191", @@ -15224,26 +15253,28 @@ "id": "YC31201", "name": "Robby", "url": "https://www.ycombinator.com/companies/robby", - "cat": "C05", + "cat": "C06", "year": 2025, "team": 3, "location": "New York City, NY", - "business": "公司简介：AI agents that grow revenue for home services businesses", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合技师到访和客户数据发现家政维修销售机会，辅助跟进成交。", + "buyer": "家庭服务企业增长及经营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移销售运营；40k新业务和每周六位数机会是客户成果/管线，非Robby收入。若干付费客户无合同单价不推MRR，考试备考不当已获认证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31201" + "YC-E-31201", + "ENTERPRISE3-CAT-YC31201" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合技师到访和客户数据发现家政维修销售机会，辅助跟进成交。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "行业销售软件；线索、门店、许可及服务收费待拆" }, { "id": "YC31203", @@ -15438,26 +15469,29 @@ "id": "YC31211", "name": "Sazabi", "url": "https://www.ycombinator.com/companies/sazabi", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 10, "location": "San Francisco", - "business": "公司简介：The AI-native observability platform for fast-moving engineering teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合生产日志与代码调查异常，向工程师和编码Agent提供排障上下文。", + "buyer": "软件工程及运维团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件开发运维；官网日志示例不是实际客户事件或独立性能。投资者所在公司标志不等付费客户，合规标志未核原报告。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31211" + "YC-E-31211", + "ENTERPRISE3-CAT-YC31211", + "ENTERPRISE3-SAZABI-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合生产日志与代码调查异常，向工程师和编码Agent提供排障上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "软件可观测及安全平台；日志量、存储、席位与支持费待拆" }, { "id": "YC31212", @@ -15637,22 +15671,24 @@ "year": 2026, "team": 4, "location": "Paris, France", - "business": "公司简介：AI agents for data science (enterprise)", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业整合分散数据，配置分析、催收及客户细分工作。", + "buyer": "企业分析及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留跨行业数据工作；养老和零售是例子，不混成单一行业。客户催收金额和促销收益不当Netter收入，P26不改成立快照。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31221" + "YC-E-31221", + "ENTERPRISE3-CAT-YC31221" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业整合分散数据，配置分析、催收及客户细分工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "数据分析与流程实施；项目、运行、数据和人工费用待拆" }, { "id": "YC31222", @@ -17014,28 +17050,30 @@ "year": 2025, "team": 1, "location": "San Francisco", - "business": "公司简介：AI Data Analyst for fast-growing teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "调查产品转化、用户挫折和流失数据并提供分析。", + "buyer": "产品分析及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业分析；转化和客户产品问题不是公司收入，安装一步与实时洞察为自述，未核归因准确率。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31318" + "YC-E-31318", + "ENTERPRISE3-CAT-YC31318" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：调查产品转化、用户挫折和流失数据并提供分析。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Analytics", "Data Engineering", "Infrastructure", "AI" - ] + ], + "businessModel": "产品数据分析软件；事件、用量、席位与服务费待核" }, { "id": "YC31325", @@ -17399,28 +17437,30 @@ "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Platform + FDEs that rebuild enterprises agent-first", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "由前置部署工程师辅助企业发现并实施Agent流程。", + "buyer": "企业流程改造及部署负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留跨企业改造服务；平台复用不等已实现SaaS毛利，创始人Drapr出售及Gap旧经历不归Marker收入或客户。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31352" + "YC-E-31352", + "ENTERPRISE3-CAT-YC31352" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：由前置部署工程师辅助企业发现并实施Agent流程。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Generative AI", "SaaS", "B2B", "Workflow Automation", "AI" - ] + ], + "businessModel": "平台加FDE咨询实施；项目、许可和持续服务费待拆" }, { "id": "YC31359", @@ -17457,26 +17497,28 @@ "id": "YC31360", "name": "LightSprint", "url": "https://www.ycombinator.com/companies/lightsprint", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Software factory for product teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "让产品团队规划、预览并用云编码Agent交付软件。", + "buyer": "产品及软件工程团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件开发；非工程师是使用者而非企业通用分类依据，前雇主资产规模和经历不归LightSprint收入或资产。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31360" + "YC-E-31360", + "ENTERPRISE3-CAT-YC31360" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：让产品团队规划、预览并用云编码Agent交付软件。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "协作软件开发平台；Agent运行、环境、许可和服务费待拆" }, { "id": "YC31362", @@ -17754,28 +17796,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Turn how your team works into playbooks and agents.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "从日常工具记录工作步骤、例外及知识，构建操作手册并自动化流程。", + "buyer": "企业运营、入职及知识管理团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用工作；捕获隐性知识和收购整合为用例，不等已经完成并购、获授权录制或实测自动化。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31378" + "YC-E-31378", + "ENTERPRISE3-CAT-YC31378" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：从日常工具记录工作步骤、例外及知识，构建操作手册并自动化流程。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Enterprise", "Automation", "Operations", "AI" - ] + ], + "businessModel": "流程知识及自动化软件；席位、运行、集成与实施待拆" }, { "id": "YC31380", @@ -18139,24 +18183,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Autonomous research agents for R&D and applied science", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为研发及知识工作提供自主研究、测试和迭代辅助，产品范围待核。", + "buyer": "研发及知识工作团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "当前描述广泛暂留通用研究，不按愿景推新模型或单一科学行业。旧Salesgraph销售辅助分期；官网本次不可读，未核无人在环能力。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31408" + "YC-E-31408", + "ENTERPRISE3-CAT-YC31408", + "ENTERPRISE3-ANTINUOUS-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为研发及知识工作提供自主研究、测试和迭代辅助，产品范围待核。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "AI" - ] + ], + "businessModel": "研究Agent软件或服务；任务、算力及专家交付待核" }, { "id": "YC31410", @@ -18404,31 +18451,33 @@ "id": "YC31424", "name": "Lab0", "url": "https://www.ycombinator.com/companies/lab0", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 7, "location": "Bengaluru, India", - "business": "公司简介：AI FDEs to make your B2B SaaS Go Live in Days, not Months", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为B2B软件客户部署自动执行集成、配置和调优工作。", + "buyer": "B2B软件实施及售后部署团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移客户实施运营，与Unisson按同一买家划分。示例20万合同、前雇主Emergent一亿ARR不归Lab0收入或已签合同。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31424" + "YC-E-31424", + "ENTERPRISE3-CAT-YC31424" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为B2B软件客户部署自动执行集成、配置和调优工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SaaS", "B2B", "Enterprise", "AI" - ] + ], + "businessModel": "客户实施自动化加工程交付；项目、用量、平台和人力待拆" }, { "id": "YC31427", @@ -18465,26 +18514,28 @@ "year": 2026, "team": 3, "location": "Berlin, Germany", - "business": "公司简介：AI agents that interviews every employee to hand context to AI tools.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "访谈员工以识别实际流程、组织知识及自动化瓶颈。", + "buyer": "企业运营及流程改造负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留流程发现；五设计伙伴、150演示及70万融资不当收入，客户估计生产力损失不等已回收收益或公司ARR。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31428" + "YC-E-31428", + "ENTERPRISE3-CAT-YC31428" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：访谈员工以识别实际流程、组织知识及自动化瓶颈。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Robotic Process Automation", "Enterprise", "AI" - ] + ], + "businessModel": "流程发现和知识软件；访谈、席位及咨询费待核" }, { "id": "YC31430", @@ -18550,22 +18601,24 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Company brain every AI-native enterprise runs on", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "连接企业工具，整理文档与未记录流程，为员工及Agent提供工作知识。", + "buyer": "企业知识及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业知识；company brain不是自研基础模型证据，未经文档/代码复测，不据未记录知识主张推覆盖率。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31433" + "YC-E-31433", + "ENTERPRISE3-CAT-YC31433" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接企业工具，整理文档与未记录流程，为员工及Agent提供工作知识。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "组织知识软件；连接、席位、存储和实施费用待拆" }, { "id": "YC31436", @@ -18596,32 +18649,34 @@ "id": "YC31437", "name": "Sidekick", "url": "https://www.ycombinator.com/companies/textsidekick", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 1, "location": "San Francisco", - "business": "公司简介：AI agent that manages manufacturing operations over text", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过消息及设备数据处理定制制造现场知识、工单和采购任务。", + "buyer": "定制制造企业及车间团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移制造行业工作，文本和设备数据为交付接口，不等制造机器人。15%更多订单为客户效果，不归自身收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31437" + "YC-E-31437", + "ENTERPRISE3-CAT-YC31437" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过消息及设备数据处理定制制造现场知识、工单和采购任务。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SaaS", "B2B", "Manufacturing", "AI Assistant", "Industrial" - ] + ], + "businessModel": "制造运营软件；工厂、消息、任务与集成费待拆" }, { "id": "YC31440", @@ -19031,101 +19086,126 @@ "id": "YC31466", "name": "Walter", "url": "https://www.ycombinator.com/companies/walter", - "cat": "C05", + "cat": "C07", "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：AI Employee for Manufacturing Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在制造企业ERP及邮件内处理订单、采购和价格差异。", + "buyer": "制造企业后勤运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移制造运营；像员工登录与几秒处理为自述，非独立成功率，不因GUI自动化归通用开发设施。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31466" + "YC-E-31466", + "ENTERPRISE3-CAT-YC31466" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在制造企业ERP及邮件内处理订单、采购和价格差异。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "制造后勤自动化；任务、许可、系统配置和人工支持待拆" }, { "id": "YC31468", "name": "Chronicle Labs", "url": "https://www.ycombinator.com/companies/chronicle-labs", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Staging Environments for Enterprise AI Agents", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业Agent记录生产事件并回测新行为，提供预发布验证环境。", + "buyer": "企业Agent开发及发布团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施；生产录制与安全改进为自述，不直接当审计或独立证明不会破坏生产。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31468" + "YC-E-31468", + "ENTERPRISE3-CAT-YC31468" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业Agent记录生产事件并回测新行为，提供预发布验证环境。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "Agent测试及回放设施；事件量、存储、运行与部署费待拆" }, { "id": "YC31470", "name": "Tasklet", "url": "https://www.ycombinator.com/companies/tasklet-2", "cat": "C05", - "year": 2025, + "year": null, "team": 8, "location": "San Francisco", - "business": "公司简介：Agents that own the work", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", - "cohort": "2025年成立", + "business": "连接企业工具并持续执行报表、数据、邮件和跨应用工作。", + "buyer": "企业知识及运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用工作，云沙箱写代码为交付方式。5M ARR仅自述，条款运营者为既有Shortwave主体，2025是新产品而非已证新公司；融资、估值、推荐奖金不归收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", + "cohort": "YC自述2025成立；官网明确2025为Shortwave新产品，创业/法律成立口径待核，按产品扩展对照", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", - "price": "本轮未逐一核验", - "stage": "目录公开，商业成熟度待核验", + "price": "官网原文25/月含10000额度、100/月含40000额度；团队无席位费，一次性额度有效一年、最低25。币种、合同与确认政策待核", + "stage": "既有业务的新产品对照；有ARR自述，非已验证两年新成立公司", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31470" + "YC-E-31470", + "ENTERPRISE3-CAT-YC31470", + "ENTERPRISE3-TASKLET-HOME", + "ENTERPRISE3-TASKLET-PRICE", + "ENTERPRISE3-TASKLET-TERMS", + "ENTERPRISE3-TASKLET-LAUNCH", + "ENTERPRISE3-TASKLET-INTRO", + "ENTERPRISE3-SHORTWAVE-HISTORY" ], - "revenueStatus": "unknown", - "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "revenueStatus": "self", + "profileOnly": false, + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：连接企业工具并持续执行报表、数据、邮件和跨应用工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "组织级订阅额度加一次性充值；模型、云执行和支持成本待拆", + "directoryOrigin": "yc-2025-2026", + "entityBasis": "现行条款Shortwave Communications Inc.运营，2025原始公告称Tasklet为独立产品，2022官方邮件业务与相同运营者形成旧业务链；精确注册、分立及收入合并范围未核。", + "technicalReview": { + "level": "description", + "reviewedAt": "2026-10-31", + "summary": "已读跨应用Agent、共享连接、用量计费和产品演示自述，未运行产品、阅读运行源码或核独立性能；不把全天运行与数千连接宣传当验收。", + "evidenceIds": [ + "ENTERPRISE3-CAT-YC31470", + "ENTERPRISE3-TASKLET-HOME" + ] + } }, { "id": "YC31472", "name": "Wato", "url": "https://www.ycombinator.com/companies/wato", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The control point for AI agents at work.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为团队Agent提供共享记忆、可复用工作流、工具连接及工作成果上下文。", + "buyer": "企业Agent构建及使用团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent上下文设施；聊天到知识复用不是模型训练已证实，授权、版本及实际跨Agent可用性未核。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31472" + "YC-E-31472", + "ENTERPRISE3-CAT-YC31472" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为团队Agent提供共享记忆、可复用工作流、工具连接及工作成果上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "Agent共享上下文与工具设施；连接、存储、运行及实施费待拆" }, { "id": "YC31477", @@ -19369,26 +19449,28 @@ "id": "YC31494", "name": "RASPIRE", "url": "https://www.ycombinator.com/companies/raspire", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 5, "location": "Cairo, Egypt", - "business": "公司简介：Autonomous Runtime Security", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在应用运行中监测并阻断欺诈、API滥用及安全威胁。", + "buyer": "应用开发及安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件运行安全，不与上线前扫描混为同一产品。自主、全天及无代码为自述，未测试拦截率或影响。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31494" + "YC-E-31494", + "ENTERPRISE3-CAT-YC31494" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在应用运行中监测并阻断欺诈、API滥用及安全威胁。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "应用运行时安全软件；请求、应用、部署及支持费用待拆" }, { "id": "YC31495", @@ -19475,55 +19557,62 @@ "id": "YC31498", "name": "Aster", "url": "https://www.ycombinator.com/companies/asterlab", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Automating open-ended research.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过自主研究优化推理栈，并提供模型推理API及套餐。", + "buyer": "模型推理及AI开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "官网有明确推理API报价，按当前可见商业交付移C02；自主研究另列，不据neolab直接归基础模型。644token速度和模型列表未独立核；20月费含30token额度不等利润。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31498" + "YC-E-31498", + "ENTERPRISE3-CAT-YC31498", + "ENTERPRISE3-ASTER-HOME", + "ENTERPRISE3-ASTER-INFERENCE", + "ENTERPRISE3-ASTER-PRICE" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过自主研究优化推理栈，并提供模型推理API及套餐。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "推理服务和套餐额度；token成本、订阅及专用端点待拆" }, { "id": "YC31506", "name": "Tolmo", "url": "https://www.ycombinator.com/companies/tolmo", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 12, "location": "San Francisco", - "business": "公司简介：Tolmo is the AI security platform that secures every layer of cloud…", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "结合代码、CI与云应用关系，调查及修复软件安全问题。", + "buyer": "开发、安全及云平台团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件安全，知识图谱为实现方式。全层覆盖和自主修复未测试，不把客户云资产或安全预算当收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31506" + "YC-E-31506", + "ENTERPRISE3-CAT-YC31506" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：结合代码、CI与云应用关系，调查及修复软件安全问题。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "DevSecOps", "Security", "AI" - ] + ], + "businessModel": "软件安全平台；代码、资产、运行及服务费待拆" }, { "id": "YC31509", @@ -19561,26 +19650,28 @@ "id": "YC31510", "name": "Auxos", "url": "https://www.ycombinator.com/companies/auxos", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Simulations of real people for market research", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "访谈真实目标客户并构建模拟受众，测试营销、产品及定价假设。", + "buyer": "市场研究、营销及产品团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移市场研究；所谓一比一客户孪生和总体级洞察未独立验证，模拟反馈不等真实购买/合同或训练数据主营。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31510" + "YC-E-31510", + "ENTERPRISE3-CAT-YC31510" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：访谈真实目标客户并构建模拟受众，测试营销、产品及定价假设。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "市场研究软件加访谈服务；受众、模拟、招募和人力费待拆" }, { "id": "YC31511", @@ -19611,32 +19702,34 @@ "id": "YC31515", "name": "Probe", "url": "https://www.ycombinator.com/companies/probe", - "cat": "C05", + "cat": "C02", "year": 2026, "team": null, "location": "San Francisco", - "business": "公司简介：The Agent-Native Research Stack", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为AI/ML研究团队整合实验工具、历史上下文及运行可观测。", + "buyer": "模型研究及AI/ML实验团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型研究设施；个性化实验室是软件环境而非真实临床实验室，不把研究迭代提速当独立模型成绩。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31515" + "YC-E-31515", + "ENTERPRISE3-CAT-YC31515" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为AI/ML研究团队整合实验工具、历史上下文及运行可观测。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Machine Learning", "SaaS", "B2B", "Enterprise Software", "AI" - ] + ], + "businessModel": "模型实验基础设施；平台、算力编排、存储和实施费待拆" }, { "id": "YC31517", @@ -19991,30 +20084,32 @@ "id": "YC31537", "name": "Trident", "url": "https://www.ycombinator.com/companies/trident", - "cat": "C05", + "cat": "C04", "year": 2025, "team": 4, "location": "San Francisco", - "business": "公司简介：Autonomous offensive security agents. The best defense is offense", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为云、Web及API执行安全验证，定位可修复的软件风险。", + "buyer": "云应用及软件安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件安全测试；未运行任何攻击或验证漏洞，自动化宣传不等可授权覆盖全部环境或独立安全保证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31537" + "YC-E-31537", + "ENTERPRISE3-CAT-YC31537" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为云、Web及API执行安全验证，定位可修复的软件风险。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Security", "Cybersecurity", "AI" - ] + ], + "businessModel": "软件安全测试平台；资产、测试、运行及人工费用待拆" }, { "id": "YC31538", @@ -20024,22 +20119,24 @@ "year": 2025, "team": 2, "location": "San Francisco", - "business": "公司简介：AI implementation firm that maps and automates business processes", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为企业梳理、优化并实施端到端AI流程自动化。", + "buyer": "企业流程及运营负责人", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业通用流程改造，当前明确implementation firm；旧流程挖掘与现服务交付分期，不按纯软件估收入倍数或毛利。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31538" + "YC-E-31538", + "ENTERPRISE3-CAT-YC31538" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为企业梳理、优化并实施端到端AI流程自动化。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "AI流程咨询与实施服务；项目、维护、模型和人力待拆" }, { "id": "YC31539", @@ -20151,28 +20248,30 @@ "year": 2026, "team": 2, "location": "Melbourne, Australia", - "business": "公司简介：Modern automates the entire order-to-cash process for B2B companies.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "自动化企业订单到回款及财务团队工作。", + "buyer": "B2B企业内部财务运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留企业内部财务，不等只服务金融业。旧AI IT部门服务与现O2C分开；前Unmind等业务客户不归Modern。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31545" + "YC-E-31545", + "ENTERPRISE3-CAT-YC31545" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：自动化企业订单到回款及财务团队工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Finance", "B2B", "Enterprise", "Enterprise Software", "AI" - ] + ], + "businessModel": "通用财务运营软件；任务、集成、许可和人工服务待拆" }, { "id": "YC31548", @@ -20566,26 +20665,28 @@ "id": "YC31576", "name": "Akkari", "url": "https://www.ycombinator.com/companies/akkari", - "cat": "C05", + "cat": "C06", "year": 2026, "team": 5, "location": "San Francisco", - "business": "公司简介：Autonomous Customer Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "跟进从售前到扩展的客户承诺、问题与跨渠道工作闭环。", + "buyer": "客户成功及收入运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移客户运营；旧OrderAhead用户和BLADE12亿月交易量不归Akkari收入，执行闭环愿景不等完全无人或续费证明。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-31576" + "YC-E-31576", + "ENTERPRISE3-CAT-YC31576" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", - "directoryTags": [] + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：跟进从售前到扩展的客户承诺、问题与跨渠道工作闭环。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", + "directoryTags": [], + "businessModel": "客户运营软件；账户、渠道、任务和实施费待拆" }, { "id": "YC31591", @@ -21178,27 +21279,30 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI operations partner for enterprise order-to-cash", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以Agent及财务专家托管企业应收和订单到回款工作。", + "buyer": "企业内部财务及应收运营团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留通用企业财务；官网明确专属财务专家，不当纯SaaS。管理5亿以上应收为客户资产/待收款，非Rex收入或ARR，前Sequence经历单列。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32155" + "YC-E-32155", + "ENTERPRISE3-CAT-YC32155", + "ENTERPRISE3-REX-HOME" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以Agent及财务专家托管企业应收和订单到回款工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Enterprise", "Enterprise Software", "AI" - ] + ], + "businessModel": "AI托管财务服务；按成果/SLA定价，专家、人力与软件待拆" }, { "id": "YC32156", @@ -21298,29 +21402,31 @@ "id": "YC32161", "name": "Bernard", "url": "https://www.ycombinator.com/companies/bernard", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 9, "location": "New York City, NY", - "business": "公司简介：AI employees that run home appliance repair companies", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为家用及商用电器维修商处理沟通、派工、诊断资料及备件准备。", + "buyer": "电器维修服务企业", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移维修行业，包含技师备件和交接而不只前台电话。首次修复改善为自述，不当无需技师的自主维修或公司收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32161" + "YC-E-32161", + "ENTERPRISE3-CAT-YC32161" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为家用及商用电器维修商处理沟通、派工、诊断资料及备件准备。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Home Services", "AI" - ] + ], + "businessModel": "行业维修运营软件；工单、通话、数据及专家支持待拆" }, { "id": "YC32162", @@ -21946,32 +22052,35 @@ "id": "YC32206", "name": "DeepReach Inc.", "url": "https://www.ycombinator.com/companies/deepreach-inc", - "cat": "C05", + "cat": "C02", "year": 2025, "team": 6, "location": "San Francisco", - "business": "公司简介：Network for Physical AI Data Business", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以采集硬件和本地合作网络提供真实工作场景的机器人训练数据。", + "buyer": "机器人及物理AI模型训练团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按售出数据及质量管线移模型数据设施；475设备、100伙伴及15万片段是采集规模，未来一万设备不是已交付。旧HireIO1500万年收入不归DeepReach；官网403。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32206" + "YC-E-32206", + "ENTERPRISE3-CAT-YC32206", + "ENTERPRISE3-DEEPREACH-ACCESS" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以采集硬件和本地合作网络提供真实工作场景的机器人训练数据。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Hardware", "Machine Learning", "Robotics", "Computer Vision", "AI" - ] + ], + "businessModel": "训练数据网络加设备；数据授权、采集报酬、硬件与净费待拆" }, { "id": "YC32220", @@ -22812,26 +22921,28 @@ "year": 2025, "team": 3, "location": "San Francisco", - "business": "公司简介：Organizing company knowledge", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "维护个人及团队的任务、知识、事项和工作上下文并执行任务。", + "buyer": "个人知识工作者及企业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按工作与团队知识暂留C05，个人切入和企业发展阶段分开；自更新套件及自主行动未核，不从productivity suite推付费收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32588" + "YC-E-32588", + "ENTERPRISE3-CAT-YC32588" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：维护个人及团队的任务、知识、事项和工作上下文并执行任务。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Generative AI", "AI", "AI Assistant" - ] + ], + "businessModel": "工作知识和执行软件；个人/团队订阅、同步及模型成本待拆" }, { "id": "YC32617", @@ -22988,32 +23099,34 @@ "id": "YC32623", "name": "Omanta", "url": "https://www.ycombinator.com/companies/omanta", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 6, "location": "San Francisco", - "business": "公司简介：A research lab for one", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为复杂病例组织个体化科研、资料整合和临床协作支持。", + "buyer": "复杂病例患者及其临床团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移专业医疗研究服务；完整人员与组织基础设施为交付一部分，不当纯AI软件。无临床疗效或收入核验，不把研究路线图当诊疗结果。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32623" + "YC-E-32623", + "ENTERPRISE3-CAT-YC32623" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为复杂病例组织个体化科研、资料整合和临床协作支持。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Digital Health", "Healthcare", "Health & Wellness", "Oncology", "AI" - ] + ], + "businessModel": "患者研究及专业服务；项目、检测、物流和专家费用待拆" }, { "id": "YC32624", @@ -23077,30 +23190,32 @@ "id": "YC32627", "name": "Tenor", "url": "https://www.ycombinator.com/companies/tenor", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Infrastructure for building and scaling AI-native businesses.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "提供企业Agent工作执行、决策记录、治理及反馈优化的全栈设施。", + "buyer": "构建AI业务及Agent工作流的团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施；前雇主模型带来10亿收入属履历，不归Tenor，负责商业成果主张不等结果费合同已签。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-32627" + "YC-E-32627", + "ENTERPRISE3-CAT-YC32627" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供企业Agent工作执行、决策记录、治理及反馈优化的全栈设施。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Automation", "AI" - ] + ], + "businessModel": "Agent运行治理设施；平台、运行、存储和实施费待拆" }, { "id": "YC32649", @@ -24086,30 +24201,32 @@ "id": "YC33052", "name": "Mireye", "url": "https://www.ycombinator.com/companies/mireye", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Search Engine for the Physical World", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "以API及MCP向Agent提供地理、设施、人口及政策上下文。", + "buyer": "构建现实世界数据应用的Agent开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent数据设施；覆盖地球愿景不等完整数据，前Poker Pit25万ARR不归Mireye，地理信号不等机器人自主控制交付。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33052" + "YC-E-33052", + "ENTERPRISE3-CAT-YC33052" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以API及MCP向Agent提供地理、设施、人口及政策上下文。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Geographic Information System", "AI", "Location-based" - ] + ], + "businessModel": "Agent领域数据接口；查询、数据许可和更新成本待拆" }, { "id": "YC33053", @@ -24265,30 +24382,32 @@ "id": "YC33111", "name": "Skymerse", "url": "https://www.ycombinator.com/companies/skymerse", - "cat": "C05", + "cat": "C07", "year": 2025, "team": null, "location": "San Francisco", - "business": "公司简介：Autopilot for Flight Operations", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为航空运行规划与监控提供资料解释及决策辅助。", + "buyer": "航空运行中心、飞行员及航空专业团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移航空行业应用；Notamify已有采用与未来驾驶舱全系统分开，autopilot标题不等已控制飞机或获适航批准。千名用户不等付费客户或收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33111" + "YC-E-33111", + "ENTERPRISE3-CAT-YC33111" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为航空运行规划与监控提供资料解释及决策辅助。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Airlines", "Aerospace", "AI" - ] + ], + "businessModel": "航空运行软件及专用模型；账户、用量、部署和支持费待拆" }, { "id": "YC33177", @@ -24390,25 +24509,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：AI agents that run your business.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为创业者以Agent执行获客、交付及持续经营任务。", + "buyer": "创业者及小企业经营者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "保留综合经营工作；百人公司比喻不当团队数，创始人此前Branch一亿ARR不归Dock，不把创业愿景当独立盈利或全自动。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33248" + "YC-E-33248", + "ENTERPRISE3-CAT-YC33248" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为创业者以Agent执行获客、交付及持续经营任务。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "通用企业Agent软件；运行、平台、服务和人力费待拆" }, { "id": "YC33250", @@ -24829,32 +24950,34 @@ "id": "YC33348", "name": "Autoresearch, Inc.", "url": "https://www.ycombinator.com/companies/autoresearch-inc", - "cat": "C05", + "cat": "C02", "year": 2026, "team": 3, "location": "San Francisco", - "business": "公司简介：Autoresearch as a service: we solve your hardest measurable problems", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "针对可衡量任务组织模型后训练、实验、算力与统计验证。", + "buyer": "模型及Agent训练研究团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移模型训练设施，包含SFT和持续学习，不因调prompt就归通用工作。旧hiloop发布分期；最佳改进是公司交付主张，未独立验证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-33348" + "YC-E-33348", + "ENTERPRISE3-CAT-YC33348" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：针对可衡量任务组织模型后训练、实验、算力与统计验证。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "Machine Learning", "Reinforcement Learning", "Infrastructure", "AI" - ] + ], + "businessModel": "模型研究优化服务；项目、算力、托管与专家费用待拆" }, { "id": "YC33349", @@ -25390,58 +25513,62 @@ "id": "YC34530", "name": "Theo", "url": "https://www.ycombinator.com/companies/theo", - "cat": "C05", + "cat": "C06", "year": 2026, "team": null, "location": "New York City, NY", - "business": "公司简介：The site-builder and engine that gets your business found.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为小企业建站并持续依据搜索数据更新内容和获客页面。", + "buyer": "小企业营销及经营者", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按持续获客闭环移营销运营，初始建站是交付环节。69.99月费是报价，前Endgrate10万年收入排除，不由网站价值或访问量推自身ARR。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34530" + "YC-E-34530", + "ENTERPRISE3-CAT-YC34530" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为小企业建站并持续依据搜索数据更新内容和获客页面。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SMB", "SEO", "AI" - ] + ], + "businessModel": "建站加搜索增长软件；月订阅、内容、模型和维护待拆" }, { "id": "YC34597", "name": "Sentient OS", "url": "https://www.ycombinator.com/companies/sentient-os", - "cat": "C05", + "cat": "C09", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：On-device AI that knows your entire life and does your work overnight.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "在个人Mac上整理邮件、文件及生活上下文，起草回复和辅助跨应用工作。", + "buyer": "个人Mac用户，兼企业试用团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "按个人生活上下文和Mac体验移个人应用，30企业使用不自动代表企业主业。4000alpha用户和百万融资不是收入，开源/LiteRT-LM fork未开源码核查，端上不等零成本或绝对隐私。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34597" + "YC-E-34597", + "ENTERPRISE3-CAT-YC34597" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：在个人Mac上整理邮件、文件及生活上下文，起草回复和辅助跨应用工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Productivity", "AI" - ] + ], + "businessModel": "个人端助手软件；许可、订阅、设备及支持费待拆" }, { "id": "YC34629", @@ -25657,25 +25784,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Superagent for Deployment Teams", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为部署团队依据客户发现、业务目标和历史部署生成定制工作框架。", + "buyer": "部署团队，具体买家待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "简介短且官网缺失，暂留企业通用工作；AGI称呼不等已证模型研究或独立能力，客户与当前可用性留缺。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-34895" + "YC-E-34895", + "ENTERPRISE3-CAT-YC34895" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为部署团队依据客户发现、业务目标和历史部署生成定制工作框架。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "AI" - ] + ], + "businessModel": "部署辅助软件或服务；具体交付、收费及人力待核" }, { "id": "YC34896", @@ -25861,31 +25990,33 @@ "id": "YC35126", "name": "Armorer Labs", "url": "https://www.ycombinator.com/companies/armorer-labs", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Continuous security verification for AI agents in regulated industries", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "测试企业Agent安全并对生产动作进行检测、暂停或放行。", + "buyer": "受监管企业Agent开发及安全团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent设施，具体控制Agent运行而非通用合规。22%更准/88倍更快及六基准为自测，未核成绩；AWS十万客户是旧雇主项目，不归Armorer。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35126" + "YC-E-35126", + "ENTERPRISE3-CAT-YC35126" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：测试企业Agent安全并对生产动作进行检测、暂停或放行。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "DevSecOps", "Cybersecurity", "AI" - ] + ], + "businessModel": "Agent安全验证和运行守卫设施；动作、部署和专家支持费待拆" }, { "id": "YC35128", @@ -26221,29 +26352,31 @@ "id": "YC35291", "name": "Elimentary", "url": "https://www.ycombinator.com/companies/elimentary", - "cat": "C05", + "cat": "C07", "year": 2025, "team": 5, "location": "New York City, NY", - "business": "公司简介：Agents that run middle/back-office operations for Private Capital", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为私募资本管理人处理结构化信贷及投后中后台工作。", + "buyer": "私募资本及结构化信贷管理机构", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移金融专业应用；客户每年节省15万、20小时到30分钟为自述，不归Elimentary收入，AUM不当公司资产或ARR。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2025年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35291" + "YC-E-35291", + "ENTERPRISE3-CAT-YC35291" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为私募资本管理人处理结构化信贷及投后中后台工作。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "FinOps", "Enterprise" - ] + ], + "businessModel": "金融行业运营软件；基金、任务、数据及服务费待拆" }, { "id": "YC35292", @@ -26408,25 +26541,27 @@ "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Maps what employees do and what it costs", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "梳理员工工作及对应成本，具体产品范围待核。", + "buyer": "企业运营及流程负责人，待核", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "主营仅一句，暂留企业通用流程分析；映射成本不等已节省成本，不据短简介推实际客户、AI作用或收入。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35393" + "YC-E-35393", + "ENTERPRISE3-CAT-YC35393" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：梳理员工工作及对应成本，具体产品范围待核。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Enterprise", "AI" - ] + ], + "businessModel": "流程及成本分析软件或服务；收费与实施待核" }, { "id": "YC35395", @@ -26612,32 +26747,34 @@ "id": "YC35553", "name": "0.security", "url": "https://www.ycombinator.com/companies/0security", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：The autonomous cybersecurity team", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为开发团队及企业验证软件风险并协助修复，含云产品和部署式工具。", + "buyer": "软件开发、安全及关键设施团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件安全；云/开源部署双线分开，未查源码或核漏洞，三十亿设备是涉及软件覆盖不是客户数或收入。EY等采用仍自述。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-35553" + "YC-E-35553", + "ENTERPRISE3-CAT-YC35553" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为开发团队及企业验证软件风险并协助修复，含云产品和部署式工具。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "B2B", "Open Source", "Cybersecurity", "Enterprise", "Defense" - ] + ], + "businessModel": "软件安全平台加部署服务；仓库、测试、运行和人工费待拆" }, { "id": "YC35587", @@ -27094,31 +27231,33 @@ "id": "YC36147", "name": "Reconero", "url": "https://www.ycombinator.com/companies/reconero", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Reconero helps police officers automate their workflows with AI", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "帮助执法人员整理报告、表格及行政分析。", + "buyer": "执法机构行政与记录团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移行业工作；40%文书工时是问题描述，不代表已核节省，未独立核产品功能或合同。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-36147" + "YC-E-36147", + "ENTERPRISE3-CAT-YC36147" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：帮助执法人员整理报告、表格及行政分析。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "SaaS", "GovTech", "Data Visualization", "AI" - ] + ], + "businessModel": "行业行政软件；机构、席位、文档和实施费待拆" }, { "id": "YC36180", @@ -27798,30 +27937,32 @@ "id": "YC37005", "name": "Verdun", "url": "https://www.ycombinator.com/companies/verdun", - "cat": "C05", + "cat": "C07", "year": 2026, "team": 6, "location": "Los Angeles, CA", - "business": "公司简介：The world's most advanced security monitoring service", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过AI视频预筛及人工操作员完成安防监控和升级调度。", + "buyer": "场地安防客户及监控服务团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移行业监控服务；明确专业人工操作员，不当全无人SaaS。传统20分钟排队是问题陈述，不等现时响应实测或已确认安全保证。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37005" + "YC-E-37005", + "ENTERPRISE3-CAT-YC37005" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过AI视频预筛及人工操作员完成安防监控和升级调度。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Machine Learning", "Computer Vision", "AI" - ] + ], + "businessModel": "AI加人工安防监控服务；站点、视频、值守与响应成本待拆" }, { "id": "YC37038", @@ -28390,30 +28531,32 @@ "id": "YC37896", "name": "Aucert", "url": "https://www.ycombinator.com/companies/aucert", - "cat": "C05", + "cat": "C04", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：A team of expert AI agents that test mobile apps on their own.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "为移动应用执行功能、可访问性及应用商店政策测试。", + "buyer": "移动软件开发和QA团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移软件开发验证；性能和安全测试仍为下一步，不当已交付能力。数小时完成为自述，未实际运行产品或核商店认可。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-37896" + "YC-E-37896", + "ENTERPRISE3-CAT-YC37896" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：为移动应用执行功能、可访问性及应用商店政策测试。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "B2B", "AI" - ] + ], + "businessModel": "软件测试Agent平台；测试、设备运行、许可及服务费待拆" }, { "id": "YC37995", @@ -28584,30 +28727,32 @@ "id": "YC38226", "name": "Wondersearch", "url": "https://www.ycombinator.com/companies/wondersearch", - "cat": "C05", + "cat": "C03", "year": 2026, "team": 2, "location": "San Francisco", - "business": "公司简介：Instant semantic search over your data without embeddings.", - "buyer": "本轮未逐一核验", - "delivery": "公开YC公司资料；交付与付费使用待核验", - "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。", + "business": "通过自研搜索模型与API/MCP为Agent提供语义数据检索。", + "buyer": "Agent及AI产品开发团队", + "delivery": "已读YC当前主营及相关发布节选；选定官网另列证据。实际交付、合同、财务与效果未独立核。", + "notes": "移Agent检索设施，Evokoa Inc.为公开描述运营者，法律登记待核。自研模型是检索实现，未据此归基础模型；无embedding/摄取主张及无限数据范围未复测。 成立及团队为原YC快照，除有明确冲突另记；主营复核不等财务审计或独立技术测试。", "cohort": "2026年成立", "teamBasis": "YC官方页面Team Size；2026-10-30访问快照，业务截至日未注明", "price": "本轮未逐一核验", "stage": "目录公开，商业成熟度待核验", "sourceType": "YC官方页面中的公司自述", "evidenceIds": [ - "YC-E-38226" + "YC-E-38226", + "ENTERPRISE3-CAT-YC38226" ], "revenueStatus": "unknown", "profileOnly": true, - "classificationBasis": "主营简介的规则初分", + "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：通过自研搜索模型与API/MCP为Agent提供语义数据检索。 按当前买家和具体交付分类，短简介和业务转型边界保留缺项。", "directoryTags": [ "Developer Tools", "Infrastructure", "AI" - ] + ], + "businessModel": "托管搜索接口，按查询收费；数据、模型和服务成本待拆" }, { "id": "YC38391", @@ -34641,6 +34786,111 @@ "bound": "=", "comparisonGroup": null, "evidence": "ENTERPRISE2-CAT-YC30877" + }, + { + "id": "ENTERPRISE3-O-TASKLET", + "company": "YC31470", + "name": "Tasklet", + "kind": "5M ARR自述", + "value": 5000000, + "unit": "原文$，币种待核", + "timing": "发布展示2026-04-07；年初以来增长，准确财务截至日未给", + "scope": "Tasklet产品或Shortwave主体合并范围待核", + "selection": "crosscheck", + "reason": "与既有Shortwave主体及2022业务关联，2025为产品发布，不将该ARR用于两年新公司同期比较；订阅、充值及实耗底账未核", + "evidence": "ENTERPRISE3-TASKLET-LAUNCH", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-AVOICE-PROJECTS", + "company": "YC31121", + "name": "Avoice", + "kind": "客户建筑项目价值", + "value": 300000000, + "unit": "原文$，币种待核", + "timing": "2026-02-11及03-08发布；项目统计截至日未给", + "scope": "客户在平台管理的建筑项目价值，非Avoice收入", + "selection": "excluded", + "reason": "项目预算不是平台软件收费，不推抽成、MRR或ARR", + "evidence": "ENTERPRISE3-CAT-YC31121", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-AVOICE-OLD-ARR", + "company": "YC31121", + "name": "Avoice", + "kind": "创始人此前教育项目ARR", + "value": 1000000, + "unit": "原文$，币种待核", + "timing": "2026-03-08发布中的历史经历；实际经营日未给", + "scope": "创始人此前教育创业，非Avoice收入", + "selection": "excluded", + "reason": "创始人旧教育业务及涂料公司业绩均排除，不按新公司继承收入", + "evidence": "ENTERPRISE3-CAT-YC31121", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-ROBBY-CLIENT", + "company": "YC31201", + "name": "Robby", + "kind": "客户新增业务自述", + "value": 40000, + "unit": "原文$，币种待核", + "timing": "2026-02-11发布称上线首日一小时内；财务确认未给", + "scope": "家庭服务客户成交或新业务，非Robby收入", + "selection": "excluded", + "reason": "客户成果及每周六位数销售机会不当软件收入；无单价不从付费客户数推MRR", + "evidence": "ENTERPRISE3-CAT-YC31201", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-REX-AR", + "company": "YC32155", + "name": "Rex", + "kind": "管理的客户应收款", + "value": 500000000, + "unit": "原文$，币种待核", + "timing": "当前YC简介；应收余额截至日未给", + "scope": "客户应收资产或待收款，非Rex收入", + "selection": "excluded", + "reason": "托管应收及客户回款不是平台收入，按成果/SLA收费率和确认政策未核，不反推ARR", + "evidence": "ENTERPRISE3-CAT-YC32155", + "bound": ">", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-DEEPREACH-OLD", + "company": "YC32206", + "name": "DeepReach Inc.", + "kind": "创始人此前HireIO年收入", + "value": 15000000, + "unit": "币种未注明", + "timing": "2026-08-13发布中的此前经历；实际会计期未给", + "scope": "此前HireIO业务，非DeepReach收入", + "selection": "excluded", + "reason": "前业务年收入不转移给新数据网络；数据采集量、伙伴报酬及设备不等公司净收入", + "evidence": "ENTERPRISE3-CAT-YC32206", + "bound": "=", + "comparisonGroup": null + }, + { + "id": "ENTERPRISE3-O-ELIMENTARY-SAVING", + "company": "YC35291", + "name": "Elimentary", + "kind": "客户年度成本节省自述", + "value": 150000, + "unit": "原文$，币种待核", + "timing": "当前YC简介估计年节省；实际期间未给", + "scope": "客户人工成本节省，非Elimentary收入", + "selection": "excluded", + "reason": "20小时减至30分钟及15万节省不是软件收费或ARR；未核客户实际工资及独立效果", + "evidence": "ENTERPRISE3-CAT-YC35291", + "bound": "=", + "comparisonGroup": null } ], "evidence": [ @@ -55521,6 +55771,831 @@ "kind": "公司官方资料", "summary": "公开LICENSE可读，为Apache 2.0，署名2026 Freya Voice AI。", "limitation": "许可文本与开放材料可访问不等所有数据权利、闭源模型许可或第三方依赖已完整审查。" + }, + { + "id": "ENTERPRISE3-CAT-YC30972", + "companyId": "YC30972", + "title": "Jarmin企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/jarmin", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业多类岗位执行任务，连接数据及业务系统。 保留通用岗位交付；旧ML工程师切入与现多岗位分开，前雇主及20万招聘成本不是自身规模或收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31089", + "companyId": "YC31089", + "title": "Lance企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/lance", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为酒店处理电话、销售、客人请求及软件内操作。 以电话与销售运营归C06；50酒店及品牌为采用自述，非付费数或收入。CUA为实现方式，不归通用Agent设施，官网本次403。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31107", + "companyId": "YC31107", + "title": "BaseFrame企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/baseframe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以桌面历史工作资料发现团队可自动化的流程，并交给其他工具执行。 保留流程发现；本地模型及隐私为自述，旧Clam语义防火墙、硬件设计发布分开，不当现交付或独立性能。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31109", + "companyId": "YC31109", + "title": "Beacon Health企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/beacon-health", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在基层医疗EHR中处理预防筛查、授权、转诊及风险编码工作。 移行业医疗工作；翻倍客户诊所收入、覆盖两亿美国人等不归Beacon收入或实际患者数。W26批次不改2025成立快照。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31121", + "companyId": "YC31121", + "title": "Avoice企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/avoice", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为建筑事务所管理项目、规格文书、质量检查及施工阶段文件。 移建筑专业工作；3亿项目价值非公司收入，创始人旧涂料1500万及教育项目100万ARR排除，客户数百人规模不当本公司团队。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31133", + "companyId": "YC31133", + "title": "Skillsync企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/skillsync", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "检索及转移不同编码Agent的会话历史和工具上下文。 移Agent设施；号称完整携带推理及所有工具记录未独立测，txcript开源声明本轮未开源码，不提升技术等级。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31138", + "companyId": "YC31138", + "title": "Aemon企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/aemon", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在企业代码及研究上下文中定义评估、运行实验并优化算法和技术方案。 按代码及实验优化交付归软件研发；官网含工程师共建评估，不当纯无人SaaS。圆堆积世界纪录及小于10美元算力是自述，未核解或复测，不是收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31139", + "companyId": "YC31139", + "title": "Ashr企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/ashr", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供企业开放权重模型的后训练、托管、可观测及持续学习平台。 移模型基础设施，旧Agent生产环境模拟发布分开。降低token成本不是公司收入，不因自建模型平台就认定出售基础模型。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31149", + "companyId": "YC31149", + "title": "EigenPal企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/eigenpal", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "处理多行业文档提取和工作流，支持云及本地部署。 保留通用文档任务；KYC/贷款为用例而非金融行业唯一业务。两家欧洲银行采用自述不等付费或收入，团队缺失继续未知。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31166", + "companyId": "YC31166", + "title": "Unisson企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/unisson", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为客户部署团队提供产品知识及辅助实施、上线和健康核查。 移客户交付运营；20分钟学会任何产品、24小时及节约工时为自述，未验证通用性，不据custom integrations归编码主业。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31172", + "companyId": "YC31172", + "title": "Terminal Use企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/terminal-use", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为运营密集企业梳理并重建流程，以Agent、现有系统和人工控制点交付。 保留跨行业流程改造，官网明确先流程审核及重建，不视作纯软件订阅。前雇主部署经验不自动计入当前客户、收入或团队。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31185", + "companyId": "YC31185", + "title": "Chamber企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/chamber", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "监控模型训练基础设施，定位故障并优化跨云AI工作负载。 移模型基础设施运维；节省GPU浪费、工程师时间及行业2400亿浪费不是自身收入，未独立核自动修复或云权限。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31189", + "companyId": "YC31189", + "title": "Revion企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/revion", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为汽车零售技师自动处理行政工作，辅助服务车间运营。 移汽车运营；30至40%工时及客户高毛利收入为效果自述，不归Revion收入，不等已无人维修。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31201", + "companyId": "YC31201", + "title": "Robby企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/robby", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合技师到访和客户数据发现家政维修销售机会，辅助跟进成交。 移销售运营；40k新业务和每周六位数机会是客户成果/管线，非Robby收入。若干付费客户无合同单价不推MRR，考试备考不当已获认证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31211", + "companyId": "YC31211", + "title": "Sazabi企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/sazabi", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合生产日志与代码调查异常，向工程师和编码Agent提供排障上下文。 移软件开发运维；官网日志示例不是实际客户事件或独立性能。投资者所在公司标志不等付费客户，合规标志未核原报告。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31221", + "companyId": "YC31221", + "title": "Netter企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/netter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业整合分散数据，配置分析、催收及客户细分工作。 保留跨行业数据工作；养老和零售是例子，不混成单一行业。客户催收金额和促销收益不当Netter收入，P26不改成立快照。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31318", + "companyId": "YC31318", + "title": "Databuddy企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/databuddy", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "调查产品转化、用户挫折和流失数据并提供分析。 保留企业分析；转化和客户产品问题不是公司收入，安装一步与实时洞察为自述，未核归因准确率。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31352", + "companyId": "YC31352", + "title": "Marker企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/marker", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "由前置部署工程师辅助企业发现并实施Agent流程。 保留跨企业改造服务；平台复用不等已实现SaaS毛利，创始人Drapr出售及Gap旧经历不归Marker收入或客户。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31360", + "companyId": "YC31360", + "title": "LightSprint企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/lightsprint", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "让产品团队规划、预览并用云编码Agent交付软件。 移软件开发；非工程师是使用者而非企业通用分类依据，前雇主资产规模和经历不归LightSprint收入或资产。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31378", + "companyId": "YC31378", + "title": "GodHands企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/godhands", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "从日常工具记录工作步骤、例外及知识，构建操作手册并自动化流程。 保留通用工作；捕获隐性知识和收购整合为用例，不等已经完成并购、获授权录制或实测自动化。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31408", + "companyId": "YC31408", + "title": "Antinuous企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/antinuous", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为研发及知识工作提供自主研究、测试和迭代辅助，产品范围待核。 当前描述广泛暂留通用研究，不按愿景推新模型或单一科学行业。旧Salesgraph销售辅助分期；官网本次不可读，未核无人在环能力。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31424", + "companyId": "YC31424", + "title": "Lab0企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/lab0", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为B2B软件客户部署自动执行集成、配置和调优工作。 移客户实施运营，与Unisson按同一买家划分。示例20万合同、前雇主Emergent一亿ARR不归Lab0收入或已签合同。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31428", + "companyId": "YC31428", + "title": "Ontora企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/ontora", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "访谈员工以识别实际流程、组织知识及自动化瓶颈。 保留流程发现；五设计伙伴、150演示及70万融资不当收入，客户估计生产力损失不等已回收收益或公司ARR。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31433", + "companyId": "YC31433", + "title": "Savant企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/savant", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接企业工具，整理文档与未记录流程，为员工及Agent提供工作知识。 保留企业知识；company brain不是自研基础模型证据，未经文档/代码复测，不据未记录知识主张推覆盖率。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31437", + "companyId": "YC31437", + "title": "Sidekick企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/textsidekick", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过消息及设备数据处理定制制造现场知识、工单和采购任务。 移制造行业工作，文本和设备数据为交付接口，不等制造机器人。15%更多订单为客户效果，不归自身收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31466", + "companyId": "YC31466", + "title": "Walter企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/walter", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在制造企业ERP及邮件内处理订单、采购和价格差异。 移制造运营；像员工登录与几秒处理为自述，非独立成功率，不因GUI自动化归通用开发设施。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31468", + "companyId": "YC31468", + "title": "Chronicle Labs企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/chronicle-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业Agent记录生产事件并回测新行为，提供预发布验证环境。 移Agent设施；生产录制与安全改进为自述，不直接当审计或独立证明不会破坏生产。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31470", + "companyId": "YC31470", + "title": "Tasklet企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/tasklet-2", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "连接企业工具并持续执行报表、数据、邮件和跨应用工作。 保留通用工作，云沙箱写代码为交付方式。5M ARR仅自述，条款运营者为既有Shortwave主体，2025是新产品而非已证新公司；融资、估值、推荐奖金不归收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31472", + "companyId": "YC31472", + "title": "Wato企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/wato", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为团队Agent提供共享记忆、可复用工作流、工具连接及工作成果上下文。 移Agent上下文设施；聊天到知识复用不是模型训练已证实，授权、版本及实际跨Agent可用性未核。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31494", + "companyId": "YC31494", + "title": "RASPIRE企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/raspire", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在应用运行中监测并阻断欺诈、API滥用及安全威胁。 移软件运行安全，不与上线前扫描混为同一产品。自主、全天及无代码为自述，未测试拦截率或影响。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31498", + "companyId": "YC31498", + "title": "Aster企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/asterlab", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过自主研究优化推理栈，并提供模型推理API及套餐。 官网有明确推理API报价，按当前可见商业交付移C02；自主研究另列，不据neolab直接归基础模型。644token速度和模型列表未独立核；20月费含30token额度不等利润。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31506", + "companyId": "YC31506", + "title": "Tolmo企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/tolmo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "结合代码、CI与云应用关系，调查及修复软件安全问题。 移软件安全，知识图谱为实现方式。全层覆盖和自主修复未测试，不把客户云资产或安全预算当收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31510", + "companyId": "YC31510", + "title": "Auxos企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/auxos", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "访谈真实目标客户并构建模拟受众，测试营销、产品及定价假设。 移市场研究；所谓一比一客户孪生和总体级洞察未独立验证，模拟反馈不等真实购买/合同或训练数据主营。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31515", + "companyId": "YC31515", + "title": "Probe企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/probe", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为AI/ML研究团队整合实验工具、历史上下文及运行可观测。 移模型研究设施；个性化实验室是软件环境而非真实临床实验室，不把研究迭代提速当独立模型成绩。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31537", + "companyId": "YC31537", + "title": "Trident企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/trident", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为云、Web及API执行安全验证，定位可修复的软件风险。 移软件安全测试；未运行任何攻击或验证漏洞，自动化宣传不等可授权覆盖全部环境或独立安全保证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31538", + "companyId": "YC31538", + "title": "flowscope企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/flowscope", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为企业梳理、优化并实施端到端AI流程自动化。 保留企业通用流程改造，当前明确implementation firm；旧流程挖掘与现服务交付分期，不按纯软件估收入倍数或毛利。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31545", + "companyId": "YC31545", + "title": "Modern企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/modern", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "自动化企业订单到回款及财务团队工作。 保留企业内部财务，不等只服务金融业。旧AI IT部门服务与现O2C分开；前Unmind等业务客户不归Modern。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC31576", + "companyId": "YC31576", + "title": "Akkari企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/akkari", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "跟进从售前到扩展的客户承诺、问题与跨渠道工作闭环。 移客户运营；旧OrderAhead用户和BLADE12亿月交易量不归Akkari收入，执行闭环愿景不等完全无人或续费证明。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32155", + "companyId": "YC32155", + "title": "Rex企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/rex-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以Agent及财务专家托管企业应收和订单到回款工作。 保留通用企业财务；官网明确专属财务专家，不当纯SaaS。管理5亿以上应收为客户资产/待收款，非Rex收入或ARR，前Sequence经历单列。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32161", + "companyId": "YC32161", + "title": "Bernard企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/bernard", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为家用及商用电器维修商处理沟通、派工、诊断资料及备件准备。 移维修行业，包含技师备件和交接而不只前台电话。首次修复改善为自述，不当无需技师的自主维修或公司收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32206", + "companyId": "YC32206", + "title": "DeepReach Inc.企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/deepreach-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以采集硬件和本地合作网络提供真实工作场景的机器人训练数据。 按售出数据及质量管线移模型数据设施；475设备、100伙伴及15万片段是采集规模，未来一万设备不是已交付。旧HireIO1500万年收入不归DeepReach；官网403。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32588", + "companyId": "YC32588", + "title": "Almanac企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/almanac", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "维护个人及团队的任务、知识、事项和工作上下文并执行任务。 按工作与团队知识暂留C05，个人切入和企业发展阶段分开；自更新套件及自主行动未核，不从productivity suite推付费收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32623", + "companyId": "YC32623", + "title": "Omanta企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/omanta", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为复杂病例组织个体化科研、资料整合和临床协作支持。 移专业医疗研究服务；完整人员与组织基础设施为交付一部分，不当纯AI软件。无临床疗效或收入核验，不把研究路线图当诊疗结果。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC32627", + "companyId": "YC32627", + "title": "Tenor企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/tenor", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "提供企业Agent工作执行、决策记录、治理及反馈优化的全栈设施。 移Agent设施；前雇主模型带来10亿收入属履历，不归Tenor，负责商业成果主张不等结果费合同已签。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33052", + "companyId": "YC33052", + "title": "Mireye企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/mireye", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "以API及MCP向Agent提供地理、设施、人口及政策上下文。 移Agent数据设施；覆盖地球愿景不等完整数据，前Poker Pit25万ARR不归Mireye，地理信号不等机器人自主控制交付。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33111", + "companyId": "YC33111", + "title": "Skymerse企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/skymerse", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为航空运行规划与监控提供资料解释及决策辅助。 移航空行业应用；Notamify已有采用与未来驾驶舱全系统分开，autopilot标题不等已控制飞机或获适航批准。千名用户不等付费客户或收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33248", + "companyId": "YC33248", + "title": "Dock企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/dock", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为创业者以Agent执行获客、交付及持续经营任务。 保留综合经营工作；百人公司比喻不当团队数，创始人此前Branch一亿ARR不归Dock，不把创业愿景当独立盈利或全自动。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC33348", + "companyId": "YC33348", + "title": "Autoresearch, Inc.企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/autoresearch-inc", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "针对可衡量任务组织模型后训练、实验、算力与统计验证。 移模型训练设施，包含SFT和持续学习，不因调prompt就归通用工作。旧hiloop发布分期；最佳改进是公司交付主张，未独立验证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC34530", + "companyId": "YC34530", + "title": "Theo企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/theo", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为小企业建站并持续依据搜索数据更新内容和获客页面。 按持续获客闭环移营销运营，初始建站是交付环节。69.99月费是报价，前Endgrate10万年收入排除，不由网站价值或访问量推自身ARR。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC34597", + "companyId": "YC34597", + "title": "Sentient OS企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/sentient-os", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "在个人Mac上整理邮件、文件及生活上下文，起草回复和辅助跨应用工作。 按个人生活上下文和Mac体验移个人应用，30企业使用不自动代表企业主业。4000alpha用户和百万融资不是收入，开源/LiteRT-LM fork未开源码核查，端上不等零成本或绝对隐私。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC34895", + "companyId": "YC34895", + "title": "OpenScaffold企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/openscaffold", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为部署团队依据客户发现、业务目标和历史部署生成定制工作框架。 简介短且官网缺失，暂留企业通用工作；AGI称呼不等已证模型研究或独立能力，客户与当前可用性留缺。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35126", + "companyId": "YC35126", + "title": "Armorer Labs企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/armorer-labs", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "测试企业Agent安全并对生产动作进行检测、暂停或放行。 移Agent设施，具体控制Agent运行而非通用合规。22%更准/88倍更快及六基准为自测，未核成绩；AWS十万客户是旧雇主项目，不归Armorer。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35291", + "companyId": "YC35291", + "title": "Elimentary企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/elimentary", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为私募资本管理人处理结构化信贷及投后中后台工作。 移金融专业应用；客户每年节省15万、20小时到30分钟为自述，不归Elimentary收入，AUM不当公司资产或ARR。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35393", + "companyId": "YC35393", + "title": "Plek企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/plek", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "梳理员工工作及对应成本，具体产品范围待核。 主营仅一句，暂留企业通用流程分析；映射成本不等已节省成本，不据短简介推实际客户、AI作用或收入。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC35553", + "companyId": "YC35553", + "title": "0.security企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/0security", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为开发团队及企业验证软件风险并协助修复，含云产品和部署式工具。 移软件安全；云/开源部署双线分开，未查源码或核漏洞，三十亿设备是涉及软件覆盖不是客户数或收入。EY等采用仍自述。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC36147", + "companyId": "YC36147", + "title": "Reconero企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/reconero", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "帮助执法人员整理报告、表格及行政分析。 移行业工作；40%文书工时是问题描述，不代表已核节省，未独立核产品功能或合同。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC37005", + "companyId": "YC37005", + "title": "Verdun企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/verdun", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过AI视频预筛及人工操作员完成安防监控和升级调度。 移行业监控服务；明确专业人工操作员，不当全无人SaaS。传统20分钟排队是问题陈述，不等现时响应实测或已确认安全保证。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC37896", + "companyId": "YC37896", + "title": "Aucert企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/aucert", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "为移动应用执行功能、可访问性及应用商店政策测试。 移软件开发验证；性能和安全测试仍为下一步，不当已交付能力。数小时完成为自述，未实际运行产品或核商店认可。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-CAT-YC38226", + "companyId": "YC38226", + "title": "Wondersearch企业应用及业务归属复核", + "url": "https://www.ycombinator.com/companies/wondersearch", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "YC官方页面中的公司自述复核", + "summary": "通过自研搜索模型与API/MCP为Agent提供语义数据检索。 移Agent检索设施，Evokoa Inc.为公开描述运营者，法律登记待核。自研模型是检索实现，未据此归基础模型；无embedding/摄取主张及无限数据范围未复测。", + "limitation": "仅读主营及相关发布节选；客户项目、资产、节省、管线、融资与前公司业绩不计自身收入，规模和采用自述未独立验证。" + }, + { + "id": "ENTERPRISE3-AEMON-HOME", + "companyId": "YC31138", + "title": "Aemon技术研发与工程服务", + "url": "https://aemon.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网描述代码库内实验优化，先由工程师共建数据、指标与失败案例，再部署研究循环。", + "limitation": "圆堆积及低于10美元算力为自述；未开解文件、执行notebook或复测，示意回放不是实际产品UI。" + }, + { + "id": "ENTERPRISE3-TERMINAL-HOME", + "companyId": "YC31172", + "title": "Terminal Use流程审核及实施服务", + "url": "https://www.terminaluse.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网要求先做流程审核和改造，面向建筑、物流、制造及零售，页脚TERMINAL USE INC.。", + "limitation": "数周上线及创始人前雇主项目不能当当前公司已签收入，实施及持续人工费用待拆。" + }, + { + "id": "ENTERPRISE3-SAZABI-HOME", + "companyId": "YC31211", + "title": "Sazabi生产日志及代码排障", + "url": "https://www.sazabi.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网明确为工程团队和编码Agent连接日志与代码、排查故障并向工程工具提供上下文。", + "limitation": "演示日志、投资者名单及合规标志不是独立性能、付费客户或已取得审计报告。" + }, + { + "id": "ENTERPRISE3-LANCE-ACCESS", + "companyId": "YC31089", + "title": "Lance官网访问缺项", + "url": "https://www.lance.live/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "官网访问缺项", + "summary": "官网本次返回403，当前分类依据YC主营及相关发布节选。", + "limitation": "访问失败不当停业或不存在，不以页面标题补造产品、收入或合同。" + }, + { + "id": "ENTERPRISE3-ANTINUOUS-ACCESS", + "companyId": "YC31408", + "title": "Antinuous官网访问缺项", + "url": "https://www.antinuous.com/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "官网访问缺项", + "summary": "网页工具未取得官网可读响应，保留YC研究Agent当前描述和旧Salesgraph发布。", + "limitation": "不以不可读页面推断完整产品或停业；研究愿景及无人闭环待核。" + }, + { + "id": "ENTERPRISE3-DEEPREACH-ACCESS", + "companyId": "YC32206", + "title": "DeepReach官网访问缺项", + "url": "https://www.deepreach.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "官网访问缺项", + "summary": "官网本次返回403，数据网络、设备和片段量仅有YC自述。", + "limitation": "未核采集、数据权利、模型客户、实际交付或收入，硬件数量不等数据净营收。" + }, + { + "id": "ENTERPRISE3-ASTER-HOME", + "companyId": "YC31498", + "title": "Aster研究定位与商业交付", + "url": "https://www.asterlab.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网称Aster AI Labs PBC，目标自动化研究，并链接推理和套餐产品。", + "limitation": "研究方向不等可出售基础模型，自述研究成果本轮未开代码或复测，法律登记未核。" + }, + { + "id": "ENTERPRISE3-ASTER-INFERENCE", + "companyId": "YC31498", + "title": "Aster托管推理API", + "url": "https://www.asterlab.ai/inference", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网按token报价提供推理API，描述自主研究用于优化推理栈，支持API兼容调用。", + "limitation": "报价与644token每秒为公司展示，模型名称、供应商及速度未独立验证；托管其他模型不算自研基础模型。" + }, + { + "id": "ENTERPRISE3-ASTER-PRICE", + "companyId": "YC31498", + "title": "Aster订阅及token额度", + "url": "https://www.asterlab.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "套餐原文20/月含30token额度、100/月含150额度，并有企业定制端点。", + "limitation": "标价不当实收，额度补贴、token实际成本、使用率和确认政策待核，不由额度差额算毛利。" + }, + { + "id": "ENTERPRISE3-REX-HOME", + "companyId": "YC32155", + "title": "Rex专家在环的应收托管模式", + "url": "https://www.rex.inc/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网明确财务专家参与部署及持续交付，Agent按政策处理应收工作并按成果和SLA定价。", + "limitation": "管理应收、客户回款及示例发票不是Rex收入；SLA、客户合同、人工工时和确认政策未核。" + }, + { + "id": "ENTERPRISE3-TASKLET-HOME", + "companyId": "YC31470", + "title": "Tasklet组织级Agent工作产品", + "url": "https://tasklet.ai/", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网描述连接业务工具、共享Agent与上下文，并以用量而非席位收费，含浏览器和内部应用生成功能。", + "limitation": "主页示例账单、管线、logo、免费试用均不作实际公司收入或审计；多模型、可靠性及自主交付未运行核。" + }, + { + "id": "ENTERPRISE3-TASKLET-PRICE", + "companyId": "YC31470", + "title": "Tasklet订阅额度及一次性充值", + "url": "https://tasklet.ai/pricing", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官网25月费含10000额度、100月费含40000额度，团队无额外席位费；一次性额度有效一年、最低25购买。", + "limitation": "订阅、充值、免费奖励和实际消耗分开，现金预收不等经常性收入；报价不推真实ARPA、毛利或ARR。" + }, + { + "id": "ENTERPRISE3-TASKLET-TERMS", + "companyId": "YC31470", + "title": "Tasklet运营者为Shortwave", + "url": "https://tasklet.ai/terms-of-service", + "publishedAt": null, + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "现行条款明确Tasklet运营者为Shortwave Communications Inc.，并描述持续订阅、支付及取消。", + "limitation": "条款不是独立注册证明；不能把产品2025上线当法人或创业公司成立，不将旧业务收入自动归入新产品。" + }, + { + "id": "ENTERPRISE3-TASKLET-LAUNCH", + "companyId": "YC31470", + "title": "Tasklet公司自述5M ARR", + "url": "https://www.ycombinator.com/launches/PsX-tasklet-the-cloud-agent-os-for-knowledge-work", + "publishedAt": "2026-04-07", + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "发布正文称原文$5M ARR、年初至今增长超过1200%，另有2000万融资及1.75亿估值。", + "limitation": "页面展示2026-04-07但正文可更新，准确经营截至日、币种、经常性定义和产品/集团范围未核；融资与估值排除，不入同期比较。" + }, + { + "id": "ENTERPRISE3-TASKLET-INTRO", + "companyId": "YC31470", + "title": "Shortwave把Tasklet描述为新产品", + "url": "https://www.shortwave.com/blog/introducing-tasklet-ai-automation/", + "publishedAt": "2025-10-09", + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "2025-10-09原始公告称Tasklet是从既有Agent技术发展出的独立自动化产品，并继续投资两个产品。", + "limitation": "独立产品不等独立新公司；与现行同名运营者条款形成延续线索，但精确注册及财务合并范围未核。" + }, + { + "id": "ENTERPRISE3-SHORTWAVE-HISTORY", + "companyId": "YC31470", + "title": "2022 Shortwave业务沿革", + "url": "https://www.shortwave.com/blog/introducing-shortwave/", + "publishedAt": "2022-02-15", + "accessedAt": "2026-10-31", + "kind": "公司官方资料", + "summary": "官方2022-02-15发布邮件产品，作者Andrew Lee，页面与现Tasklet条款均出现Shortwave Communications Inc.。", + "limitation": "2022产品发布不当精确法律成立日；只证明既有业务，不能将当时900万融资或Firebase经历当Tasklet收入。" } ], "reviews": [ @@ -58740,6 +59815,164 @@ "ENTERPRISE2-FREYA-LICENSE" ], "handling": "保留C06企业语音运营及模型第二业务，不按首页研究宣传推全公司基础模型。未运行模型、核首页独立榜单或评测，small与Adam V1/large分开；通话、FDE、部署和硬件成本不混作同质SaaS。" + }, + { + "id": "ENTERPRISE3-R-59", + "type": "企业通用工作剩余规则初分类复核", + "company": "原C05规则初分剩余59家公司", + "scope": "companies", + "companyIds": [ + "YC30972", + "YC31089", + "YC31107", + "YC31109", + "YC31121", + "YC31133", + "YC31138", + "YC31139", + "YC31149", + "YC31166", + "YC31172", + "YC31185", + "YC31189", + "YC31201", + "YC31211", + "YC31221", + "YC31318", + "YC31352", + "YC31360", + "YC31378", + "YC31408", + "YC31424", + "YC31428", + "YC31433", + "YC31437", + "YC31466", + "YC31468", + "YC31472", + "YC31494", + "YC31498", + "YC31506", + "YC31510", + "YC31515", + "YC31537", + "YC31538", + "YC31545", + "YC31576", + "YC32155", + "YC32161", + "YC32206", + "YC32588", + "YC32623", + "YC32627", + "YC33052", + "YC33111", + "YC33248", + "YC33348", + "YC34530", + "YC34597", + "YC34895", + "YC35126", + "YC35291", + "YC35393", + "YC35553", + "YC36147", + "YC37005", + "YC37896", + "YC38226" + ], + "summary": "59项YC当前主营及相关发布节选已读；补选定官网、产品模式与访问缺项。按通用工作、工程运维、模型/Agent设施、行业及营销等交付重新划分，Tasklet主体专项另列。", + "evidenceIds": [ + "ENTERPRISE3-CAT-YC30972", + "ENTERPRISE3-CAT-YC31089", + "ENTERPRISE3-CAT-YC31107", + "ENTERPRISE3-CAT-YC31109", + "ENTERPRISE3-CAT-YC31121", + "ENTERPRISE3-CAT-YC31133", + "ENTERPRISE3-CAT-YC31138", + "ENTERPRISE3-CAT-YC31139", + "ENTERPRISE3-CAT-YC31149", + "ENTERPRISE3-CAT-YC31166", + "ENTERPRISE3-CAT-YC31172", + "ENTERPRISE3-CAT-YC31185", + "ENTERPRISE3-CAT-YC31189", + "ENTERPRISE3-CAT-YC31201", + "ENTERPRISE3-CAT-YC31211", + "ENTERPRISE3-CAT-YC31221", + "ENTERPRISE3-CAT-YC31318", + "ENTERPRISE3-CAT-YC31352", + "ENTERPRISE3-CAT-YC31360", + "ENTERPRISE3-CAT-YC31378", + "ENTERPRISE3-CAT-YC31408", + "ENTERPRISE3-CAT-YC31424", + "ENTERPRISE3-CAT-YC31428", + "ENTERPRISE3-CAT-YC31433", + "ENTERPRISE3-CAT-YC31437", + "ENTERPRISE3-CAT-YC31466", + "ENTERPRISE3-CAT-YC31468", + "ENTERPRISE3-CAT-YC31472", + "ENTERPRISE3-CAT-YC31494", + "ENTERPRISE3-CAT-YC31498", + "ENTERPRISE3-CAT-YC31506", + "ENTERPRISE3-CAT-YC31510", + "ENTERPRISE3-CAT-YC31515", + "ENTERPRISE3-CAT-YC31537", + "ENTERPRISE3-CAT-YC31538", + "ENTERPRISE3-CAT-YC31545", + "ENTERPRISE3-CAT-YC31576", + "ENTERPRISE3-CAT-YC32155", + "ENTERPRISE3-CAT-YC32161", + "ENTERPRISE3-CAT-YC32206", + "ENTERPRISE3-CAT-YC32588", + "ENTERPRISE3-CAT-YC32623", + "ENTERPRISE3-CAT-YC32627", + "ENTERPRISE3-CAT-YC33052", + "ENTERPRISE3-CAT-YC33111", + "ENTERPRISE3-CAT-YC33248", + "ENTERPRISE3-CAT-YC33348", + "ENTERPRISE3-CAT-YC34530", + "ENTERPRISE3-CAT-YC34597", + "ENTERPRISE3-CAT-YC34895", + "ENTERPRISE3-CAT-YC35126", + "ENTERPRISE3-CAT-YC35291", + "ENTERPRISE3-CAT-YC35393", + "ENTERPRISE3-CAT-YC35553", + "ENTERPRISE3-CAT-YC36147", + "ENTERPRISE3-CAT-YC37005", + "ENTERPRISE3-CAT-YC37896", + "ENTERPRISE3-CAT-YC38226", + "ENTERPRISE3-AEMON-HOME", + "ENTERPRISE3-TERMINAL-HOME", + "ENTERPRISE3-SAZABI-HOME", + "ENTERPRISE3-LANCE-ACCESS", + "ENTERPRISE3-ANTINUOUS-ACCESS", + "ENTERPRISE3-DEEPREACH-ACCESS", + "ENTERPRISE3-ASTER-HOME", + "ENTERPRISE3-ASTER-INFERENCE", + "ENTERPRISE3-ASTER-PRICE", + "ENTERPRISE3-REX-HOME" + ], + "handling": "原C05规则初分89项现均有主营复核，短简介、跨业务及实际产品能力仍待核，不等所有企业公司深查。Rex托管含专家、Omanta含专业人员、Verdun含人工操作员；项目价值、客户节省/资产、旧公司ARR与融资排除，自述技术未提升为独立测试。" + }, + { + "id": "ENTERPRISE3-R-TASKLET", + "type": "新产品与既有主体及ARR边界复核", + "company": "Tasklet / Shortwave产品扩展对照", + "scope": "companies", + "companyIds": [ + "YC31470" + ], + "summary": "YC原2025成立发现审计保留；现行Shortwave运营条款、2025新产品公告和2022旧业务链与新公司口径不一致，当前year=null，精确法律成立及分立未核。", + "evidenceIds": [ + "ENTERPRISE3-CAT-YC31470", + "ENTERPRISE3-TASKLET-HOME", + "ENTERPRISE3-TASKLET-PRICE", + "ENTERPRISE3-TASKLET-TERMS", + "ENTERPRISE3-TASKLET-LAUNCH", + "ENTERPRISE3-TASKLET-INTRO", + "ENTERPRISE3-SHORTWAVE-HISTORY" + ], + "handling": "5M ARR仅交叉核对自述，日期、币种、充值/订阅和产品/集团范围留缺，不纳入两年新公司同期比较；20M融资、估值、Firebase经历及演示发票排除收入。目录8人和发布9人不改成已验证当前团队。" } ], "coverage": { diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json index 620c144..9c34247 100644 --- a/content/research/ai-companies.sources.json +++ b/content/research/ai-companies.sources.json @@ -1,5 +1,5 @@ { - "version": "2026-10-31-3", + "version": "2026-10-31-4", "scopeConfirmedAt": "2026-10-30", "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。", "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。", @@ -15,7 +15,7 @@ ], "initialAccess": "官网目录可访问", "boundary": "已读取八个2025—2026批次镜像候选池1428条，再核YC官方页面；不声称覆盖全部YC历年或未公开公司。", - "nextCheck": "原新增目录32条深化为个案并保留来源；基础项422条主营人工复核。原C05累计30项已复核，8项暂留通用、22项迁移。Pollen现金融专业工作、Freya项目交付/模型材料双线及Rovr Inactive另记；Codyco酒店预订、Imagine客户归因收入、Trelium前项目ARR排除。原C05尚余59项规则初分；C07及其他非人工资料、主体、技术与财务仍待核，不把分类或公开材料可访问当完整覆盖或独立评测。", + "nextCheck": "原新增目录33条深化个案并保留来源；基础项480条主营人工复核。原C05规则初分89项现均有主营及相关发布节选复核，短简介与混合交付仍待核，不等完整商业验证；继续原C07的184项规则初分及其他非人工资料。Tasklet条款Shortwave运营、2025新产品与2022旧业务链使当前year=null，原发现保留，5M ARR仅交叉核对。算力/数据、Agent设施、专业服务与人工托管分开；客户项目/应收/节省、前公司业绩和融资均不作公司ARR。", "limitation": "批次不等于成立年；不代表全部公司" }, { diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json index 56905d8..8cd735b 100644 --- a/content/research/ai-income-analysis.json +++ b/content/research/ai-income-analysis.json @@ -1,5 +1,5 @@ { - "sourceVersion": "2026-10-31-enterprise-2", + "sourceVersion": "2026-10-31-enterprise-3", "asOf": "2026-10-31", "metric": "platform-mrr-usd", "sampleUnit": "product-or-business",