diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts
index 9c7e393..46f1524 100644
--- a/apps/docs/scripts/auth-cli.ts
+++ b/apps/docs/scripts/auth-cli.ts
@@ -181,9 +181,9 @@ async function main() {
   assert.equal(researchResponse.status, 200, "authenticated research API");
   assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store"));
   const research = await researchResponse.json();
-  assert.equal(research.companies.length, 1021);
+  assert.equal(research.companies.length, 1023);
   assert.equal(research.categories.length, 11);
-  assert.equal(research.evidence.length, 1215);
+  assert.equal(research.evidence.length, 1251);
   assert.equal(research.observations.length, 189);
   assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405);
   const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers });
diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts
index fdb55bc..d03f46a 100644
--- a/apps/docs/tests/research.test.ts
+++ b/apps/docs/tests/research.test.ts
@@ -23,8 +23,8 @@ test("research revisions share the authentication database and preserve replay l
     for (let i = 0; i < 20; i++) consumeCode(config, "invalid");
     assert.equal(consumeCode(config, "invalid"), "limited");
     const initial = readResearchSnapshot();
-    assert.equal(initial.companies.length, 1021);
-    assert.equal(initial.evidence.length, 1215);
+    assert.equal(initial.companies.length, 1023);
+    assert.equal(initial.evidence.length, 1251);
     assert.equal(initial.observations.length, 189);
     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");
@@ -64,9 +64,9 @@ 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, 54);
+  assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 59);
   assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 8);
-  assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 16);
+  assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 28);
   const review = snapshot.reviews.find((r) => r.id === "R4")!;
   assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]);
   assert.deepEqual(reviewCompanyIds(snapshot, snapshot.reviews.find((r) => r.id === "CN-R-PSI")!), []);
@@ -85,11 +85,11 @@ test("reviews link explicit companies without turning global or excluded cases i
 test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => {
   const snapshot = seed as ResearchSnapshot;
   const summary = categorySummary(snapshot);
-  assert.equal(summary.reduce((n, c) => n + c.count, 0), 1021);
+  assert.equal(summary.reduce((n, c) => n + c.count, 0), 1023);
   assert.equal(summary.reduce((n, c) => n + c.self, 0), 26);
   assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 1);
   assert.equal(summary.reduce((n, c) => n + c.platform, 0), 16);
-  assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 978);
+  assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 980);
   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"));
@@ -97,7 +97,7 @@ 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, 14);
+  assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 16);
   assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 6);
   assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1);
   assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown");
@@ -151,7 +151,14 @@ test("retracted ARR and projected margins remain excluded", () => {
   const forecast = snapshot.observations.find((o) => o.kind === "非GAAP毛利率预期")!;
   assert.equal(forecast.selection, "excluded");
   const peec = snapshot.companies.find((c) => c.name === "Peec AI")!;
-  assert.equal(peec.teamBound, ">");
+  assert.equal(peec.team, 100);
+  assert.equal(peec.teamBound, "≥");
+  const currentTeam = snapshot.observations.find((o) => o.id === "PEEC-JOB-TEAM")!;
+  assert.equal(currentTeam.value, peec.team);
+  assert.equal(currentTeam.bound, peec.teamBound);
+  const historicalTeam = snapshot.observations.find((o) => o.id === "O067")!;
+  assert.equal(historicalTeam.value, 70);
+  assert.equal(historicalTeam.bound, ">");
   assert.equal(snapshot.observations.filter((o) => o.company === peec.id && o.selection === "signal").length, 1);
   assert.ok(snapshot.observations.some((o) => o.company === peec.id && o.selection === "historical-estimate"));
 });
@@ -279,7 +286,7 @@ test("annual launch archives exclude older companies only with evidence and reus
   assert.equal(batch.complete, false);
   assert.equal(batch.records.length, 19);
   const older = batch.records.filter((r) => r.status === "outside-cohort");
-  assert.equal(older.length, 10);
+  assert.equal(older.length, 16);
   assert.ok(older.every((r) => !r.companyId && r.evidenceIds?.length));
   assert.equal(batch.records.find((r) => r.name === "Trace")?.companyId, "YC30687");
   const trace = snapshot.companies.find((c) => c.id === "YC30687")!;
@@ -300,7 +307,7 @@ test("unreconciled directory financials remain source reviews instead of income
   assert.ok(review.evidenceIds.includes("PH-TANA-DR"));
   assert.equal(reviewCompanyIds(snapshot, review).length, 0);
   assert.ok(!snapshot.observations.some((o) => o.evidence === "PH-TANA-DR"));
-  assert.equal(snapshot.candidateBatches!.flatMap((b) => b.records).filter((r) => r.status === "pending-year").length, 17);
+  assert.equal(snapshot.candidateBatches!.flatMap((b) => b.records).filter((r) => r.status === "pending-year").length, 5);
 });
 
 test("product pivots and founder histories do not become new company years or current revenue", () => {
@@ -335,7 +342,7 @@ test("Chinese discovery entries preserve unread articles and use separate primar
   assert.equal(batch.records.length, 4);
   assert.ok(batch.records.every((row) => row.kind === "company" && row.profileStatus === "unavailable"));
   assert.equal(batch.records.filter((row) => row.status === "linked").length, 2);
-  assert.equal(batch.records.find((row) => row.name === "Utopai")?.status, "pending-year");
+  assert.equal(batch.records.find((row) => row.name === "Utopai")?.status, "outside-cohort");
   assert.ok(!snapshot.observations.some((o) => ["PS-CODE", "SG-START", "SG-APR", "SSI-HISTORY"].includes(o.evidence)), "task costs, investment, capacity and financing are not revenue");
   const prism = snapshot.companies.find((c) => c.id === "AI075")!;
   assert.equal(prism.team, null, "a team range or linked employees must not become exact headcount");
diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json
index 13d767f..2964c5f 100644
--- a/content/research/ai-companies.seed.json
+++ b/content/research/ai-companies.seed.json
@@ -1,5 +1,5 @@
 {
-  "version": "2026-10-30-ph-history-1",
+  "version": "2026-10-30-thrive-brila-1",
   "asOf": "2026-10-30",
   "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。",
   "limitations": [
@@ -7505,28 +7505,35 @@
       "id": "YC30686",
       "name": "OneStop",
       "url": "https://www.ycombinator.com/companies/onestop",
-      "cat": "C00",
+      "cat": "C09",
       "year": 2025,
       "team": 2,
       "location": "New York City, NY",
-      "business": "公司简介：The local internet for NYC.",
-      "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": "本地活动与社交计划平台；AI辅助搜索、信息流排序和发帖。",
+      "buyer": "纽约本地成年用户；收费买方未披露",
+      "delivery": "官网有候补登记及即将上架提示，条款描述发帖、回复和聊天；实际可用范围未独立测试。",
+      "notes": "AI具体用途由当前条款补证；公司及团队年份仍以YC自述为准。免费不等公司收入为零，活动卡片不当真实采用。",
       "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",
+      "price": "官方条款称当前免费、无订阅及内购，不处理用户间支付；未来变现未知",
+      "stage": "官网及条款可读，公开可用性和付费使用待核",
       "sourceType": "YC官方页面中的公司自述",
       "evidenceIds": [
-        "YC-E-30686"
+        "YC-E-30686",
+        "CLASS-ONESTOP-HOME",
+        "CLASS-ONESTOP-MISSION",
+        "CLASS-ONESTOP-TERMS"
       ],
       "revenueStatus": "unknown",
       "profileOnly": true,
-      "classificationBasis": "2026-10-30复核后保留待分类：目前只说明纽约本地分类信息网络，未说明AI具体作用或主要客户。",
+      "classificationBasis": "2026-10-30人工复核：按个人附近活动发现、发帖与聊天归C09，AI辅助搜索/排序/写作据官方条款；不按创始人履历归企业AI转型。",
       "directoryTags": [
         "AI"
-      ]
+      ],
+      "extraUrl": "https://onestop.so/",
+      "pricingEvidence": "CLASS-ONESTOP-TERMS",
+      "businessModel": "消费者本地社交服务；当前免费，未来收费及广告等变现未披露",
+      "entityBasis": "YC关联域名跳转现行官网，Mission创始人可关联；条款列Preempt Technologies, Inc.，精确注册及法律沿革未另核"
     },
     {
       "id": "YC30687",
@@ -7974,28 +7981,31 @@
       "id": "YC30707",
       "name": "Phases",
       "url": "https://www.ycombinator.com/companies/phases",
-      "cat": "C00",
+      "cat": "C10",
       "year": 2025,
       "team": 3,
       "location": "San Francisco",
-      "business": "公司简介：AI 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": "面向前沿机器人实验室的解决方案；产品细分及部署方式未公开。",
+      "buyer": "机器人实验室与研发团队（官网目标用户），实际合同买方待核",
+      "delivery": "公开官网只有方向和演示预约；未独立确认机器人硬件、模型、数据产品或部署。",
+      "notes": "官网可补机器人领域和目标用户，尚不足以确定产品细分、技术水平或采用；创始人既往机器人研究经历不作为公司能力证明。",
       "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-30707"
+        "YC-E-30707",
+        "CLASS-PHASES-HOME"
       ],
       "revenueStatus": "unknown",
       "profileOnly": true,
-      "classificationBasis": "2026-10-30复核后保留待分类：公开简介只有面向物理世界的AI，无法确定具体产品与买家。",
+      "classificationBasis": "2026-10-30人工复核：官网明确frontier robotics labs，按机器人应用领域粗分C10；不据笼统物理世界AI强行认定基础模型、训练平台或硬件产品。",
       "directoryTags": [
         "AI"
-      ]
+      ],
+      "extraUrl": "https://phases.ai/",
+      "businessModel": "机器人研发解决方案；计价与软件/数据/服务拆分未公开"
     },
     {
       "id": "YC30709",
@@ -12208,31 +12218,36 @@
       "id": "YC30995",
       "name": "Velvet",
       "url": "https://www.ycombinator.com/companies/velvet",
-      "cat": "C00",
+      "cat": "C02",
       "year": 2025,
       "team": 3,
       "location": "San Francisco",
-      "business": "公司简介：Expressive conversational AI",
-      "buyer": "本轮未逐一核验",
-      "delivery": "公开YC公司资料；交付与付费使用待核验",
-      "notes": "目录基础资料；AI相关描述与业务分类均待进一步人工复核。收入、定价和技术能力未逐一核验。",
+      "business": "为交互及视听对话模型提供数据集、内容交付与模型合作。",
+      "buyer": "AI实验室及训练或部署交互模型的消费者公司（官网目标客户）",
+      "delivery": "公开样本提交与合作入口，条款说明内容任务及许可；实际数据交付和模型性能未独立核验。",
+      "notes": "官网补足训练数据方向；未将交互模型宣传等同自研基础模型发布。页面模板中的收益$0.00不作为公司收入，创作者任务报酬与公司收入分开。",
       "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",
+      "price": "数据、内容任务及合作合同询价；公开条款未列客户统一价格",
       "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-30995"
+        "YC-E-30995",
+        "CLASS-VELVET-HOME",
+        "CLASS-VELVET-TERMS"
       ],
       "revenueStatus": "unknown",
       "profileOnly": true,
-      "classificationBasis": "2026-10-30复核后保留待分类：公开简介只有富有表现力的对话AI，无法区分基础模型、开发设施或消费者产品。",
+      "classificationBasis": "2026-10-30人工复核：按面向模型团队的数据集与训练合作归C02；对话表现是任务方向，不能仅据模型一词归为自研基础模型或消费者聊天应用。",
       "directoryTags": [
         "Generative AI",
         "Data Engineering",
         "AI",
         "Conversational AI"
-      ]
+      ],
+      "extraUrl": "https://velvetlab.ai/",
+      "businessModel": "训练数据/内容许可与定制交付、模型合作；收入确认、净额/总额及经常性待核",
+      "entityBasis": "YC指向velvetlab.ai；官网页脚和其链接条款均列Velvet Media, Inc.，条款含velvet.video；不与其他同名Velvet业务合并"
     },
     {
       "id": "YC30996",
@@ -28854,6 +28869,86 @@
           "WABI-TERMS"
         ]
       }
+    },
+    {
+      "id": "AI078",
+      "name": "Goldfish",
+      "url": "https://goldfish.sh/",
+      "cat": "C09",
+      "year": 2026,
+      "team": null,
+      "location": "公开材料关联旧金山创业项目；法律总部待核",
+      "business": "桌面个人上下文记忆与写作助手，读取系统辅助功能文本并结合本地记忆生成回复，可为AI工具提供上下文。",
+      "buyer": "个人知识工作者；企业采购与实际付费客户待核",
+      "delivery": "官网提供macOS和Windows下载，公开产品文档可读；未安装或独立测试效果、隐私承诺及成本。",
+      "notes": "成立2026依据Entrepreneurs First投资组合页，创始人与官方社区页一致；精确注册日未核。创始人此前Strawberry收入及VR教育业务ARR不是Goldfish收入。官网点击数不是用户或付费客户数，免费测试不等于公司收入为零。",
+      "cohort": "2026年成立（投资机构名录）；注册日期未独立核验",
+      "teamBasis": "公开两位创始人不等于完整员工人数，保留未知",
+      "price": "截至2026-10-30官网称测试期间免费，未来定价与企业合同待核",
+      "stage": "已公开下载的测试产品；商业收费与财务数据未知",
+      "sourceType": "Product Hunt发现；官方产品/条款/文档及EF投资组合页补证",
+      "evidenceIds": [
+        "GOLD-HOME",
+        "GOLD-TERMS",
+        "GOLD-PRIVACY",
+        "PH-GOLD",
+        "GOLD-EF",
+        "GOLD-CREATORS",
+        "GOLD-DOCS"
+      ],
+      "revenueStatus": "unknown",
+      "businessModel": "个人AI记忆与助手；当前免费测试，付费模式待核",
+      "entityBasis": "官方条款与页脚列Goldfish AI Inc.，EF与官方社区页均列Joel Edholm、Kaspian Jakobsson并关联goldfish.sh；不与同名语音产品及创始人旧公司合并。",
+      "classificationBasis": "按个人桌面上下文与写作场景归C09；MCP为上下文交付方式，不据此归为基础模型或企业开发工具。",
+      "pricingEvidence": "GOLD-HOME",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-10-30",
+        "summary": "已读系统辅助功能文本读取、本地存储与外部AI调用的官方文档；没有独立测试或可核源代码，本地记忆不表示推理全部本地运行。",
+        "evidenceIds": [
+          "GOLD-DOCS",
+          "GOLD-PRIVACY"
+        ]
+      }
+    },
+    {
+      "id": "AI079",
+      "name": "Thrive Holdings",
+      "url": "https://www.thriveholdings.com/",
+      "cat": "C07",
+      "year": 2025,
+      "team": null,
+      "location": "美国纽约；集团官网标注New York City",
+      "business": "收购并长期运营会计和IT等成熟服务企业，将AI和技术团队嵌入其交付流程。",
+      "buyer": "被持有企业的会计、IT等服务客户；集团直接软件合同与实际付费结构待核",
+      "delivery": "已公开描述会计与IT服务平台及合作关系；没有本轮独立交付、成本节约或技术性能测试。",
+      "notes": "成立2025据公司公开主页，与2025-04-29官方发布公告关联；精确注册日及法律主体链待核。收购/并表带来的规模不等有机AI收入或ARR。ADT交易预计2027年一季度交割，当前不记完成，不合并目标公司历史收入。",
+      "cohort": "2025年成立（公司公开主页自述）；注册日期未独立核验",
+      "teamBasis": "主页11—50范围、关联档案数与集团所持企业员工口径不同，完整团队保留未知",
+      "price": "集团没有本轮可核统一软件订阅价；会计、IT项目/托管服务等按子公司合同核实",
+      "stage": "公开运营会计与IT服务控股平台；按集团/子公司、收购/有机边界另核财务",
+      "sourceType": "TechCrunch发现；官方业务、发布公告、公司主页和交易/合作当事方材料补证",
+      "evidenceIds": [
+        "TC-THRIVE",
+        "TH-ABOUT",
+        "TH-OPENAI",
+        "TH-ADT",
+        "TH-LAUNCH",
+        "TH-PROFILE"
+      ],
+      "revenueStatus": "unknown",
+      "businessModel": "永久资本控股平台收购服务企业，以行业人员加AI改造交付；集团及软件/服务收入拆分待核",
+      "entityBasis": "thriveholdings.com与公司公开主页、合作方和ADT交易公告相互关联；不与同名乌干达公关企业、其他Thrive Holdings LLC或Thrive Capital历史混合。",
+      "classificationBasis": "按会计和IT专业服务的运营改造归C07；控股/收购是商业模式，不能当纯软件平台并入同一ARR比较组。",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-10-30",
+        "summary": "官方材料说明将AI模型与行业人员、流程结合；本轮未测试模型或财务改善，合作关系不替代能力验证。",
+        "evidenceIds": [
+          "TH-ABOUT",
+          "TH-OPENAI"
+        ]
+      }
     }
   ],
   "observations": [
@@ -44740,18 +44835,18 @@
     },
     {
       "id": "GOLD-HOME",
-      "companyId": null,
+      "companyId": "AI078",
       "title": "Goldfish官方产品及免费测试状态",
       "url": "https://goldfish.sh/",
       "publishedAt": null,
       "accessedAt": "2026-10-30",
       "kind": "公司官方材料",
       "summary": "官网称本地上下文记忆助手，测试期间免费，页脚列Goldfish AI Inc.。",
-      "limitation": "测试免费不表示公司收入为零；点击计数不是用户数、付费数或MRR，成立年未核。"
+      "limitation": "测试免费不表示公司收入为零；点击计数不是用户数、付费数或MRR；成立年另由EF名录补证。"
     },
     {
       "id": "GOLD-TERMS",
-      "companyId": null,
+      "companyId": "AI078",
       "title": "Goldfish条款与运营者",
       "url": "https://goldfish.sh/tos",
       "publishedAt": null,
@@ -44762,7 +44857,7 @@
     },
     {
       "id": "GOLD-PRIVACY",
-      "companyId": null,
+      "companyId": "AI078",
       "title": "Goldfish隐私与数据处理说明",
       "url": "https://goldfish.sh/privacy",
       "publishedAt": null,
@@ -44806,7 +44901,7 @@
     },
     {
       "id": "PH-GOLD",
-      "companyId": null,
+      "companyId": "AI078",
       "title": "Goldfish产品发布线索",
       "url": "https://www.producthunt.com/products/goldfish-early-access",
       "publishedAt": null,
@@ -44993,7 +45088,7 @@
     },
     {
       "id": "TC-THRIVE",
-      "companyId": null,
+      "companyId": "AI079",
       "title": "Thrive Holdings报道发现条目",
       "url": "https://techcrunch.com/2026/10/29/openai-backed-thrive-holdings-acquires-adt/",
       "publishedAt": "2026-10-29",
@@ -45059,18 +45154,18 @@
     },
     {
       "id": "TH-ABOUT",
-      "companyId": null,
+      "companyId": "AI079",
       "title": "Thrive Holdings官方业务说明",
       "url": "https://www.thriveholdings.com/about",
       "publishedAt": null,
       "accessedAt": "2026-10-30",
       "kind": "公司官方材料",
       "summary": "公司称收购成熟企业，将行业人员经验与技术和运营结合，目前涉及会计与IT服务。",
-      "limitation": "控股平台、收购组合与原有企业的经营收入须区分；本次未取得明确成立年份或并表收入凭证。"
+      "limitation": "控股平台、收购组合与原有企业经营收入须区分；年份另据公司主页补证，本次未取得并表收入或注册凭证。"
     },
     {
       "id": "TH-OPENAI",
-      "companyId": null,
+      "companyId": "AI079",
       "title": "Thrive Holdings合作方2025年公告",
       "url": "https://openai.com/index/thrive-holdings/",
       "publishedAt": "2025-12-01",
@@ -45081,7 +45176,7 @@
     },
     {
       "id": "TH-ADT",
-      "companyId": null,
+      "companyId": "AI079",
       "title": "ADT拟收购交易的原始公告",
       "url": "https://investor.adt.com/News--Events/news/news-details/2026/ADT-to-be-Acquired-by-Thrive-Holdings-in-15-3-Billion-Transaction/default.aspx",
       "publishedAt": "2026-10-29",
@@ -45125,7 +45220,7 @@
     },
     {
       "id": "TH-LAUNCH",
-      "companyId": null,
+      "companyId": "AI079",
       "title": "Thrive Holdings官方2025年发布公告",
       "url": "https://www.thriveholdings.com/thrive-holdings-launch",
       "publishedAt": "2025-04-29",
@@ -45287,6 +45382,402 @@
       "kind": "公司官方材料",
       "summary": "条款列14天试用、订阅及按月事件额度，事件包括浏览、支付和自定义目标；年付也按月计量额度。",
       "limitation": "政策生效日不当成立年；被跟踪网站的支付/收入事件是客户数据，不是DataFast自身收入；创作者历史总业绩不转为该产品ARR。"
+    },
+    {
+      "id": "CLASS-ONESTOP-HOME",
+      "companyId": "YC30686",
+      "title": "OneStop当前本地活动产品",
+      "url": "https://onestop.so/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "由YC关联askonestop.com进入后跳转onestop.so；官网介绍发布附近活动计划、回复及选择聊天对象，并显示App Store即将开放及候补登记。",
+      "limitation": "页面示例不当真实活动、用户或付费客户；候补登记不证明产品已经普遍可用。"
+    },
+    {
+      "id": "CLASS-ONESTOP-MISSION",
+      "companyId": "YC30686",
+      "title": "OneStop创始人与产品关联",
+      "url": "https://onestop.so/mission",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "Mission页列Max和Peyton为联合创始人，介绍按附近地点与时间发布和参加活动；与YC创始人姓名及本地分类定位关联。",
+      "limitation": "页面Sept.2026是使命信月份，不当公司成立或产品公开上线日期；未提交候补或联系表单。"
+    },
+    {
+      "id": "CLASS-ONESTOP-TERMS",
+      "companyId": "YC30686",
+      "title": "OneStop AI用途、主体与免费条款",
+      "url": "https://onestop.so/terms-of-service",
+      "publishedAt": "2026-10-08",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "2026-10-08更新条款列运营者Preempt Technologies, Inc.；称使用OpenAI和Anthropic辅助计划搜索、信息流排序和发帖，当前免费且无订阅或内购，也不处理用户间支付。",
+      "limitation": "服务用途和供应商为公司自述，未独立测试；当前免费不说明公司全部或历史收入为零，政策日期非注册日期。"
+    },
+    {
+      "id": "CLASS-PHASES-HOME",
+      "companyId": "YC30707",
+      "title": "Phases官方目标客户说明",
+      "url": "https://phases.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "YC关联官网称面向前沿机器人实验室提供解决方案，公开页面提供预约演示入口。",
+      "limitation": "仅能确认机器人方向与目标用户；具体产品、技术架构、交付和收费未披露，不凭创始人履历或一句口号确定能力、客户与收入。"
+    },
+    {
+      "id": "CLASS-VELVET-HOME",
+      "companyId": "YC30995",
+      "title": "Velvet官方数据及模型合作说明",
+      "url": "https://velvetlab.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "YC关联官网介绍为AI实验室及消费者公司创建交互模型相关的数据集和模型；页脚列Velvet Media, Inc.，提供样本提交与合作入口。",
+      "limitation": "官网自述不等独立模型评测。公开页面抓取包含Your Earnings下Pending/Paid $0.00模板文字，未取得账户归属或业务时点，不能作为公司或账户真实收入、零收入观测；未提交任何表单。"
+    },
+    {
+      "id": "CLASS-VELVET-TERMS",
+      "companyId": "YC30995",
+      "title": "Velvet内容交付、许可及创作者报酬条款",
+      "url": "https://velvetlab.ai/terms.html",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "条款列Velvet Media, Inc.及velvet.video，描述创作者交付视频等内容任务、平台可出售或许可提交内容并支付报酬，支付服务包含Stripe与Wise。",
+      "limitation": "原文更新日期2/11/2026格式歧义，未转为精确发布日期；任务报酬和支付通道不等公司收入或ARR，内容许可与模型合作的合同边界仍待核。"
+    },
+    {
+      "id": "PH-AHA-PROFILE",
+      "companyId": null,
+      "title": "AhaCreator公开公司主页年份",
+      "url": "https://www.linkedin.com/company/ahacreator",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司自述公开主页",
+      "summary": "官网关联公司主页列Founded 2024，并关联ahacreator.com及网红营销业务；另有八位数ARR和增长自述。",
+      "limitation": "公司自填年份不是注册核验；ARR未核币种、合同及总额/净额口径，不转为2025—2026新公司收入观测。"
+    },
+    {
+      "id": "PH-AHA-HOME",
+      "companyId": null,
+      "title": "AhaCreator官网品牌与主体线索",
+      "url": "https://www.ahacreator.com/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "官网介绍发现、评估及管理创作者合作的AI营销平台；页脚列Ahalab.ai Inc.。",
+      "limitation": "创作者网络、活动数量、客户效果及预算不等平台收入；公司名称仅据页脚，注册资料未取得。"
+    },
+    {
+      "id": "PH-AHA-TERMS-ACCESS",
+      "companyId": null,
+      "title": "AhaCreator条款正文读取缺项",
+      "url": "https://www.ahacreator.com/terms-of-service",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官网访问记录",
+      "summary": "标题可识别为条款页面，但本次正文解析只返回导航和页脚，未取得具体合同内容。",
+      "limitation": "不记为已核收费、托管预算、保证退款或法律主体全部条款，后续仍需原始合同补证。"
+    },
+    {
+      "id": "PH-SUPERX-TERMS",
+      "companyId": null,
+      "title": "SuperX运营主体及产品范围",
+      "url": "https://superx.so/terms",
+      "publishedAt": "2026-09-17",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "2026-09-17更新条款列服务由TMAKER经营，注册号895032514；产品包括X内容、排程、分析、接口及部分AI功能。",
+      "limitation": "2026产品发布不证明新法律主体；公司收入与单个产品收入分开，不转移其他产品或创始人业绩。"
+    },
+    {
+      "id": "PH-SUPERX-REGISTRY",
+      "companyId": null,
+      "title": "TMAKER同号第三方登记资料",
+      "url": "https://www.pappers.fr/entreprise/tmaker-895032514",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "第三方企业登记汇编",
+      "summary": "Pappers资料的SIREN 895032514与SuperX条款一致，创建及登记字段均在2021年。",
+      "limitation": "第三方公开登记汇编，不是本次取得的政府原始摘录；创建日和登记日字段不同，只据一致年份判断旧主体，未核完整沿革或产品收入。"
+    },
+    {
+      "id": "PH-SUPERX-GOV-ACCESS",
+      "companyId": null,
+      "title": "TMAKER政府目录访问缺项",
+      "url": "https://annuaire-entreprises.data.gouv.fr/entreprise/tmaker-895032514",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公开来源访问记录",
+      "summary": "政府企业目录直达返回403，本次未取得原始登记正文。",
+      "limitation": "保留独立核验缺项；不绕过访问保护，也不将Pappers材料标为政府原始资料。"
+    },
+    {
+      "id": "PH-BREW-PROFILE",
+      "companyId": null,
+      "title": "Brew公开公司主页年份",
+      "url": "https://www.linkedin.com/company/brewdotnew",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司自述公开主页",
+      "summary": "公司公开主页列Founded 2024、关联brew.new及创始人Philip Sørensen与Thomas Park。",
+      "limitation": "公司自填年份非注册核验；关联员工档案不等团队总人数，客户案例效果不作公司收入。"
+    },
+    {
+      "id": "PH-BREW-LAUNCH",
+      "companyId": null,
+      "title": "Brew官方2025年产品介绍",
+      "url": "https://brew.marketing/blog/introducing-brew",
+      "publishedAt": "2025-10-07",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "2025-10-07产品文章介绍AI邮件平台，页面关联brew.new，列当时免费和付费方案。",
+      "limitation": "产品发布不当成立年；历史按联系人数套餐不平移当前按credits和发送量定价，也不由报价反推ARR。"
+    },
+    {
+      "id": "PH-BREW-TERMS",
+      "companyId": null,
+      "title": "Brew现行官方条款主体",
+      "url": "https://docs.brew.new/legal/terms-of-service",
+      "publishedAt": "2025-10-19",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "条款列Brew Emails, Inc.和brew.new，页面标更新2025-10-19。",
+      "limitation": "条款更新时间不当公司成立日；与其他同名阅读器、咨询或营销业务不合并，未取得实际合同或收入。"
+    },
+    {
+      "id": "PH-MUSA-APPLE",
+      "companyId": null,
+      "title": "Musa官方应用身份与运营者",
+      "url": "https://apps.apple.com/us/app/musa-period-pregnancy/id6504586102",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "官方应用商店资料",
+      "summary": "美区App Store列Musa周期及自我照护应用，开发者Musa Health, Inc.，并标免费及内购；应用ID 6504586102。",
+      "limitation": "上架、内购和评分不等真实付费或收入；健康效果为开发者宣称，未独立评估，不以相邻同名应用资料补成立年。"
+    },
+    {
+      "id": "PH-MUSA-LOOKUP",
+      "companyId": null,
+      "title": "Musa Apple公开元数据的历史日期",
+      "url": "https://itunes.apple.com/lookup?id=6504586102&country=us",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "官方应用商店元数据",
+      "summary": "Apple公开元数据trackId 6504586102、sellerName Musa Health Inc、sellerUrl musa.com；releaseDate为2024-07-02T07:00:00Z。",
+      "limitation": "releaseDate为该地区应用元数据中的发布时点，不是公司注册年；当前版本日期另列，不能把2025 PH发布当应用首次出现。"
+    },
+    {
+      "id": "PH-MUSA-HOME-ACCESS",
+      "companyId": null,
+      "title": "Musa当前官网读取范围",
+      "url": "https://www.musa.com/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官网访问记录",
+      "summary": "PH关联musa.app跳转musa.com，与Apple卖方网址相符；本次官网只返回需要JavaScript的外壳。",
+      "limitation": "未记为读到网站业务或条款全文；业务与历史由Apple资料补核，不推测未读页面。"
+    },
+    {
+      "id": "PH-SIDER-HISTORY",
+      "companyId": null,
+      "title": "Sider原版与后续版本发布历史",
+      "url": "https://www.producthunt.com/products/chatgpt-sidebar-chrome-extension?launch=sider-4&page=1",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "平台产品发布记录",
+      "summary": "平台列原版ChatGPT Sidebar于2023年发布，4.0同在2023年，5.0为2025年更新，均关联sider.ai。",
+      "limitation": "产品版本与法律主体成立日分开；不凭5.0榜单更新新增两年公司，平台用户和评分不作付费或收入。"
+    },
+    {
+      "id": "PH-SIDER-TERMS",
+      "companyId": null,
+      "title": "Sider当前运营主体",
+      "url": "https://sider.ai/policies/terms",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "当前官方条款列Sider由Vidline Inc.运营，覆盖网站、浏览器扩展及移动和桌面应用。",
+      "limitation": "条款没有在本次材料中补足精确注册年；产品发布历史不强填为法人成立年，不移入同名或其他业务业绩。"
+    },
+    {
+      "id": "PH-CHRONICLE-PROFILE",
+      "companyId": null,
+      "title": "Chronicle演示软件公司公开主页年份",
+      "url": "https://www.linkedin.com/company/chroniclehq",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司自述公开主页",
+      "summary": "公开公司主页列Founded 2021，关联chroniclehq.com及AI演示/叙事软件业务。",
+      "limitation": "公司自填年份非独立注册核验；不与Chronicle Labs等近名企业混并，既有历史博客超时记录仍保留为未读。"
+    },
+    {
+      "id": "PH-TRICKLE-PROFILE",
+      "companyId": null,
+      "title": "Trickle公开公司主页年份",
+      "url": "https://au.linkedin.com/company/trickleai",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司自述公开主页",
+      "summary": "公司公开主页列Founded 2018、trickle.so及AI建站/应用画布业务。",
+      "limitation": "公司自填年份未独立注册核验；不直接把2018或该团队规模与收入归给Happycapy，关联员工档案不是精确团队总数。"
+    },
+    {
+      "id": "PH-TRICKLE-HOME",
+      "companyId": null,
+      "title": "Trickle官方产品与Happycapy交叉链接",
+      "url": "https://trickle.so/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "官网介绍用自然语言构建应用与网站，并以官方链接介绍Happycapy；两种产品方向仍分别可见。",
+      "limitation": "产品家族/导流关系不独自证明新旧法律主体同一、并购或注册日期；官网版权年不当成立年，社区示例不作已付费采用。"
+    },
+    {
+      "id": "PH-HAPPYCAPY-TERMS",
+      "companyId": null,
+      "title": "Happycapy当前服务与订阅条款",
+      "url": "https://happycapy.ai/terms",
+      "publishedAt": "2026-03-18",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "2026-03-18条款说明消费应用、AI Agent图形界面、托管沙箱及月/年订阅，文本以Happycapy自称。",
+      "limitation": "本次仍未据条款确认法律运营者和注册日；条款生效日不等成立日，订阅条款不证明实际收入、独立安全性或采用规模。"
+    },
+    {
+      "id": "PH-HAPPYCAPY-HISTORY",
+      "companyId": null,
+      "title": "Trickle与Happycapy共用发布页的边界",
+      "url": "https://www.producthunt.com/products/happycapy",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "平台产品发布记录",
+      "summary": "平台共页包含较早Trickle产品和2025 Magic Canvas、2026 Happycapy发布，并称原Trickle团队开发。",
+      "limitation": "页首Launched in 2022不直接解释为Happycapy品牌或法人成立于2022；旧团队产品历史与新品牌精确主体继续分开。"
+    },
+    {
+      "id": "PH-TAPFLOW-HISTORY",
+      "companyId": null,
+      "title": "Tapflow原版与2.0的公开发布沿革",
+      "url": "https://www.producthunt.com/products/tapflow",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "平台产品发布记录",
+      "summary": "同一产品页与两个发布页列1.0于2024-05-16、2.0于2025-05-28发布，均链接tapflow.ai知识商品业务。",
+      "limitation": "旧产品沿革足以排除本次新公司候选，但不是法律注册年份；官网本次读取超时，运营者和收入未核。不能套用tapflowai.com招聘工具的成立年或业绩。"
+    },
+    {
+      "id": "PH-ATOMS-PROFILE",
+      "companyId": null,
+      "title": "MetaGPT公开公司主页的年份与MGX关联",
+      "url": "https://www.linkedin.com/company/metagpt/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司公开主页自述",
+      "summary": "公开主页列Founded 2025，并将mgx.dev列为商业平台，关联MetaGPT开源框架与后续Atoms品牌。",
+      "limitation": "自述年份不是注册证明；尚未消歧MetaGPT LLC、DeepWisdom与产品团队的主体关系及官网更早沿革。融资金额不是收入，关注数与页面关联人员数不是员工总人数。Atoms展示页和DeepWisdom关联页本次读取失败。"
+    },
+    {
+      "id": "GOLD-EF",
+      "companyId": "AI078",
+      "title": "EF投资组合Goldfish成立年与创始人",
+      "url": "https://www.joinef.com/companies/goldfish/?pagenum=2",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "投资机构公司名录",
+      "summary": "页面标注Founded 2026、Joel Edholm和Kaspian Jakobsson，并链接goldfish.sh。",
+      "limitation": "机构与投资对象有利益关系，年份非独立注册核验；创始人此前Strawberry收入和VR教育企业ARR不能转作Goldfish收入。无查询参数的入口本次重定向组合首页，保留实际可读URL。"
+    },
+    {
+      "id": "GOLD-CREATORS",
+      "companyId": "AI078",
+      "title": "Goldfish官方社区与创始人对应",
+      "url": "https://docs.goldfish.sh/community/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司产品文档",
+      "summary": "官方社区页列Joel Edholm与Kaspian Jakobsson，与EF页面姓名一致。",
+      "limitation": "两位创始人不等完整员工数；社区加入数与创始人关注者不作客户或收入。"
+    },
+    {
+      "id": "GOLD-DOCS",
+      "companyId": "AI078",
+      "title": "Goldfish官方架构与平台说明",
+      "url": "https://docs.goldfish.sh/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司产品文档",
+      "summary": "说明经操作系统辅助功能读取屏幕文字、设备本地存储记忆，运行于macOS与Windows，并提供写作与上下文功能。",
+      "limitation": "属于产品描述，非独立测试或安全审计；本地记忆不等所有模型推理在本地，不以文档可读判定技术领先。"
+    },
+    {
+      "id": "UTOPAI-HISTORY",
+      "companyId": null,
+      "title": "Utopai官方成立与品牌沿革",
+      "url": "https://www.utopaistudios.com/en/about",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "官网明确Founded 2022，历史段说明以Cybever起步，2025转为Utopai Studios，延续既有技术并拓展影视制作。",
+      "limitation": "公司自述非注册证明；2025更名、2026产品/模型发布与未来影视片单不等新公司、已确认收入或ARR，团队Members不是统一员工口径。"
+    },
+    {
+      "id": "UTOPAI-FAQ",
+      "companyId": null,
+      "title": "Utopai公司与PAI产品边界",
+      "url": "https://www.utopaistudios.com/en/faq",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方材料",
+      "summary": "FAQ区分Utopai Studios公司、PAI制作平台与其中的Utopai X视频模型，并说明自有/合拍影视业务。",
+      "limitation": "产品、模型、区域制作业务不各自新增公司；官方对比不当独立技术评测，影片计划或合作不当已确认公司收入。"
+    },
+    {
+      "id": "PH-FUNDRAISLY-PROFILE",
+      "companyId": null,
+      "title": "Fundraisly公开主页的Accumulator关系",
+      "url": "https://www.linkedin.com/company/fundraisly",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司公开主页自述",
+      "summary": "公开主页链接fundraisly.com，称属于Accumulator，结合投资者匹配、引荐路径与外联服务。页面没有成立年份字段。",
+      "limitation": "业务与关联集团关系不能替代Accumulator Fundraising LLC的注册年份；页面2—10人数范围及关联档案数不当精确团队人数，团队筹资和客户融资不当收入。"
+    },
+    {
+      "id": "TH-PROFILE",
+      "companyId": "AI079",
+      "title": "Thrive Holdings公司公开主页年份",
+      "url": "https://www.linkedin.com/company/thrive-holdings",
+      "publishedAt": null,
+      "accessedAt": "2026-10-30",
+      "kind": "公司公开主页自述",
+      "summary": "页面列Founded 2025，链接thriveholdings.com，描述收购并运营会计与IT服务企业。",
+      "limitation": "非独立注册核验；11—50范围、关联档案数不等集团员工数。所持企业原有收入与收购规模不能当有机AI增长或软件ARR。"
+    },
+    {
+      "id": "BRILA-ENTITY-HISTORY",
+      "companyId": null,
+      "title": "Generated Photos早期政策的同一运营主体",
+      "url": "https://intercom.help/generated-photos/en/articles/7241273-generated-photos-privacy-policy",
+      "publishedAt": "2024-02-14",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方历史政策",
+      "summary": "页面日期2024-02-14，列Generated Media, Inc.及Delaware注册号7627361，与Brila官方政策同名同号。",
+      "limitation": "早期材料可证明该运营主体并非2025—2026新公司；政策日期和其中2020生效日都不当精确注册年。旧产品收入、人数和品牌历史不直接转作Brila收入。"
+    },
+    {
+      "id": "BRILA-ENTITY-TERMS",
+      "companyId": null,
+      "title": "Generated Photos早期服务条款",
+      "url": "https://intercom.help/generated-photos/en/articles/7872726-generated-photos-terms-and-conditions",
+      "publishedAt": "2023-10-16",
+      "accessedAt": "2026-10-30",
+      "kind": "公司官方历史条款",
+      "summary": "官方条款页面日期2023-10-16，服务合同方列Generated Media, Inc.，业务为生成图像许可。",
+      "limitation": "单看同名条款不唯一识别主体，需与注册号7627361的隐私政策及Brila政策合看；不能把图像许可收入当新建站产品ARR。"
     }
   ],
   "reviews": [
@@ -46418,6 +46909,240 @@
       ],
       "handling": "不凭发布榜单或版本更新新增两年成立公司；保留产品历史与法律成立精度差异，不新增收入或技术排名观测。",
       "scope": "excluded-candidate"
+    },
+    {
+      "id": "YC30686-R-CLASS",
+      "type": "主营分类与证据精度",
+      "company": "OneStop",
+      "summary": "2026-10-30人工复核：按个人附近活动发现、发帖与聊天归C09，AI辅助搜索/排序/写作据官方条款；不按创始人履历归企业AI转型。",
+      "evidenceIds": [
+        "CLASS-ONESTOP-HOME",
+        "CLASS-ONESTOP-MISSION",
+        "CLASS-ONESTOP-TERMS"
+      ],
+      "handling": "AI具体用途由当前条款补证；公司及团队年份仍以YC自述为准。免费不等公司收入为零，活动卡片不当真实采用。 继续保留目录基础资料深度及未知收入；未将官网展示、默认金额、履历或供应商标识新增为收入/独立技术观测。",
+      "scope": "companies",
+      "companyIds": [
+        "YC30686"
+      ]
+    },
+    {
+      "id": "YC30707-R-CLASS",
+      "type": "主营分类与证据精度",
+      "company": "Phases",
+      "summary": "2026-10-30人工复核：官网明确frontier robotics labs，按机器人应用领域粗分C10；不据笼统物理世界AI强行认定基础模型、训练平台或硬件产品。",
+      "evidenceIds": [
+        "CLASS-PHASES-HOME"
+      ],
+      "handling": "官网可补机器人领域和目标用户，尚不足以确定产品细分、技术水平或采用；创始人既往机器人研究经历不作为公司能力证明。 继续保留目录基础资料深度及未知收入；未将官网展示、默认金额、履历或供应商标识新增为收入/独立技术观测。",
+      "scope": "companies",
+      "companyIds": [
+        "YC30707"
+      ]
+    },
+    {
+      "id": "YC30995-R-CLASS",
+      "type": "主营分类与证据精度",
+      "company": "Velvet",
+      "summary": "2026-10-30人工复核：按面向模型团队的数据集与训练合作归C02；对话表现是任务方向，不能仅据模型一词归为自研基础模型或消费者聊天应用。",
+      "evidenceIds": [
+        "CLASS-VELVET-HOME",
+        "CLASS-VELVET-TERMS"
+      ],
+      "handling": "官网补足训练数据方向；未将交互模型宣传等同自研基础模型发布。页面模板中的收益$0.00不作为公司收入，创作者任务报酬与公司收入分开。 继续保留目录基础资料深度及未知收入；未将官网展示、默认金额、履历或供应商标识新增为收入/独立技术观测。",
+      "scope": "companies",
+      "companyIds": [
+        "YC30995"
+      ]
+    },
+    {
+      "id": "PH26-13-R-OPERATOR",
+      "type": "运营主体、产品历史与收入归属",
+      "company": "SuperX（候选排除）",
+      "summary": "条款运营者TMAKER的注册号与第三方登记资料一致，资料列2021年旧主体；按既有运营者排除，不以2026 PH发布算新公司。政府目录403，原始登记及沿革仍待核，其他产品业绩不归SuperX。",
+      "evidenceIds": [
+        "PH-SUPERX-TERMS",
+        "PH-SUPERX-REGISTRY",
+        "PH-SUPERX-GOV-ACCESS"
+      ],
+      "handling": "保留原始资料与访问缺项，按来源层级理解年份精度；不新增公司或收入观测，不把报价、内购、客户结果及其他业务业绩当该产品ARR。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH26-15-R-OPERATOR",
+      "type": "运营主体、产品历史与收入归属",
+      "company": "Brew（候选排除）",
+      "summary": "公开公司主页列2024成立，按自述年份排除；官方2025产品介绍和Brew Emails, Inc.条款关联brew.new。PH直达本次仍超时，检索可见不当全文；不混其他同名Brew，历史报价不当当前报价或ARR。",
+      "evidenceIds": [
+        "PH-BREW-PROFILE",
+        "PH-BREW-LAUNCH",
+        "PH-BREW-TERMS"
+      ],
+      "handling": "保留原始资料与访问缺项，按来源层级理解年份精度；不新增公司或收入观测，不把报价、内购、客户结果及其他业务业绩当该产品ARR。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH25-14-R-OPERATOR",
+      "type": "运营主体、产品历史与收入归属",
+      "company": "Aha（候选排除）",
+      "summary": "官网关联公司主页列2024成立，按自述年份排除；页脚Ahalab.ai Inc.，注册未独立核验。八位数ARR、创作者预算和效果宣传不入两年新公司观测；条款正文仍未读。",
+      "evidenceIds": [
+        "PH-AHA-PROFILE",
+        "PH-AHA-HOME",
+        "PH-AHA-TERMS-ACCESS"
+      ],
+      "handling": "保留原始资料与访问缺项，按来源层级理解年份精度；不新增公司或收入观测，不把报价、内购、客户结果及其他业务业绩当该产品ARR。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH25-18-R-OPERATOR",
+      "type": "运营主体、产品历史与收入归属",
+      "company": "Musa（候选排除）",
+      "summary": "Apple同一应用ID及卖方网址证明该产品2024已有发布，按既有业务排除，精确法律成立日未核；PH的2025发布不当首次上架。官网仅JavaScript外壳，业务由官方商店补核；内购、评价与健康宣传不当收入或独立效果。",
+      "evidenceIds": [
+        "PH-MUSA-APPLE",
+        "PH-MUSA-LOOKUP",
+        "PH-MUSA-HOME-ACCESS"
+      ],
+      "handling": "保留原始资料与访问缺项，按来源层级理解年份精度；不新增公司或收入观测，不把报价、内购、客户结果及其他业务业绩当该产品ARR。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH25-05-R-LINEAGE",
+      "type": "版本、品牌与旧业务范围",
+      "company": "Sider 5.0（候选排除）",
+      "summary": "Sider原版2023已有发布，当前条款运营者Vidline Inc.；按既有业务排除，不因2025年5.0更新新增公司，精确法律成立日未核。",
+      "evidenceIds": [
+        "PH-SIDER-HISTORY",
+        "PH-SIDER-TERMS"
+      ],
+      "handling": "按明确来源精度记录，不凭更新或更名新增公司；产品历史与法人成立日期分开，既有访问缺项保留，不新增收入或独立技术观测。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH25-12-R-LINEAGE",
+      "type": "版本、品牌与旧业务范围",
+      "company": "Chronicle: Cursor for Slides（候选排除）",
+      "summary": "公司公开主页列2021成立并关联同一演示软件域名，按自述年份排除，注册未独立核验；与Chronicle Labs分开，既有2023博客仍未读，不伪称完成该原文核查。",
+      "evidenceIds": [
+        "PH-CHRONICLE-PROFILE"
+      ],
+      "handling": "按明确来源精度记录，不凭更新或更名新增公司；产品历史与法人成立日期分开，既有访问缺项保留，不新增收入或独立技术观测。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH25-19-R-LINEAGE",
+      "type": "版本、品牌与旧业务范围",
+      "company": "Trickle - Magic Canvas（候选排除）",
+      "summary": "Trickle公开公司主页列2018成立，官网仍提供AI应用画布并链接Happycapy；Magic Canvas为既有业务更新，按自述年份排除。Happycapy是否同一法律主体未核，不把Trickle年份、收入和团队自动转移。",
+      "evidenceIds": [
+        "PH-TRICKLE-PROFILE",
+        "PH-TRICKLE-HOME",
+        "PH-HAPPYCAPY-HISTORY"
+      ],
+      "handling": "按明确来源精度记录，不凭更新或更名新增公司；产品历史与法人成立日期分开，既有访问缺项保留，不新增收入或独立技术观测。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH-HAPPYCAPY-R-ENTITY",
+      "type": "产品关联与法律主体缺项",
+      "company": "Happycapy（待核候选）",
+      "summary": "官网交叉链接与平台团队描述能关联产品家族，条款未补足法律运营者和注册年份。",
+      "evidenceIds": [
+        "PH-TRICKLE-HOME",
+        "PH-TRICKLE-PROFILE",
+        "PH-HAPPYCAPY-HISTORY",
+        "PH-HAPPYCAPY-TERMS"
+      ],
+      "handling": "保持年份待核；不把共用发布页、旧公司自述年份、政策生效日或版权年当新品牌法人成立日，不转移旧业务业绩。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH-TAPFLOW-R-HISTORY",
+      "type": "版本发布与新公司边界",
+      "company": "Tapflow 2.0（既有业务候选）",
+      "summary": "平台同页关联的2024原版与2025版本更新属于既有产品沿革。",
+      "evidenceIds": [
+        "PH25-E-17",
+        "PH-TAPFLOW-HISTORY"
+      ],
+      "handling": "转为范围外既有业务；不新增公司、团队或收入观测，不把2024产品发布日写成精确法人成立日；同名招聘平台另行识别。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "PH-ATOMS-R-ENTITY",
+      "type": "成立年自述与产品沿革边界",
+      "company": "MGX / Atoms（待核候选）",
+      "summary": "公开公司主页的2025自述提供新线索，但不能直接消除更早技术与业务沿革、服务主体之间的歧义。",
+      "evidenceIds": [
+        "PH-ATOMS-PROFILE",
+        "PH-ATOMS-ABOUT",
+        "PH-ATOMS-TIMELINE",
+        "PH-ATOMS-ENTITY"
+      ],
+      "handling": "保留年份待核，需补同一法律主体或独立新公司的成立依据；不转移旧产品收入、开源使用量、团队规模或融资为ARR。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "GOLD-R-COHORT",
+      "type": "成立依据与财务边界",
+      "company": "Goldfish",
+      "companyIds": [
+        "AI078"
+      ],
+      "summary": "EF名录2026年份、官方创始人与产品域名一致，纳入公司表；公开材料没有Goldfish收入数值。",
+      "evidenceIds": [
+        "GOLD-EF",
+        "GOLD-CREATORS",
+        "GOLD-HOME",
+        "GOLD-PRIVACY"
+      ],
+      "handling": "收入、完整团队规模与精确注册日留缺；不将创始人历史业绩、点击数或免费测试推算为当前ARR、客户数或零收入。",
+      "scope": "companies"
+    },
+    {
+      "id": "UTOPAI-R-HISTORY",
+      "type": "更名与成立年边界",
+      "company": "Utopai Studios（既有公司候选）",
+      "summary": "官网自述2022创立Cybever、2025更名并拓展影视制作，非2025—2026新公司。",
+      "evidenceIds": [
+        "JQ-UTOPAI",
+        "UTOPAI-HISTORY",
+        "UTOPAI-FAQ"
+      ],
+      "handling": "按既有业务排除；保留中文报道未读全文的访问缺项。品牌、模型、制作平台与区域业务不重复计数，估值、片单及排名不导入收入观测。",
+      "scope": "excluded-candidate"
+    },
+    {
+      "id": "TH-R-CONSOLIDATION",
+      "type": "控股平台成立与并表收入边界",
+      "company": "Thrive Holdings",
+      "companyIds": [
+        "AI079"
+      ],
+      "summary": "2025自述成立年与官方发布材料关联，纳入专业服务改造模式；没有可核同口径集团ARR。",
+      "evidenceIds": [
+        "TH-PROFILE",
+        "TH-LAUNCH",
+        "TH-ABOUT",
+        "TH-ADT"
+      ],
+      "handling": "精确注册、完整团队、付费合同及并表拆分留缺；收购资金、集团持有公司数、目标公司历史收入、预期交易交割不转为当前有机AI收入或软件ARR。",
+      "scope": "companies"
+    },
+    {
+      "id": "BRILA-R-OLD-ENTITY",
+      "type": "旧运营主体的新产品边界",
+      "company": "Brila（既有主体产品候选）",
+      "summary": "Brila与Generated Photos官方政策列同一Generated Media, Inc.注册号7627361，早期材料先于2025。",
+      "evidenceIds": [
+        "PH-BRILA-ENTITY",
+        "PH-BRILA-TERMS",
+        "BRILA-ENTITY-HISTORY",
+        "BRILA-ENTITY-TERMS"
+      ],
+      "handling": "归范围外既有主体；保留精确注册日未知，不因产品发布新增公司，不将图像业务收入或团队规模转作Brila建站业务。",
+      "scope": "excluded-candidate"
     }
   ],
   "coverage": {
@@ -46450,11 +47175,12 @@
           "kind": "product",
           "profileStatus": "readable",
           "status": "pending-year",
-          "note": "运营主体Accumulator Fundraising LLC；成立年待核。固定/经常性或按通话的服务收费需拆分；Gett历史ARR、创始人及客户筹资不作Fundraisly收入。",
+          "note": "运营主体Accumulator Fundraising LLC；成立年待核。固定/经常性或按通话的服务收费需拆分；Gett历史ARR、创始人及客户筹资不作Fundraisly收入。 公司公开主页称属于Accumulator，但无成立年份字段，保持待核。",
           "evidenceIds": [
             "PH-FUNDRAISLY-ABOUT",
             "PH-FUNDRAISLY-ENTITY",
-            "PH-FUNDRAISLY-PLAN"
+            "PH-FUNDRAISLY-PLAN",
+            "PH-FUNDRAISLY-PROFILE"
           ]
         },
         {
@@ -46478,11 +47204,13 @@
           "categoryId": "C04",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "官网及条款列Generated Media, Inc.运营；注册号不代表日期，母公司成立年待核。网站生成与托管订阅为产品业务，不因2026发布新增独立公司。",
+          "status": "outside-cohort",
+          "note": "官方运营者Generated Media, Inc.注册号7627361与Generated Photos的2024政策一致，且有2023旧业务条款；作为既有主体产品排除。政策日期不作精确注册年，旧图像业务业绩不转移给Brila。",
           "evidenceIds": [
             "PH-BRILA-ENTITY",
-            "PH-BRILA-TERMS"
+            "PH-BRILA-TERMS",
+            "BRILA-ENTITY-HISTORY",
+            "BRILA-ENTITY-TERMS"
           ]
         },
         {
@@ -46493,11 +47221,15 @@
           "kind": "product",
           "profileStatus": "readable",
           "status": "pending-year",
-          "note": "Trickle历史发布与Happycapy当前产品页相关联；官网功能及政策可读，但法人成立与股权沿革未核。政策生效日不作成立日，仍保留候选，不重复新增公司。",
+          "note": "Trickle官网直接链接Happycapy，平台称原团队开发，确认产品关联；但Happycapy条款仍未补足法律运营者/成立年，继续待核，不自动承接Trickle的2018自述年份或其他历史业绩。",
           "evidenceIds": [
             "PH25-E-19",
             "PH-HAPPYCAPY-ABOUT",
-            "PH-HAPPYCAPY-PRIVACY"
+            "PH-HAPPYCAPY-PRIVACY",
+            "PH-TRICKLE-HOME",
+            "PH-TRICKLE-PROFILE",
+            "PH-HAPPYCAPY-HISTORY",
+            "PH-HAPPYCAPY-TERMS"
           ]
         },
         {
@@ -46536,14 +47268,18 @@
           "categoryId": "C09",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "运营者Goldfish AI Inc.，成立年未核；政策生效日不当成立日。测试期间免费不说明收入为零，点击计数不等于客户数或MRR。",
+          "status": "linked",
+          "note": "据EF投资组合页Founded 2026及官方创始人/域名关联纳入AI078；精确注册日、完整团队和收入留缺。免费测试不作零收入，创始人旧公司业绩不转移。",
           "evidenceIds": [
             "GOLD-HOME",
             "GOLD-TERMS",
             "GOLD-PRIVACY",
-            "PH-GOLD"
-          ]
+            "PH-GOLD",
+            "GOLD-EF",
+            "GOLD-CREATORS",
+            "GOLD-DOCS"
+          ],
+          "companyId": "AI078"
         },
         {
           "id": "PH26-08",
@@ -46627,8 +47363,13 @@
           "categoryId": "C06",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "候选分类按发布定位初分；公司成立年、主体及收入待核，不能因2026榜单就加入成立年样本。"
+          "status": "outside-cohort",
+          "note": "条款运营者TMAKER的注册号与第三方登记资料一致，资料列2021年旧主体；按既有运营者排除，不以2026 PH发布算新公司。政府目录403，原始登记及沿革仍待核，其他产品业绩不归SuperX。",
+          "evidenceIds": [
+            "PH-SUPERX-TERMS",
+            "PH-SUPERX-REGISTRY",
+            "PH-SUPERX-GOV-ACCESS"
+          ]
         },
         {
           "id": "PH26-14",
@@ -46652,8 +47393,13 @@
           "categoryId": "C06",
           "kind": "product",
           "profileStatus": "unavailable",
-          "status": "pending-year",
-          "note": "产品页读取超时，保留榜单发现；主体、成立年和收入待核。"
+          "status": "outside-cohort",
+          "note": "公开公司主页列2024成立，按自述年份排除；官方2025产品介绍和Brew Emails, Inc.条款关联brew.new。PH直达本次仍超时，检索可见不当全文；不混其他同名Brew，历史报价不当当前报价或ARR。",
+          "evidenceIds": [
+            "PH-BREW-PROFILE",
+            "PH-BREW-LAUNCH",
+            "PH-BREW-TERMS"
+          ]
         },
         {
           "id": "PH26-16",
@@ -46788,10 +47534,12 @@
           "categoryId": "C09",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "AI研究与浏览器工具；版本更新不等于公司创立，成立年待核。",
+          "status": "outside-cohort",
+          "note": "Sider原版2023已有发布，当前条款运营者Vidline Inc.；按既有业务排除，不因2025年5.0更新新增公司，精确法律成立日未核。",
           "evidenceIds": [
-            "PH25-E-05"
+            "PH25-E-05",
+            "PH-SIDER-HISTORY",
+            "PH-SIDER-TERMS"
           ]
         },
         {
@@ -46843,11 +47591,12 @@
           "kind": "product",
           "profileStatus": "readable",
           "status": "pending-year",
-          "note": "MetaGPT研究→MGX→Atoms为产品沿革；官网产品化年份有2024与2024—2025口径，技术服务方列MetaGPT LLC。公司成立年和跨主体关系待核，不因更名新增公司。",
+          "note": "公司公开主页自述Founded 2025并链接mgx.dev；官网沿革列2022—2023 MetaGPT、2024—2025 MGX、后续Atoms，条款技术服务方MetaGPT LLC。主页年份与技术/业务沿革的实体边界未消歧，暂不新增2025公司，不把更名或旧框架业绩直接归新主体。",
           "evidenceIds": [
             "PH-ATOMS-ABOUT",
             "PH-ATOMS-TIMELINE",
-            "PH-ATOMS-ENTITY"
+            "PH-ATOMS-ENTITY",
+            "PH-ATOMS-PROFILE"
           ]
         },
         {
@@ -46885,11 +47634,12 @@
           "categoryId": "C08",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "演示文稿产品，与Chronicle Labs不同；历史公告正文两次超时，不能据搜索摘要确定成立年，继续待核。",
+          "status": "outside-cohort",
+          "note": "公司公开主页列2021成立并关联同一演示软件域名，按自述年份排除，注册未独立核验；与Chronicle Labs分开，既有2023博客仍未读，不伪称完成该原文核查。",
           "evidenceIds": [
             "PH25-E-12",
-            "PH-CHRONICLE-ACCESS"
+            "PH-CHRONICLE-ACCESS",
+            "PH-CHRONICLE-PROFILE"
           ]
         },
         {
@@ -46913,10 +47663,13 @@
           "categoryId": "C06",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "网红营销Agent；当前品牌AhaCreator，主体、成立年待核。",
+          "status": "outside-cohort",
+          "note": "官网关联公司主页列2024成立，按自述年份排除；页脚Ahalab.ai Inc.，注册未独立核验。八位数ARR、创作者预算和效果宣传不入两年新公司观测；条款正文仍未读。",
           "evidenceIds": [
-            "PH25-E-14"
+            "PH25-E-14",
+            "PH-AHA-PROFILE",
+            "PH-AHA-HOME",
+            "PH-AHA-TERMS-ACCESS"
           ]
         },
         {
@@ -46954,10 +47707,11 @@
           "categoryId": "C05",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "将知识与文档打包出售；公司成立年、AI主营与收入归属待核。",
+          "status": "outside-cohort",
+          "note": "同一知识商品工具已有2024-05-16的1.0发布记录，2025-05-28为2.0更新；作为既有业务排除，不凭版本发布新增2025公司。精确法人成立年、运营主体、AI主营与收入归属待核；不与同名招聘平台混用。",
           "evidenceIds": [
-            "PH25-E-17"
+            "PH25-E-17",
+            "PH-TAPFLOW-HISTORY"
           ]
         },
         {
@@ -46967,10 +47721,13 @@
           "categoryId": "C09",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "个人健康与自我照护产品；公司成立年及AI是否主营待核。",
+          "status": "outside-cohort",
+          "note": "Apple同一应用ID及卖方网址证明该产品2024已有发布，按既有业务排除，精确法律成立日未核；PH的2025发布不当首次上架。官网仅JavaScript外壳，业务由官方商店补核；内购、评价与健康宣传不当收入或独立效果。",
           "evidenceIds": [
-            "PH25-E-18"
+            "PH25-E-18",
+            "PH-MUSA-APPLE",
+            "PH-MUSA-LOOKUP",
+            "PH-MUSA-HOME-ACCESS"
           ]
         },
         {
@@ -46980,12 +47737,15 @@
           "categoryId": "C04",
           "kind": "product",
           "profileStatus": "readable",
-          "status": "pending-year",
-          "note": "Trickle历史发布与Happycapy当前产品页相关联；官网功能及政策可读，但法人成立与股权沿革未核。政策生效日不作成立日，仍保留候选，不重复新增公司。",
+          "status": "outside-cohort",
+          "note": "Trickle公开公司主页列2018成立，官网仍提供AI应用画布并链接Happycapy；Magic Canvas为既有业务更新，按自述年份排除。Happycapy是否同一法律主体未核，不把Trickle年份、收入和团队自动转移。",
           "evidenceIds": [
             "PH25-E-19",
             "PH-HAPPYCAPY-ABOUT",
-            "PH-HAPPYCAPY-PRIVACY"
+            "PH-HAPPYCAPY-PRIVACY",
+            "PH-TRICKLE-PROFILE",
+            "PH-TRICKLE-HOME",
+            "PH-HAPPYCAPY-HISTORY"
           ]
         }
       ]
@@ -47052,11 +47812,13 @@
           "categoryId": "C08",
           "kind": "company",
           "profileStatus": "unavailable",
-          "status": "pending-year",
+          "status": "outside-cohort",
           "evidenceIds": [
-            "JQ-UTOPAI"
+            "JQ-UTOPAI",
+            "UTOPAI-HISTORY",
+            "UTOPAI-FAQ"
           ],
-          "note": "搜索摘录有公司与成立线索，但直达仅登录外壳，原始成立、主体和业务材料未补齐，不把估值、片单或模型排名作为公司收入或独立技术验证。"
+          "note": "官网自述2022以Cybever成立、2025更名Utopai并转向影视制作；2026品牌/模型报道不作新公司成立年。作为既有业务排除；中文报道仍未读全文，融资估值、模型排名及未来片单不作收入。"
         }
       ]
     },
@@ -47111,15 +47873,17 @@
           "categoryId": "C07",
           "kind": "company",
           "profileStatus": "readable",
-          "status": "pending-year",
+          "status": "linked",
           "evidenceIds": [
             "TC-THRIVE",
             "TH-ABOUT",
             "TH-OPENAI",
             "TH-ADT",
-            "TH-LAUNCH"
+            "TH-LAUNCH",
+            "TH-PROFILE"
           ],
-          "note": "官方2025-04-29公告证明平台公开发布，不能单独填精确成立年，继续待核。按专业服务收购运营初分C07，控股模式单列；ADT预计2027一季度交割，不记已完成，不将目标历史收入当有机AI收入。"
+          "note": "公司公开主页Founded 2025，结合官方发布及业务关联纳入AI079。按专业服务控股改造模式单列；收购/并表不等有机AI ARR，ADT拟收购尚未交割，精确注册与收入留缺。",
+          "companyId": "AI079"
         }
       ]
     }
diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json
index 684d45a..0023b3c 100644
--- a/content/research/ai-companies.sources.json
+++ b/content/research/ai-companies.sources.json
@@ -1,5 +1,5 @@
 {
-  "version": "2026-10-30-11",
+  "version": "2026-10-30-18",
   "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": "继续复核规则初分和缺项；候选明细见逐条台账。",
+      "nextCheck": "当前快照三条原待分类经官网方向补证归类；继续复核规则初分、具体产品与财务缺项，不把领域粗分类当独立能力或收入验证。",
       "limitation": "批次不等于成立年；不代表全部公司"
     },
     {
@@ -28,8 +28,8 @@
         "techcrunch.com"
       ],
       "initialAccess": "AI栏目可读取",
-      "boundary": "栏目首页选择的3条公司线索已追溯原始资料：Wabi据公开名录2025年份关联公司；DreamHQ与Thrive Holdings成立年待核，后者2025发布公告另存。不是首页全部条目或两年档案；公开分类接口与RSS普通HTTP请求返回403。",
-      "nextCheck": "补可公开取得的2025、2026档案及剩余分页；核DreamHQ、Thrive Holdings成立依据及Wabi精确注册、团队和付费口径。",
+      "boundary": "栏目首页选择的3条公司线索已追溯原始资料：Wabi据公开名录2025年份、Thrive Holdings据公司主页2025自述关联公司，DreamHQ成立年仍待核。Thrive控股改造与收购/有机收入边界单列；非首页全部条目或两年档案，公开分类接口与RSS普通HTTP请求返回403。",
+      "nextCheck": "补可公开取得的2025、2026档案及剩余分页；核DreamHQ成立依据与Wabi、Thrive Holdings精确注册、团队及收入边界。",
       "limitation": "需追溯原始披露，部分文章受访问限制",
       "accessRecheckedAt": "2026-10-30"
     },
@@ -60,8 +60,8 @@
         "producthunt.com"
       ],
       "initialAccess": "官网可读取",
-      "boundary": "两年公开响应各19条，共38条。当前4条关联公司、2条范围外对照、16条范围外/既有业务、14条年份待核、2条推广。补Screen Studio、Tool Finder、Basalt、DataFast历史证据；非两年全量。",
-      "nextCheck": "继续补两年其余分页/日期、仅图片位置及14条年份待核候选；保留Pazi日期冲突，核清品牌与主体，避免转移历史业绩。",
+      "boundary": "两年公开响应各19条，共38条。当前5条关联公司、2条范围外对照、25条范围外/既有业务、4条年份待核、2条推广。旧版本、品牌与法律主体分开，Tapflow据2024原版记录排除，Happycapy仍待核；非两年全量。",
+      "nextCheck": "继续补两年其余分页/日期、仅图片位置及4条年份待核候选；保留Pazi日期冲突，核清品牌与主体，避免转移历史业绩。",
       "limitation": "上线时间不等于成立时间",
       "accessRecheckedAt": "2026-10-30"
     },
@@ -204,8 +204,8 @@
         "pro.jiqizhixin.com"
       ],
       "initialAccess": "首页可读取",
-      "boundary": "已登记4篇定向检索线索；三篇直达仅登录外壳，一篇读取失败。2项经公开原始资料补证关联公司，1项范围外，1项仍待核；未阅读全文或穷尽两年档案。",
-      "nextCheck": "补公开可读文章、2025档案及Utopai原始成立材料；受限正文留缺，不以搜索摘录代全文。",
+      "boundary": "已登记4篇定向检索线索；三篇直达仅登录外壳，一篇读取失败。2项经公开原始资料关联公司，SSI与Utopai经原始历史材料判为范围外，0项成立年待核；未阅读全文或穷尽两年档案。",
+      "nextCheck": "补公开可读文章及2025—2026档案；受限正文留缺，不以搜索摘录代全文，更名与产品发布不新增公司。",
       "limitation": "全文访问受限；仅作发现时明确标识，技术和财务另追原始资料",
       "accessRecheckedAt": "2026-10-30"
     },
diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json
index 1190cc6..522c22e 100644
--- a/content/research/ai-income-analysis.json
+++ b/content/research/ai-income-analysis.json
@@ -1,5 +1,5 @@
 {
-  "sourceVersion": "2026-10-30-ph-history-1",
+  "sourceVersion": "2026-10-30-thrive-brila-1",
   "asOf": "2026-10-30",
   "metric": "platform-mrr-usd",
   "sampleUnit": "product-or-business",