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Classify financial workflow AI and preserve payment-volume and current-product gaps

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Codex Bot
2026-11-01 03:18:23 +08:00
parent 701ef632ff
commit 55b8fea7a8
5 changed files with 533 additions and 45 deletions
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apps/docs/scripts/auth-cli.ts
+2 -2
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@@ -182,9 +182,9 @@ async function main() {
assert.equal(researchResponse.status, 200, "authenticated research API");
assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store"));
const research = await researchResponse.json();
assert.equal(research.companies.length, 1293);
assert.equal(research.companies.length, 1296);
assert.equal(research.categories.length, 11);
assert.equal(research.evidence.length, 5270);
assert.equal(research.evidence.length, 5290);
assert.equal(research.observations.length, 493);
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 });
apps/docs/tests/research.test.ts
+26 -11
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@@ -123,11 +123,11 @@ 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, 1293);
assert.equal(initial.evidence.length, 5270);
assert.equal(initial.companies.length, 1296);
assert.equal(initial.evidence.length, 5290);
assert.equal(initial.observations.length, 493);
const businessReviews = initial.reviews.filter((review) => review.type === businessModelReviewType);
assert.equal(businessReviews.length, 18);
assert.equal(businessReviews.length, 19);
assert.deepEqual(businessReviews, seed.reviews.filter((review) => review.type === businessModelReviewType)
.sort((a, b) => a.id.localeCompare(b.id)),
"business model assessments and company/evidence links persist in the shared database");
@@ -169,9 +169,9 @@ 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, 282);
assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 155);
assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 60);
assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 285);
assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 156);
assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 62);
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")!), []);
@@ -190,11 +190,11 @@ 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), 1293);
assert.equal(summary.reduce((n, c) => n + c.count, 0), 1296);
assert.equal(summary.reduce((n, c) => n + c.self, 0), 63);
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), 1209);
assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1212);
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"));
@@ -229,7 +229,7 @@ test("service run rates, legacy freight revenue and paid adoption do not become
test("technical reviews keep accessible materials separate from tested capabilities", () => {
const snapshot = structuredClone(seed) as ResearchSnapshot;
assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 284);
assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 287);
assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 29);
assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1);
assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown");
@@ -645,10 +645,10 @@ test("public Speedrun cohort rosters preserve the finite boundary without invent
const newlyRegistered = rosters.filter((batch) => !batch.id.startsWith("SR007-")).flatMap((batch) => batch.records);
assert.equal(newlyRegistered.length, 242);
assert.equal(newlyRegistered.filter((row) => row.status === "pending-year").length, 5);
assert.equal(newlyRegistered.filter((row) => row.status === "linked").length, 49);
assert.equal(newlyRegistered.filter((row) => row.status === "linked").length, 52);
assert.equal(newlyRegistered.filter((row) => row.status === "existing-outside-cohort").length, 1);
assert.equal(newlyRegistered.filter((row) => row.status === "outside-cohort").length, 144);
assert.equal(newlyRegistered.filter((row) => row.status === "pending-ai").length, 43,
assert.equal(newlyRegistered.filter((row) => row.status === "pending-ai").length, 40,
"a known self-reported founding year does not by itself establish the current AI business");
assert.equal(newlyRegistered.filter((row) => row.profileStatus === "readable").length, 232);
assert.ok(newlyRegistered.filter((row) => row.status === "outside-cohort").every((row) =>
@@ -825,6 +825,21 @@ test("enterprise contracts and launch-year conflicts retain their exclusions", (
}
});
test("financial candidates need current AI evidence before they acquire company and income links", () => {
const snapshot = seed as ResearchSnapshot;
const candidates = snapshot.candidateBatches!.flatMap((batch) => batch.records);
for (const id of ["SR006R-C06", "SR006R-C16", "SR005R-C35", "SR006R-C08"]) {
const candidate = candidates.find((row) => row.id === id)!;
assert.equal(candidate.status, "pending-ai");
assert.equal(candidate.companyId, undefined);
assert.ok(candidate.evidenceIds!.some((proof) => proof.startsWith("SRFIN1-")));
}
const financial = snapshot.reviews.find((row) => row.id === "MODEL1-FINANCIAL-OPERATIONS")!;
assert.deepEqual(reviewCompanyIds(snapshot, financial), ["AI202", "AI203", "AI204"]);
assert.ok(!snapshot.observations.some((row) => row.evidence.startsWith("SRFIN1-")),
"bank size, FX processing, artist revenue, demo portfolios and benchmark scores are not vendor income");
});
test("annual launch archives exclude older companies only with evidence and reuse existing records", () => {
const snapshot = structuredClone(seed) as ResearchSnapshot;
const batch = snapshot.candidateBatches!.find((b) => b.id === "PH-2025-visible-1")!;
content/research/ai-companies.seed.json
+499 -26
View File
@@ -1,5 +1,5 @@
{
"version": "2026-11-01-sr-enterprise-1",
"version": "2026-11-01-sr-finance-1",
"asOf": "2026-11-01",
"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": [
@@ -41413,6 +41413,128 @@
"SRENTER1-VERRA-SR"
]
}
},
{
"id": "AI202",
"name": "Bilrost",
"url": "https://bilrost.ai/",
"channel": "S14",
"cat": "C07",
"year": 2025,
"team": 5,
"location": "Oakland, California, United States of America（投资方资料）",
"business": "商业贷资料收集、字段校核与承销模型/LOS输入的AI工作流。",
"buyer": "商业放贷/贷后机构及其承销团队",
"delivery": "机构客户合同，Excel按点击读写；Marcy/James现行，Tyler资产监测coming soon",
"price": "机构已签协议优先，无公开具体金额/计费单位",
"businessModel": "信贷工作流软件＋机构接入；文档/OCR、字段核查、系统集成和专业人审成本待核",
"entityBasis": "Bilrost, Inc.2026-09-30条款自述，独立注册与Cloud Service Agreement/付款未取得",
"stage": "机构客户合同，Excel按点击读写；Marcy/James现行，Tyler资产监测coming soon",
"cohort": "投资方自报2025成立，独立注册/品牌起点待核",
"teamBasis": "公开档案人数，2026-11-01读取，人数统计截至日未知",
"sourceType": "公开投资方档案及公司官网/条款/政策",
"notes": "客户贷款资产、回收额、演示交易、测试/模型分数和历史任职不作自身收入；实际合同、净费/付款和留存未核。",
"evidenceIds": [
"SRPRO1-P-SR006R-C09",
"SRFIN1-BILROST-HOME",
"SRFIN1-BILROST-TERMS",
"SRFIN1-BILROST-PRIVACY"
],
"revenueStatus": "unknown",
"classificationBasis": "按金融机构实际运营任务归行业应用C07；专用模型/通信API不自动当新基础模型、通用Agent设施或自有贷款/交易资产。",
"technicalReview": {
"level": "description",
"reviewedAt": "2026-11-01",
"summary": "核公开交付、人审、部署/合同和测试声明边界；未安装/运行、处理贷款/交易/个人资料或独立评测，安全/性能自报分列。",
"evidenceIds": [
"SRPRO1-P-SR006R-C09",
"SRFIN1-BILROST-HOME",
"SRFIN1-BILROST-TERMS",
"SRFIN1-BILROST-PRIVACY"
]
}
},
{
"id": "AI203",
"name": "PayPath",
"url": "https://paypath.ai",
"channel": "S14",
"cat": "C07",
"year": 2025,
"team": 6,
"location": "NYC, New York, United States of America（投资方资料）",
"business": "信贷发放、贷后与催收的语音/短信/邮件AI和支付工作流。",
"buyer": "银行、贷款服务商、催收/金融科技运营团队",
"delivery": "集成LMS/LOS与通信/支付，复杂情况转人工，公开demo",
"price": "条款按所选subscription收费，无具体实价/单位；不猜回收额抽佣",
"businessModel": "金融运营工作流软件，通话/模型、支付连接、合规规则和人工异常处理成本未知",
"entityBasis": "PayPath LLC公开条款自述，CRM旧描述及管辖占位，具体机构协议/注册未核",
"stage": "集成LMS/LOS与通信/支付，复杂情况转人工，公开demo",
"cohort": "投资方自报2025成立，独立注册/品牌起点待核",
"teamBasis": "公开档案人数，2026-11-01读取，人数统计截至日未知",
"sourceType": "公开投资方档案及公司官网/条款/政策",
"notes": "客户贷款资产、回收额、演示交易、测试/模型分数和历史任职不作自身收入；实际合同、净费/付款和留存未核。",
"evidenceIds": [
"SRPRO1-P-SR006R-C34",
"SRFIN1-PAYPATH-HOME",
"SRFIN1-PAYPATH-TERMS",
"SRFIN1-PAYPATH-PRIVACY"
],
"revenueStatus": "unknown",
"classificationBasis": "按金融机构实际运营任务归行业应用C07；专用模型/通信API不自动当新基础模型、通用Agent设施或自有贷款/交易资产。",
"technicalReview": {
"level": "description",
"reviewedAt": "2026-11-01",
"summary": "核公开交付、人审、部署/合同和测试声明边界；未安装/运行、处理贷款/交易/个人资料或独立评测，安全/性能自报分列。",
"evidenceIds": [
"SRPRO1-P-SR006R-C34",
"SRFIN1-PAYPATH-HOME",
"SRFIN1-PAYPATH-TERMS",
"SRFIN1-PAYPATH-PRIVACY"
]
}
},
{
"id": "AI204",
"name": "Sellara",
"url": "https://www.sellara.io",
"channel": "S14",
"cat": "C07",
"year": 2025,
"team": 4,
"location": "NYC, New York, United States of America（投资方资料）",
"business": "金融机构中后台对账、结算、数据移转等专用模型及AI工作流。",
"buyer": "银行、经纪交易商、资管/对冲基金和市场基础设施团队",
"delivery": "工程师驻场，机构内/云模型部署和原系统集成，客户设审批与停止开关",
"price": "未见统一金额，模型/实施/持续服务分配需企业合同",
"businessModel": "专用模型＋工程实施/运营，调优验证、驻场/集成、变更治理和持续支持成本待核",
"entityBasis": "Sellara Inc网站条款/政策自述，独立注册和客户实施/数据协议未核",
"stage": "工程师驻场，机构内/云模型部署和原系统集成，客户设审批与停止开关",
"cohort": "投资方自报2025成立，独立注册/品牌起点待核",
"teamBasis": "公开档案人数，2026-11-01读取，人数统计截至日未知",
"sourceType": "公开投资方档案及公司官网/条款/政策",
"notes": "客户贷款资产、回收额、演示交易、测试/模型分数和历史任职不作自身收入；实际合同、净费/付款和留存未核。",
"evidenceIds": [
"SRPRO1-P-SR006R-C43",
"SRFIN1-SELLARA-HOME",
"SRFIN1-SELLARA-TERMS",
"SRFIN1-SELLARA-PRIVACY",
"SRFIN1-SELLARA-BENCH"
],
"revenueStatus": "unknown",
"classificationBasis": "按金融机构实际运营任务归行业应用C07；专用模型/通信API不自动当新基础模型、通用Agent设施或自有贷款/交易资产。",
"technicalReview": {
"level": "description",
"reviewedAt": "2026-11-01",
"summary": "核公开交付、人审、部署/合同和测试声明边界；未安装/运行、处理贷款/交易/个人资料或独立评测，安全/性能自报分列。",
"evidenceIds": [
"SRPRO1-P-SR006R-C43",
"SRFIN1-SELLARA-HOME",
"SRFIN1-SELLARA-TERMS",
"SRFIN1-SELLARA-PRIVACY",
"SRFIN1-SELLARA-BENCH"
]
}
}
],
"observations": [
@@ -105152,7 +105274,7 @@
},
{
"id": "SRPRO1-P-SR006R-C09",
"companyId": null,
"companyId": "AI202",
"title": "Bilrost公开独立档案：成立/团队字段",
"url": "https://speedrun.a16z.com/companies/bilrost",
"publishedAt": null,
@@ -105361,7 +105483,7 @@
},
{
"id": "SRPRO1-P-SR006R-C34",
"companyId": null,
"companyId": "AI203",
"title": "PayPath公开独立档案：成立/团队字段",
"url": "https://speedrun.a16z.com/companies/paypath",
"publishedAt": null,
@@ -105449,7 +105571,7 @@
},
{
"id": "SRPRO1-P-SR006R-C43",
"companyId": null,
"companyId": "AI204",
"title": "Sellara公开独立档案：成立/团队字段",
"url": "https://speedrun.a16z.com/companies/sellara",
"publishedAt": null,
@@ -107107,6 +107229,226 @@
"kind": "公开投资方档案合同/增长口径核对",
"summary": "档案2025、2人；Meridian为咨询知识系统，四个月约原$700K contracted，since January每月3x自报。",
"limitation": "未注明Jan年份、增长指标定义、合同周期/净额、履约/付款或ISO币种和财务日；签约和客户竞品评测胜出不等实现ARR/独立技术结果。"
},
{
"id": "SRFIN1-AUGUST-HOME",
"companyId": null,
"title": "August官网当前交付缺项",
"url": "https://www.tryaugust.com/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "无www根域TLS失败，www首页可读但仅银行软件标题和demo表单，未取得具体AI工作流或收费/条款。",
"limitation": "不跳过TLS验证；不能用极简首页证实档案所有自动化任务，保留当前AI交付待核，未提交邮箱。"
},
{
"id": "SRFIN1-AUGUST-SR",
"companyId": null,
"title": "August客户银行规模不等软件收入",
"url": "https://speedrun.a16z.com/companies/august",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公开投资方档案主营和客户规模口径核对",
"summary": "档案自报2025、3人；称商业银行承销/贷后/风险AI，部署于170B+规模银行、pipeline增长。",
"limitation": "170B是客户银行规模，非August收入/资产；银行名称/合同/净费/实际工作流未核，创始人前公司融资不迁入。"
},
{
"id": "SRFIN1-BILROST-HOME",
"companyId": "AI202",
"title": "Bilrost贷款资料与现有模型/系统",
"url": "https://bilrost.ai/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "商业贷资料收集/核对、租约和财务抽取，输出到客户Excel模型/LOS；Marcy/James为现产品，Tyler资产管理明确coming soon。",
"limitation": "动态0%计数不当实际效果，100%文件覆盖/千份回归为自报；未运行/安装Excel插件，实际收费和采购未知。"
},
{
"id": "SRFIN1-BILROST-TERMS",
"companyId": "AI202",
"title": "Bilrost专业复核与机构合同优先",
"url": "https://bilrost.ai/terms",
"publishedAt": "2026-09-30",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "2026-09-30主体Bilrost, Inc.；机构已签Cloud Service Agreement优先，Excel插件安装本身不授予账户，结果须人审并非贷款决策/评估意见。",
"limitation": "网站条款不代实际机构合同/费率；不训练第三方通用模型并不表示无外部AI处理，独立注册未核。"
},
{
"id": "SRFIN1-BILROST-PRIVACY",
"companyId": "AI202",
"title": "Bilrost Excel按点击读写及借款资料角色",
"url": "https://bilrost.ai/privacy",
"publishedAt": "2026-09-30",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "2026-09-30政策：按贷款机构指令处理文件；Excel插件在点击时向指定工作表写数据并读计算结果，非后台读取无关文件；客户内容不训练模型。",
"limitation": "输出到工作簿后的分享由客户决定，外部托管/AI处理商另有合同；政策非权限/删除实测，未处理真实贷款/个人资料。"
},
{
"id": "SRFIN1-CREBIT-PUBLIC",
"companyId": null,
"title": "Crebit公开前端的外汇产品而非已核AI",
"url": "https://www.crebitpay.com/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "首页HTML仅标题；引用公开JS有跨境付款、最长180天锁汇、企业/API/信用社合作文案，未核具体AI任务。",
"limitation": "静态读https://www.crebitpay.com/assets/index-mN8dik8O.js，SHA256 6dd2f38b8c416e51f586bc14a5afb6765a5436ad0ef8f5433e5cd08f33525962；未执行、获取报价/沙盒密钥、访问交易API或付款。不据无隐藏点差/页面$0费推全产品净费率为零。"
},
{
"id": "SRFIN1-CREBIT-SR",
"companyId": null,
"title": "Crebit交易量与收入边界",
"url": "https://speedrun.a16z.com/companies/crebit",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公开投资方档案交易量范围核对",
"summary": "档案2025、2人；2M/月processing、100% MoM及已签企业2026年40M年外汇量自报，另列9T市场交易量。",
"limitation": "均非公司净收入/ARR，this month缺日历时点/ISO币种，费率、结算/净额及AI任务未核；SVB合作仅自述，未替其背书。"
},
{
"id": "SRFIN1-CREBIT-TERMS",
"companyId": null,
"title": "Crebit通用条款的收费/主体缺项",
"url": "https://www.crebitpay.com/assets/TermsOfServicePage-DIFwW6oK.js",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "公开首页资源索引所链条款组件仅介绍服务、资格和账号，具体服务可有附加协议；未列精确法人/交易净费。",
"limitation": "静态读取不执行，HTTP200/SHA256 0e5e9f72d6a5d11341704d8c5be0fbbc78630b959b5fb717c962e6b1f2929846；未取得完整金融/锁汇合同，不由页面文案判断监管/法律有效性。"
},
{
"id": "SRFIN1-PAYPATH-HOME",
"companyId": "AI203",
"title": "PayPath信贷生命周期与人审",
"url": "https://paypath.ai/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "银行/服务商信贷发放、贷后、催收工作流，用语音/短信/邮件、抽取与支付集成，复杂/争议情况转人工；公开demo。",
"limitation": "340M风险资产、回收率/催收额和动态计数为客户场景/自报，非PayPath收入；合规/准确性未独立验证，不因autopilot否定实际人审成本，无公开实价。"
},
{
"id": "SRFIN1-PAYPATH-TERMS",
"companyId": "AI203",
"title": "PayPath订阅条款与模板缺项",
"url": "https://paypath.ai/legal/terms-of-use",
"publishedAt": "2026-04-15",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "2026-04-15条款PayPath LLC、仍描述CRM，按所选subscription收费，不列金额；管辖州保留Insert State占位。",
"limitation": "模板/占位不当有效采购/注册证明，也不据此指造假；当前信贷Agent职责、净费/履约、扣款和专业责任需具体协议，不猜回收提成。"
},
{
"id": "SRFIN1-PAYPATH-PRIVACY",
"companyId": "AI203",
"title": "PayPath产品改进/语言模型政策",
"url": "https://paypath.ai/legal/privacy-policy",
"publishedAt": "2026-04-15",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "2026-04-15CRM隐私政策允许用平台互动资料训练/增强语言模型，列第三方服务商和跨国处理。",
"limitation": "不能写成全量不训练/完全本地；也不据泛化政策断言真实借款资料已训练，需客户DPA/部署合同核，未取任何借款/支付资料。"
},
{
"id": "SRFIN1-SELLARA-HOME",
"companyId": "AI204",
"title": "Sellara驻场工程与机构内模型",
"url": "https://www.sellara.io/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "为金融机构部署专用小模型及中后台对账/结算等工作流，工程师驻场接系统、审批/异常处理；不替代原OMS/清算/总账。",
"limitation": "SOC2 Type2 examination underway，目标Q1 2027，非已完成报告；真实模型/部署和净费未核，示例交易/资金额不作自身收入。"
},
{
"id": "SRFIN1-SELLARA-TERMS",
"companyId": "AI204",
"title": "Sellara网站条款不代实施合同",
"url": "https://www.sellara.io/terms",
"publishedAt": "2026-09-22",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "2026-09-22网站条款Sellara Inc.，主要覆盖公开营销网站和功能。",
"limitation": "未取得企业实施/模型许可/持续服务合同、金额与付款；网站自述/模板不当注册原件或实际生产验收。"
},
{
"id": "SRFIN1-SELLARA-PRIVACY",
"companyId": "AI204",
"title": "Sellara网站与客户数据协议分开",
"url": "https://www.sellara.io/privacy",
"publishedAt": "2026-09-22",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "2026-09-22政策明确只覆盖营销网站、无消费者账户；客户平台数据由书面客户协议管理，不经网站，也不训练公开基础模型。",
"limitation": "不训练public模型不等不做客户专用模型调优/零数据处理，实际隔离/保留和云/本地费用需合同/部署核；未接真实账户。"
},
{
"id": "SRFIN1-SELLARA-BENCH",
"companyId": "AI204",
"title": "Sellara对账测试与模型能力声明",
"url": "https://www.sellara.io/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公开技术能力声明口径核对",
"summary": "首页自报对账基准98% F1，对照60%；投资方档案另称60%+更好、30倍快，指标/任务不可直接等同。",
"limitation": "官网仅摘要，无可独立复现的测试/样本与完整成本；未测试模型，不将F1优势当全面准确率或新基础模型级别。"
},
{
"id": "SRFIN1-MARGIN-HOME",
"companyId": null,
"title": "Margin当前极简金融基础设施主页",
"url": "https://www.marginfs.com/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "浏览与普通HTTP可读仅AI-native financial infrastructure及同义重复，未取得具体产品/买方任务、价格或条款入口。",
"limitation": "AI标签不足以验证当前奖励/消费信贷具体交付，不从网站极简/拼写推造假，保留主营待核。"
},
{
"id": "SRFIN1-MARGIN-SR",
"companyId": null,
"title": "Margin奖励及消费信贷档案描述",
"url": "https://speedrun.a16z.com/companies/margin",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公开投资方档案与当前交付缺项对照",
"summary": "原档案自报2025、3人，称AI分析消费行为、动态奖励及消费者信贷；当前官网未补充具体业务。",
"limitation": "未取得奖励资金来源/贷款资产与平台费用分配、牌照/合作银行/实际AI输出及合同，品牌伙伴不等实收收入。"
},
{
"id": "SRFIN1-BELONG-PUBLIC",
"companyId": null,
"title": "Belong会员项目的当前AI缺项",
"url": "https://belong.us/",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "首页HTML仅标题，引用公开JS可读艺人自有会员/粉丝识别和金融基础设施项目；具体AI任务未见明确交付。",
"limitation": "静态读https://belong.us/assets/index-q_RR-Ejb.js，SHA256 8d7e6d1da2c168c4c68511a9a428189cf6dfeda86317204d8a078e05b25ba760；未执行/登录/开户，金融科技/自动化不自动等AI主营。"
},
{
"id": "SRFIN1-BELONG-TERMS",
"companyId": null,
"title": "Belong会员/金融收费主体边界",
"url": "https://belong.us/terms-of-service",
"publishedAt": "2026-03-13",
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "公开前端路由2026-03-13条款主体Belong Entertainment Inc.，列交易/服务费按使用前披露。",
"limitation": "未核具体平台净费/艺人分成合同，艺人经常性收入不是Belong ARR；不能把持卡人所有收费都当平台净收入，注册原件未核。"
},
{
"id": "SRFIN1-BELONG-DISCLOSURE",
"companyId": null,
"title": "Belong平台与银行/持卡账户分开",
"url": "https://belong.us/financial-services-disclosure",
"publishedAt": null,
"accessedAt": "2026-11-01",
"kind": "公司公开产品/合同与财务范围核对",
"summary": "公开前端说明Belong为金融科技而非银行、银行及卡由Middlesex Federal Savings Bank提供，平台负责技术/项目；持卡协议另列账户费。",
"limitation": "仅平台公开披露，未独立核合作/保险覆盖及实际开户，资金/卡消费总额不当平台收入，未读取银行/个人账户。"
}
],
"reviews": [
@@ -118224,6 +118566,114 @@
"SRENTER1-PIPER-HOME",
"SRENTER1-PIPER-TERMS"
]
},
{
"id": "SRFIN1-R-BOUNDARY",
"type": "金融七候选交付边界",
"company": "Bilrost、PayPath、Sellara及四个待核候选",
"scope": "dataset",
"summary": "三项2025与当前AI金融运营对应，补20条公司/投资方证据；August/Crebit/Margin/Belong各有具体缺项继续待核。",
"handling": "原公司/493观测及YC覆盖保留，财务比较样本不变；仅公开只读研究，无开户/付款/注册/交易或借款数据处理。",
"evidenceIds": [
"SRFIN1-BILROST-HOME",
"SRFIN1-PAYPATH-HOME",
"SRFIN1-SELLARA-HOME",
"SRFIN1-AUGUST-HOME",
"SRFIN1-CREBIT-PUBLIC",
"SRFIN1-MARGIN-HOME",
"SRFIN1-BELONG-PUBLIC"
]
},
{
"id": "SRFIN1-R-PENDING",
"type": "具体当前AI交付缺项",
"company": "August、Crebit、Margin、Belong",
"scope": "excluded-candidate",
"summary": "August当前官网极简，档案AI任务缺当前产品佐证；Crebit跨境锁汇、Belong会员金融虽自动化，未核具体AI；Margin当前只有泛化AI金融标签。",
"handling": "不按批次、金融科技、API或AI标签自动纳AI主营表，也不据极简/读取失败排除真实业务；分别补实际产品资料、身份/签约和当前任务。",
"evidenceIds": [
"SRFIN1-AUGUST-HOME",
"SRFIN1-AUGUST-SR",
"SRFIN1-CREBIT-PUBLIC",
"SRFIN1-MARGIN-HOME",
"SRFIN1-MARGIN-SR",
"SRFIN1-BELONG-PUBLIC"
]
},
{
"id": "SRFIN1-R-VOLUME",
"type": "交易量/银行规模与平台收入分离",
"company": "Crebit、August、Belong",
"scope": "excluded-candidate",
"summary": "Crebit2M/月processing、2026签约客户40M外汇量，August170B银行规模，Belong艺人收入及银行资金均为不同经济单位。",
"handling": "保留原文证据，不对待核候选虚造公司或收入观测；净手续费、点差、分成/奖励、退款/清算和指标截止日未获，不能按体量乘猜测费率或直接年化ARR。",
"evidenceIds": [
"SRFIN1-CREBIT-SR",
"SRFIN1-CREBIT-TERMS",
"SRFIN1-AUGUST-SR",
"SRFIN1-BELONG-TERMS",
"SRFIN1-BELONG-DISCLOSURE"
]
},
{
"id": "SRFIN1-R-CONTRACT",
"type": "机构合同、人审与训练范围",
"company": "Bilrost、PayPath、Sellara",
"scope": "companies",
"summary": "Bilrost机构协议优先、Excel点击读写且需专业复核；PayPath有订阅通用条款/州占位及互动数据训练政策；Sellara网站和客户书面协议分开。",
"handling": "网站模板不代实际DPA/合同或法律意见，也不据占位判造假；无公开金额不猜费率。训练/第三方处理/客户专用调优须按具体数据/协议分，不能统一写完全不训练/无人工。",
"evidenceIds": [
"SRFIN1-BILROST-TERMS",
"SRFIN1-BILROST-PRIVACY",
"SRFIN1-PAYPATH-TERMS",
"SRFIN1-PAYPATH-PRIVACY",
"SRFIN1-SELLARA-TERMS",
"SRFIN1-SELLARA-PRIVACY"
],
"companyIds": [
"AI202",
"AI203",
"AI204"
]
},
{
"id": "SRFIN1-R-TECH",
"type": "财务运营模型/安全声明与独立验证分离",
"company": "Bilrost、PayPath、Sellara",
"scope": "companies",
"summary": "Sellara对账98%F1对比60%为自报且SOC2审查目标Q1 2027仍进行；BilrostTyler未来上线，PayPathautopilot仍有人工异常转交。",
"handling": "三项仅description，未取得独立测试/安全报告；不混30x/60%+与F1，不把动态图零/客户回收或示例交易当真实性/收入证明，专用小模型非新通用基座。",
"evidenceIds": [
"SRFIN1-BILROST-HOME",
"SRFIN1-PAYPATH-HOME",
"SRFIN1-SELLARA-HOME",
"SRFIN1-SELLARA-BENCH"
],
"companyIds": [
"AI202",
"AI203",
"AI204"
]
},
{
"id": "MODEL1-FINANCIAL-OPERATIONS",
"type": "商业模式初评",
"company": "金融机构工作流＋部署/专业复核",
"scope": "companies",
"summary": "已核事实：Bilrost资料校核/Excel-LOS、PayPath多渠道信贷运营、Sellara机构内专用模型/FDE，人审/授权角色各异；仅PayPath通用条款明确subscription，三项实价未知。",
"handling": "待验证判断：先以单一运营任务核机构采购预算和已签合同，分软件续费、实施/定制模型与持续服务，不从资产/回收额推净费。记录文档/通话/模型、接口/迁移、专家审核/异常、验证/变更和长期支持成本、交付验收/回款及30/90日/年度续约；借款/交易准确性和沟通授权需真实合约与受控客户验证，当前公开研究不证明监管合规或财务真实性。",
"evidenceIds": [
"SRFIN1-BILROST-TERMS",
"SRFIN1-PAYPATH-TERMS",
"SRFIN1-PAYPATH-HOME",
"SRFIN1-SELLARA-HOME",
"SRFIN1-SELLARA-PRIVACY"
],
"companyIds": [
"AI202",
"AI203",
"AI204"
]
}
],
"coverage": {
@@ -134468,7 +134918,7 @@
"sourceId": "S14",
"url": "https://speedrun.a16z.com/api/companies/companyparams?limit=100&offset=0&cohort=SR005",
"accessedAt": "2026-11-01",
"scope": "公开有限名单59项；20关联、21旧年、1既有超年、0品牌/年份待核、17当前AI/主体待核。法律/医疗与家庭照护新增关联，原位置/URL/证据保留；目录不等独立技术/财务审计完成。",
"scope": "公开有限名单59项；20关联、21旧年、1既有超年、0品牌/年份待核、17当前AI/主体待核。金融候选按具体当前AI任务核，不由批次/金融科技或泛化标签入表；原位置/URL/证据保留。",
"complete": false,
"records": [
{
@@ -135009,9 +135459,11 @@
"status": "pending-ai",
"evidenceIds": [
"SRALL1-SR005-ROSTER",
"SRPRO1-P-SR005R-C35"
"SRPRO1-P-SR005R-C35",
"SRFIN1-MARGIN-HOME",
"SRFIN1-MARGIN-SR"
],
"note": "已读独立档案，自报Founded 2025、3人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "当前官网仅AI-native financial infrastructure，原动态奖励/消费信贷描述未获具体交付/主体和收费验证，保留pending-ai；不把奖励/消费/贷款额作自身收入。"
},
{
"id": "SR005R-C36",
@@ -135374,7 +135826,7 @@
"sourceId": "S14",
"url": "https://speedrun.a16z.com/api/companies/companyparams?limit=100&offset=0&cohort=SR006",
"accessedAt": "2026-11-01",
"scope": "公开SR006有限名单59项；27关联、5旧年、0既有超年、3品牌/年份待核、24当前AI/主体待核。Acceler8上线/成立及TC Capita主体转年份待核，六项企业/行业AI新关联；签约原数保留并排除ARR比较，原位置/URL不变。",
"scope": "公开有限名单59项；30关联、5旧年、0既有超年、3品牌/年份待核、21当前AI/主体待核。金融候选按具体当前AI任务核，不由批次/金融科技或泛化标签入表；原位置/URL/证据保留。",
"complete": false,
"records": [
{
@@ -135473,9 +135925,11 @@
"status": "pending-ai",
"evidenceIds": [
"SRALL1-SR006-ROSTER",
"SRPRO1-P-SR006R-C06"
"SRPRO1-P-SR006R-C06",
"SRFIN1-AUGUST-HOME",
"SRFIN1-AUGUST-SR"
],
"note": "已读独立档案，自报Founded 2025、3人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "档案AI商业银行任务明确，但当前www官网仅银行软件标题/demo，根域TLS失败；具体当前交付/合同未核，保留pending-ai。170B+为客户银行规模，pipeline不是ARR。"
},
{
"id": "SR006R-C07",
@@ -135501,23 +135955,30 @@
"status": "pending-ai",
"evidenceIds": [
"SRALL1-SR006-ROSTER",
"SRPRO1-P-SR006R-C08"
"SRPRO1-P-SR006R-C08",
"SRFIN1-BELONG-PUBLIC",
"SRFIN1-BELONG-TERMS",
"SRFIN1-BELONG-DISCLOSURE"
],
"note": "已读独立档案，自报Founded 2025、9人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "公开前端为艺人会员/金融项目，Belong Entertainment为技术平台、银行另列；未核具体AI任务，保留pending-ai。艺人经常性收入/银行账户和卡交易额不作平台ARR。"
},
{
"id": "SR006R-C09",
"name": "Bilrost",
"url": "https://speedrun.a16z.com/companies/bilrost",
"categoryId": "C00",
"categoryId": "C07",
"kind": "company",
"profileStatus": "readable",
"status": "pending-ai",
"status": "linked",
"evidenceIds": [
"SRALL1-SR006-ROSTER",
"SRPRO1-P-SR006R-C09"
"SRPRO1-P-SR006R-C09",
"SRFIN1-BILROST-HOME",
"SRFIN1-BILROST-TERMS",
"SRFIN1-BILROST-PRIVACY"
],
"note": "已读独立档案，自报Founded 2025、5人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "2025自报与具体当前AI金融运营交付对应，按行业任务关联；专业复核/部署/收费缺项保留，客户资金/回收额不作公司收入。",
"companyId": "AI202"
},
{
"id": "SR006R-C10",
@@ -135619,9 +136080,12 @@
"status": "pending-ai",
"evidenceIds": [
"SRALL1-SR006-ROSTER",
"SRPRO1-P-SR006R-C16"
"SRPRO1-P-SR006R-C16",
"SRFIN1-CREBIT-PUBLIC",
"SRFIN1-CREBIT-SR",
"SRFIN1-CREBIT-TERMS"
],
"note": "已读独立档案，自报Founded 2025、2人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "公开前端为跨境付款/180天锁汇/API，具体AI任务未核。2M月处理/2026签约40M外汇量非公司净费，费率/实收未知，保留pending-ai。"
},
{
"id": "SR006R-C17",
@@ -135897,15 +136361,19 @@
"id": "SR006R-C34",
"name": "PayPath",
"url": "https://speedrun.a16z.com/companies/paypath",
"categoryId": "C00",
"categoryId": "C07",
"kind": "company",
"profileStatus": "readable",
"status": "pending-ai",
"status": "linked",
"evidenceIds": [
"SRALL1-SR006-ROSTER",
"SRPRO1-P-SR006R-C34"
"SRPRO1-P-SR006R-C34",
"SRFIN1-PAYPATH-HOME",
"SRFIN1-PAYPATH-TERMS",
"SRFIN1-PAYPATH-PRIVACY"
],
"note": "已读独立档案，自报Founded 2025、6人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "2025自报与具体当前AI金融运营交付对应，按行业任务关联；专业复核/部署/收费缺项保留，客户资金/回收额不作公司收入。",
"companyId": "AI203"
},
{
"id": "SR006R-C35",
@@ -136042,15 +136510,20 @@
"id": "SR006R-C43",
"name": "Sellara",
"url": "https://speedrun.a16z.com/companies/sellara",
"categoryId": "C00",
"categoryId": "C07",
"kind": "company",
"profileStatus": "readable",
"status": "pending-ai",
"status": "linked",
"evidenceIds": [
"SRALL1-SR006-ROSTER",
"SRPRO1-P-SR006R-C43"
"SRPRO1-P-SR006R-C43",
"SRFIN1-SELLARA-HOME",
"SRFIN1-SELLARA-TERMS",
"SRFIN1-SELLARA-PRIVACY",
"SRFIN1-SELLARA-BENCH"
],
"note": "已读独立档案，自报Founded 2025、4人；年份自报已取得，当前官网/AI主营和精确主体尚待人工复核，不把AI标签直接当业务成立。"
"note": "2025自报与具体当前AI金融运营交付对应，按行业任务关联；专业复核/部署/收费缺项保留，客户资金/回收额不作公司收入。",
"companyId": "AI204"
},
{
"id": "SR006R-C44",
content/research/ai-companies.sources.json
+5 -5
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@@ -1,5 +1,5 @@
{
"version": "2026-11-01-sr-enterprise-1",
"version": "2026-11-01-sr-finance-1",
"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。",
@@ -3040,8 +3040,8 @@
"speedrun.a16z.com"
],
"initialAccess": "见具体证据访问记录",
"boundary": "公开七批321唯一位置及原HTML/GET审计保留；226补读档案中138明确旧年、88自报两年：40已补官网关联、43当前AI/主体待核、5品牌/年份待核。本系列311独立档案已读，10复用未本轮重读。七批120关联、1既有超年、145旧年、6品牌/年份、49当前AI/交付待核。新增Alike/Heavi/Modern Industrials/Piper/Sentra/Verra；Acceler8的2025自报与Dealroom同域2024上线及TC Capita主体未核，转年份待核。新增两条签约原数但排除收入/ARR比较，原491经营记录、ARR/MRR样本及YC覆盖保留。目录不等全部注册/技术/财务审计完成。",
"nextCheck": "继续43个新批次及SR007六个主营待核、10复用变化；核Acceler8及其他品牌/注册沿革、实际合同/净费/财务币种日。Heavi及Verra签约期限/取消/上线履约/回款，工业采购货权/净费、ERP实施返工、企业记忆摄取/权限/删除和持续运维成本未核。不得从签约、客户订单/省时、基准费用、采用量或融资推ARR/造假概率。",
"boundary": "公开七批321唯一位置及原HTML/GET审计保留；226补读档案中138旧年、88自报两年：43已补官网关联、40当前AI/主体待核、5品牌/年份待核。本系列311独立档案已读，10复用未本轮重读。七批123关联、1既有超年、145旧年、6品牌/年份、46当前AI/交付待核。新增Bilrost/PayPath/Sellara金融运营AI，August当前产品、Crebit锁汇/Belong会员金融的具体AI及Margin泛化描述继续待核。新增20证据，无新财务观测；交易量/客户银行资产/艺人收入/回收额不代平台净费，原493观测、ARR/MRR和YC覆盖保留。",
"nextCheck": "继续40个新批次及SR007六个主营待核、10复用变化；核年份/品牌/注册沿革及金融当前交付、机构合同/净费/指标日。Bilrost插件/实际人审、PayPathCRM条款与数据训练/DPA、SellaraSOC2进行中及专用调优/FDE成本须分。Crebit/月交易量、Belong平台/银行/艺人收入、Margin消费奖励和August客户规模缺项不推ARR或造假概率。",
"limitation": "来源可读不等于声明已独立验证。",
"rosterAudit": {
"url": "https://speedrun.a16z.com/companies",
@@ -3189,8 +3189,8 @@
},
"outsideTargetYears": 138,
"targetYearSelfReports": 88,
"newLinkedCompanies": 40,
"pendingCurrentAIOrIdentity": 43,
"newLinkedCompanies": 43,
"pendingCurrentAIOrIdentity": 40,
"records": [
{
"candidateId": "SR001R-C01",
content/research/ai-income-analysis.json
+1 -1
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@@ -1,5 +1,5 @@
{
"sourceVersion": "2026-11-01-sr-enterprise-1",
"sourceVersion": "2026-11-01-sr-finance-1",
"asOf": "2026-11-01",
"metric": "platform-mrr-usd",
"sampleUnit": "product-or-business",