{index === 0 && | {categories.get(category)}{rows.length}个统计组 | }
{group.provider}{group.model} | {group.stats.n} | {usd(group.stats.mean)} | {usd(group.stats.median)} | {group.stats.meanMedianRatio?.toFixed(2) ?? "—"} | {group.stats.cv?.toFixed(2) ?? "—"} | {usd(group.stats.meanWithoutLargest)}{percent(group.stats.largestRemovalDrop)} |
{group.points.map((point) => {" "})}{group.stats.n < 3 ? "样本少于3，不能据此判断领域典型收入。" : "自选的小样本，须结合产品年龄、成本与留存评估。"} |
diff --git a/apps/docs/src/styles/globals.css b/apps/docs/src/styles/globals.css
index 7fc3b38..9877a0c 100644
--- a/apps/docs/src/styles/globals.css
+++ b/apps/docs/src/styles/globals.css
@@ -1473,6 +1473,13 @@ svg { flex-shrink: 0; }
.research-distribution { margin: 24px 0 38px; }
.research-distribution figure { margin: 20px 0; }
+.ai-research .income-statistics { min-width: 1200px; }
+/* Row-spanning category headings shift cell indexes between rows. */
+.ai-research .income-statistics td { min-width: 0; }
+.ai-research .income-statistics th[scope="rowgroup"] { min-width: 150px; white-space: nowrap; }
+.ai-research .income-statistics th[scope="rowgroup"] small { display: block; margin-top: 5px; }
+.ai-research .income-statistics td:not(:last-child) { white-space: nowrap; }
+.ai-research .income-statistics td:last-child { min-width: 220px; }
.income-distribution-chart { display: block; width: 100%; min-width: 900px; height: auto; }
.income-distribution-chart [role="button"] { cursor: pointer; outline: none; }
.income-distribution-chart [role="button"]:focus circle:last-child { stroke: #b17725; stroke-width: 3; }
diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts
index c341174..ff08234 100644
--- a/apps/docs/tests/research.test.ts
+++ b/apps/docs/tests/research.test.ts
@@ -23,9 +23,9 @@ test("research revisions share the authentication database and preserve replay l
for (let i = 0; i < 20; i++) consumeCode(config, "invalid");
assert.equal(consumeCode(config, "invalid"), "limited");
const initial = readResearchSnapshot();
- assert.equal(initial.companies.length, 1029);
- assert.equal(initial.evidence.length, 1412);
- assert.equal(initial.observations.length, 192);
+ assert.equal(initial.companies.length, 1051);
+ assert.equal(initial.evidence.length, 1858);
+ assert.equal(initial.observations.length, 237);
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");
@@ -64,9 +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, 74);
- assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 10);
- assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 37);
+ assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 115);
+ 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")!;
assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]);
assert.deepEqual(reviewCompanyIds(snapshot, snapshot.reviews.find((r) => r.id === "CN-R-PSI")!), []);
@@ -85,20 +85,24 @@ 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), 1029);
- assert.equal(summary.reduce((n, c) => n + c.self, 0), 28);
+ 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.estimate, 0), 2);
- assert.equal(summary.reduce((n, c) => n + c.platform, 0), 16);
- assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 983);
+ assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19);
+ assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 987);
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"));
+ const arena = snapshot.observations.find((o) => o.id === "COARENA-O-CUMULATIVE")!;
+ assert.equal(arena.selection, "historical", "cumulative launch revenue is not a recurring company-wide signal");
+ assert.equal(arena.comparisonGroup, null);
+ assert.ok(arena.metric !== "mrr" && arena.metric !== "arr", "a two-week cumulative figure cannot become MRR or ARR");
});
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, 28);
- assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 7);
+ assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 59);
+ assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 9);
assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1);
assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown");
assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/);
@@ -137,6 +141,43 @@ test("ambiguous ARR claims retain currency, precision and attribution limits", (
assert.equal(snapshot.companies.find((c) => c.id === "AI070")?.revenueStatus, "unknown");
assert.equal(snapshot.observations.filter((o) => o.company === "AI070").length, 0,
"unreadable announcement summaries do not become numeric ARR");
+ const waitlist = snapshot.observations.find((o) => o.id === "SR25-O-OMI-WAITLIST")!;
+ assert.equal(waitlist.selection, "excluded", "waitlist conversions are not paid recurring revenue");
+ assert.equal(snapshot.companies.find((c) => c.id === waitlist.company)?.revenueStatus, "unknown");
+ const bluma = snapshot.observations.find((o) => o.id === "BLUMA-O-HISTORICAL-MRR")!;
+ assert.equal(bluma.selection, "historical");
+ assert.ok(bluma.unit !== "USD" && !bluma.observedAt && bluma.comparisonGroup === null);
+ const native = snapshot.observations.find((o) => o.id === "NATIVE-O-ARR-CLAIM")!;
+ assert.equal(native.selection, "crosscheck");
+ assert.ok(!native.metric && !native.observedAt && native.comparisonGroup === null);
+ const marketVolume = snapshot.observations.find((o) => o.id === "PALISADE-O-GMV")!;
+ assert.equal(marketVolume.selection, "excluded", "customer GMV must not establish company revenue or ARR");
+ assert.equal(snapshot.companies.find((c) => c.id === marketVolume.company)?.revenueStatus, "unknown");
+ const pingo = snapshot.observations.find((o) => o.id === "PINGO-O-MRR-JUL25")!;
+ assert.equal(pingo.selection, "historical", "a July 2025 self-report is not a current payment-platform sample");
+ assert.ok(pingo.unit !== "USD" && !pingo.observedAt && pingo.comparisonGroup === null);
+ const designService = snapshot.observations.find((o) => o.id === "SEMIOTIC-O-LAUNCH-REVENUE")!;
+ assert.equal(designService.selection, "historical");
+ assert.ok(!designService.metric && designService.comparisonGroup === null, "four-week service revenue is not MRR or ARR");
+ const restaurantAdoption = snapshot.observations.filter((o) => o.company === "YC32815");
+ assert.ok(restaurantAdoption.length > 0 && restaurantAdoption.every((o) => o.selection === "adoption" && !o.metric),
+ "restaurant count and list price must not produce an invented MRR observation");
+ const fishPilot = snapshot.observations.find((o) => o.id === "OCTAPULSE-O-CONTRACT")!;
+ assert.equal(fishPilot.selection, "excluded", "a paid pilot or annual contract does not establish recognized recurring revenue");
+ assert.equal(snapshot.companies.find((c) => c.id === fishPilot.company)?.revenueStatus, "unknown");
+ assert.equal(fishPilot.comparisonGroup, null);
+ assert.notEqual(fishPilot.unit, "USD", "six-figure wording does not establish the currency");
+ assert.ok(!fishPilot.metric && !fishPilot.observedAt, "the publication date is not the financial reporting date");
+ const cedar = snapshot.observations.filter((o) => o.company === "AI102");
+ assert.ok(cedar.every((o) => o.selection !== "signal" && o.comparisonGroup === null),
+ "closed and contracted amounts without recognition or period do not establish ARR");
+ assert.equal(snapshot.observations.find((o) => o.id === "SR25-O-LOOPS-CUSTOMER-SALES")?.selection, "excluded");
+ const portfolio = snapshot.observations.filter((o) => o.company === "AI100");
+ assert.deepEqual(portfolio.filter((o) => o.selection === "signal").map((o) => o.id), ["SR25-O-DRS-PORTFOLIO"],
+ "a product milestone must not be added to its company portfolio as another company");
+ assert.ok(snapshot.observations.filter((o) => o.id.startsWith("SR25-O-")).every((o) =>
+ o.unit !== "USD" && !o.metric && !o.observedAt && o.comparisonGroup === null),
+ "access dates and dollar symbols must not invent dated USD income samples");
});
// Retractions and forecasts must stay visible for review without becoming revenue signals.
@@ -179,8 +220,18 @@ test("directory coverage reconciles every candidate and keeps profile-only incom
assert.ok(company.profileOnly || company.directoryOrigin === "yc-2025-2026");
assert.equal(company.url, row.source);
if (company.profileOnly) assert.equal(company.revenueStatus, "unknown");
- assert.equal(company.year, row.foundedYear);
- assert.ok([2025, 2026].includes(company.year!));
+ if (company.id === "YC31370") {
+ assert.equal(row.foundedYear, 2025, "original discovery remains unchanged");
+ assert.equal(company.year, null, "a pivot year cannot settle the company founding year");
+ assert.ok(snapshot.reviews.some((review) => review.id === "DAYJOB-R-COHORT" && review.companyIds?.includes(company.id)));
+ } else if (company.id === "YC36279") {
+ 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 {
+ assert.equal(company.year, row.foundedYear);
+ assert.ok([2025, 2026].includes(company.year!));
+ }
}
const invalid = structuredClone(snapshot);
invalid.coverage!.newProfiles += 1;
@@ -194,6 +245,20 @@ test("directory coverage reconciles every candidate and keeps profile-only incom
assert.throws(() => validateResearch(lostOrigin), /coverage accounting/);
});
+test("business pivots and procurement volume do not become comparable startup ARR", () => {
+ const snapshot = seed as ResearchSnapshot;
+ const dayjob = snapshot.companies.find((company) => company.id === "YC31370")!;
+ assert.equal(dayjob.year, null);
+ assert.equal(dayjob.directoryOrigin, "yc-2025-2026");
+ const milestones = snapshot.observations.filter((observation) => observation.company === dayjob.id);
+ assert.deepEqual(milestones.filter((observation) => observation.selection === "crosscheck").map((observation) => observation.value).sort(), [496000, 653000]);
+ assert.ok(milestones.every((observation) => observation.comparisonGroup === null && !observation.metric && !observation.observedAt));
+ assert.ok(milestones.filter((observation) => [150000, 800000].includes(observation.value)).every((observation) => observation.selection === "excluded"));
+ const procurement = snapshot.observations.find((observation) => observation.id === "SAUDARA-O-SOURCING")!;
+ assert.equal(procurement.selection, "excluded");
+ assert.equal(procurement.comparisonGroup, null);
+});
+
test("income descriptions report sample dispersion and maximum-value sensitivity", () => {
const stats = describeIncome([100, 200, 300])!;
assert.equal(stats.mean, 200);
@@ -215,14 +280,21 @@ test("income descriptions report sample dispersion and maximum-value sensitivity
test("platform samples exclude stale data and keep ARR, estimates and collections separate", () => {
const snapshot = seed as ResearchSnapshot;
const recent = platformIncomeSample(snapshot, { windowDays: 7 });
- assert.equal(recent.points.length, 14);
- assert.equal(recent.excluded.length, 3);
+ assert.equal(recent.points.length, 16);
+ assert.equal(recent.excluded.length, 4);
assert.ok(recent.points.every((p) => p.observation.metric === "mrr" && p.observation.selection === "platform"));
- assert.deepEqual(new Set(recent.excluded.map((p) => p.observation.company)), new Set(["AI016", "MR013", "MR014"]));
+ assert.deepEqual(new Set(recent.excluded.map((p) => p.observation.company)), new Set(["AI016", "MR013", "MR014", "MR017"]));
assert.ok(recent.points.some((p) => p.company.name === "TrackAI" && p.observation.connectionExpired), "dated recent value is not a claim of active connection");
const older = platformIncomeSample(snapshot, { windowDays: 90 });
- assert.equal(older.points.length, 15);
+ assert.equal(older.points.length, 18);
assert.ok(older.points.some((p) => p.company.id === "AI016"));
+ assert.ok(!recent.points.some((p) => p.company.id === "MR017"));
+ assert.ok(older.points.some((p) => p.company.id === "MR017" && p.observation.connectionExpired),
+ "an expired connection retains its historical observation date in the wider window");
+ assert.equal(recent.points.find((p) => p.company.id === "MR018")?.value, 67864,
+ "an older Markdown cache must not replace or duplicate the later web snapshot");
+ assert.equal(recent.points.find((p) => p.company.id === "MR019")?.value, 65431,
+ "period-table revenue and revenue snapshots must not replace MRR");
const scaled = platformIncomeSample(snapshot, { windowDays: 7, annualize: true });
const monthlyGroups = groupIncome(recent.points);
const annualGroups = groupIncome(scaled.points);
@@ -307,7 +379,7 @@ 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, 10);
+ assert.equal(snapshot.candidateBatches!.flatMap((b) => b.records).filter((r) => r.status === "pending-year").length, 18);
});
test("product pivots and founder histories do not become new company years or current revenue", () => {
@@ -320,6 +392,15 @@ test("product pivots and founder histories do not become new company years or cu
assert.equal(candidate.companyId, pivot.id);
assert.ok(!platformIncomeSample(snapshot, { windowDays: null }).points.some((point) => point.company.id === pivot.id));
assert.ok(!snapshot.observations.some((o) => ["PH-FUNDRAISLY-ABOUT", "LF-PIVOT", "LF-HISTORY"].includes(o.evidence)), "other ventures' ARR, users and funding must not transfer");
+ const candidates = snapshot.candidateBatches!.flatMap((b) => b.records);
+ assert.equal(candidates.find((r) => r.id === "PH26-12")?.status, "outside-cohort",
+ "a brand iteration with an earlier business chain is not a new company");
+ const happycapy = candidates.find((r) => r.id === "PH26-04")!;
+ assert.ok(happycapy.evidenceIds?.includes("FOLLOWUP-CAPY-ACRA"));
+ assert.equal(happycapy.status, "pending-year", "a seller's registration does not establish a new global business");
+ assert.equal(happycapy.companyId, undefined);
+ assert.ok(!snapshot.observations.some((o) => o.evidence.startsWith("FOLLOWUP-")),
+ "registration, funding, app-store prices and client amounts are not company income");
});
test("follow-up evidence can admit an uncertain directory candidate without rewriting its original status", () => {
diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json
index 791be98..c461883 100644
--- a/content/research/ai-companies.seed.json
+++ b/content/research/ai-companies.seed.json
@@ -1,6 +1,6 @@
{
- "version": "2026-10-30-tc-p56-1",
- "asOf": "2026-10-30",
+ "version": "2026-10-31-sales-models-1",
+ "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": [
"非随机样本，YC和英文资料偏多；不代表全球全量公司。",
@@ -1826,25 +1826,26 @@
"id": "YC30191",
"name": "Partcl",
"url": "https://www.ycombinator.com/companies/partcl",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": null,
"location": "San Francisco",
- "business": "用物理约束模型与GPU加速芯片设计自动化。",
- "buyer": "芯片设计与工程团队",
- "delivery": "公司自述设计工具；速度倍数未复测，不等同AI算力销售",
- "notes": "目录主营与买家已人工复核；收入、定价与技术能力仍需专项核验。",
+ "business": "芯片设计自动化工具，以物理约束模型和GPU加速时序分析、门尺寸与布局。",
+ "buyer": "芯片设计和物理设计工程团队",
+ "delivery": "工程设计软件；GPU是工具实现方式，不据此认定销售算力",
+ "notes": "创始人过去机器人经历不代表当前主营；加速倍数未独立复测。 收入、定价与技术能力仍需专项核验。",
"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-30191"
+ "YC-E-30191",
+ "PHYSICAL-CAT-YC30191"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方业务介绍：用物理约束模型与GPU加速芯片设计自动化。 按主要买家和工作任务归类，不根据融资或性能宣传排名。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：芯片设计自动化工具，以物理约束模型和GPU加速时序分析、门尺寸与布局。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -2926,29 +2927,31 @@
"id": "YC30314",
"name": "Pinch",
"url": "https://www.ycombinator.com/companies/pinch",
- "cat": "C08",
+ "cat": "C05",
"year": 2025,
"team": 3,
"location": "Spain",
- "business": "公司简介：AI Voice Translation for live conversations or media",
- "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": "提供在线会议实时语音翻译、桌面转译及音视频配音。",
+ "buyer": "跨语言沟通者及企业会议团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意暂移通用沟通工作，翻译会议是当前重要交付；媒体配音线单列。旧自有会议平台与桌面应用分开，音色/延迟未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30314"
+ "YC-E-30314",
+ "CONSUMER-CAT-YC30314"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供在线会议实时语音翻译、桌面转译及音视频配音。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Telecommunications",
"AI"
- ]
+ ],
+ "businessModel": "沟通翻译软件，兼媒体配音；席位、分钟及用量收费待拆"
},
{
"id": "YC30317",
@@ -3048,25 +3051,27 @@
"year": 2025,
"team": 2,
"location": "London, United Kingdom",
- "business": "公司简介：AI Video Editor",
- "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": "提供短视频编辑及模板，供营销或个人制作社交内容。",
+ "buyer": "短视频创作者及内容营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留内容工具；简介短，无附载发布，不把模板数当模型能力或收入，独立主体及实际合同待核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30329"
+ "YC-E-30329",
+ "CONSUMER-CAT-YC30329"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供短视频编辑及模板，供营销或个人制作社交内容。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Consumer",
"AI"
- ]
+ ],
+ "businessModel": "视频编辑软件；订阅、生成用量及素材许可待核"
},
{
"id": "YC30340",
@@ -3191,25 +3196,26 @@
"id": "YC30353",
"name": "Axal",
"url": "https://www.ycombinator.com/companies/axal",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：We assemble PCBs in under 48 hours for quantities under 10",
- "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": "小批量PCB设计、组装、测试及交付服务。",
+ "buyer": "硬件创业公司与电子工程团队",
+ "delivery": "按项目交付PCB及制造服务；具体合同与定价未核",
+ "notes": "当前主营AI使用程度未确认；页面保留旧AI技术债工具发布，不把旧产品能力自动归当前服务。 收入、定价与技术能力仍需专项核验。",
"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-30353"
+ "YC-E-30353",
+ "PHYSICAL-CAT-YC30353"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "目录标签的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：小批量PCB设计、组装、测试及交付服务。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": [
"Hardware",
"Robotics",
@@ -3221,26 +3227,28 @@
"id": "YC30354",
"name": "Artifact",
"url": "https://www.ycombinator.com/companies/artifact-2",
- "cat": "C04",
+ "cat": "C07",
"year": 2025,
"team": 4,
"location": "Los Angeles, CA",
- "business": "公司简介：An Collaborative, AI-native IDE for Hardware Engineers",
- "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": "为硬件工程提供贯通电气设计、采购、制造、集成与测试的协作环境。",
+ "buyer": "电气系统及硬件工程团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从软件开发移专业工程应用；IDE是交互形式，产出为硬件工程设计。350万美元是融资自述，非收入；创始人旧发动机项目不当当前交付。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30354"
+ "YC-E-30354",
+ "C04-CAT-YC30354"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为硬件工程提供贯通电气设计、采购、制造、集成与测试的协作环境。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "专业工程设计软件；许可、席位和实施合同未核"
},
{
"id": "YC30356",
@@ -3281,22 +3289,24 @@
"year": 2025,
"team": 4,
"location": "New York City, NY",
- "business": "公司简介：AI for account management and customer success",
- "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": "汇总客户互动和活动，识别续约、流失及扩展机会并执行客户管理任务。",
+ "buyer": "企业客户成功及账户管理团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留客户运营；数亿美元归因扩展收入是客户成果，非Ambral收入。旧Wonder估值、创始人旧项目用户和被收购经历不归当前财务。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30362"
+ "YC-E-30362",
+ "SALES-CAT-YC30362"
],
"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：汇总客户互动和活动，识别续约、流失及扩展机会并执行客户管理任务。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
+ "directoryTags": [],
+ "businessModel": "客户成功软件与Agent运营；席位、账户及服务收费待拆"
},
{
"id": "YC30364",
@@ -3451,22 +3461,24 @@
"year": 2025,
"team": 8,
"location": "San Francisco",
- "business": "公司简介：Secure internal apps. Built by AI in seconds. Powered by your data.",
- "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": "通过预置数据集成、SSO及AI组件，让企业构建和发布内部应用。",
+ "buyer": "企业内部工具构建者及业务团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留应用生成分类；Plato及Wolfia是创始人此前公司，不能直接并入Vybe主体、成立日或收入。安全宣传和演示应用不证明审计或客户付费。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30404"
+ "YC-E-30404",
+ "C04-CAT-YC30404"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过预置数据集成、SSO及AI组件，让企业构建和发布内部应用。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "内部应用生成平台；席位、运行用量及实施收费待拆"
},
{
"id": "YC30406",
@@ -3536,24 +3548,26 @@
"year": 2025,
"team": 6,
"location": "London, United Kingdom",
- "business": "公司简介：AI-powered code review 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": "自动审查PR并以逻辑排序、架构图等界面支持人工代码评审。",
+ "buyer": "软件开发及代码评审团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发工具；28%提速为自述，客户标识和公开PR链接未独立核付费。试用及优惠价格不作收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30411"
+ "YC-E-30411",
+ "C04-CAT-YC30411"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：自动审查PR并以逻辑排序、架构图等界面支持人工代码评审。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools"
- ]
+ ],
+ "businessModel": "代码评审软件；席位、仓库或用量计费待核"
},
{
"id": "YC30413",
@@ -3815,28 +3829,30 @@
"year": 2025,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：A dual-arm robot built for physical 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": "制造面向真实任务的轮式双臂机器人Axol。",
+ "buyer": "机器人开发者、研究及实体作业团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体机器人；Almond与同页Axol产品对应，不新增公司。此前工厂部署经验不等当前设备销量、可靠性验证或收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30430"
+ "YC-E-30430",
+ "C10-FULL-YC30430"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：制造面向真实任务的轮式双臂机器人Axol。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hardware",
"Robotics",
"Manufacturing",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "机器人硬件与部署支持；设备、保修和软件收费待拆"
},
{
"id": "YC30431",
@@ -3934,27 +3950,29 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：AI-powered robotics for scientific lab automation.",
- "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": "把实验说明转为机器人动作，在既有科学实验室执行工作流。",
+ "buyer": "科学实验室及研究机构",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实验室机器人交付；自然语言生成代码是操作方式，不按编程标签归通用编码工具。部署和自主性自述未核，实验数据不直接当主营数据销售。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30434"
+ "YC-E-30434",
+ "C10-FULL-YC30434"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：把实验说明转为机器人动作，在既有科学实验室执行工作流。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotic Process Automation",
"Robotics",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "实验室机器人系统、控制软件及部署；设备、服务和订阅合同未核"
},
{
"id": "YC30435",
@@ -4194,25 +4212,27 @@
"year": 2025,
"team": 10,
"location": "San Francisco",
- "business": "公司简介：Test, monitor, and improve your voice and chat 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": "模拟客户对话，测试、监控和评估语音及聊天Agent。",
+ "buyer": "语音/对话Agent开发及质量团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "模拟规模与速度为自述；融资、招聘薪资和旧创业利润不是当前收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30451"
+ "YC-E-30451",
+ "AGENT-CAT-YC30451"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：模拟客户对话，测试、监控和评估语音及聊天Agent。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"AI",
"Conversational AI"
- ]
+ ],
+ "businessModel": "测试与可观测平台，软件和配套质量服务收费待拆分"
},
{
"id": "YC30455",
@@ -4558,22 +4578,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Reinforcement learning as a 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": "通过客户提供的模型、提示和奖励函数，提供强化学习后训练。",
+ "buyer": "模型及Agent研发团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型训练设施分类；化学任务示例是性能宣传，未复现，也不把旧研究实验室经历当本公司收入。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-30474"
+ "YC-E-30474",
+ "C02-BOUNDARY-YC30474"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过客户提供的模型、提示和奖励函数，提供强化学习后训练。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
+ "directoryTags": [],
+ "businessModel": "强化学习训练平台与服务；训练用量、项目和软件收费未核"
},
{
"id": "YC30475",
@@ -4612,26 +4634,28 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Realtime Sales Copilot",
- "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": "依据销售通话及企业话术，在实时通话中提供表达、提问和异议建议。",
+ "buyer": "销售及收入运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售工具；客户从100000到360000及成交率提升是效果自述，非公司收入。同行50月费不当Nomi实收，转录与安全未核。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30476"
+ "YC-E-30476",
+ "SALES-CAT-YC30476"
],
"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：依据销售通话及企业话术，在实时通话中提供表达、提问和异议建议。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Sales",
"Sales Enablement",
"AI"
- ]
+ ],
+ "businessModel": "销售辅导软件，兼免费会议笔记；席位及模型用量待核"
},
{
"id": "YC30477",
@@ -4641,22 +4665,24 @@
"year": 2025,
"team": 10,
"location": null,
- "business": "公司简介：Autonomous security testing for web apps, APIs, cloud, and AI systems",
- "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": "对Web、API、基础设施及AI系统执行自动安全测试，提供可选人工监督。",
+ "buyer": "开发、安全及应用质量团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件安全测试；覆盖财富500部署、100多客户和default alive为公司自述，不能当直接客户数、收入或现金流已审计；报告支持认证不等已获认证。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30477"
+ "YC-E-30477",
+ "C04-CAT-YC30477"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：对Web、API、基础设施及AI系统执行自动安全测试，提供可选人工监督。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "持续安全测试软件、报告及人工服务；分项合同待核"
},
{
"id": "YC30479",
@@ -4808,28 +4834,30 @@
"id": "YC30491",
"name": "Novoflow",
"url": "https://www.ycombinator.com/companies/novoflow",
- "cat": "C02",
+ "cat": "C07",
"year": 2025,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：Computer-using agents for healthcare 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": "在诊所及医院的EHR中部署Agent，自动处理医疗运营流程。",
+ "buyer": "医疗机构及诊所运营团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移为医疗专业应用；旧发布的诊所挽回收入、节省费用与利用率效果不归Novoflow收入，当前部署周期与旧一小时上线说法分开。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-30491"
+ "YC-E-30491",
+ "C02-BOUNDARY-YC30491"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：在诊所及医院的EHR中部署Agent，自动处理医疗运营流程。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Health Tech"
- ]
+ ],
+ "businessModel": "行业运营软件与部署服务；旧语音前台产品和现有流程自动化收费待拆"
},
{
"id": "YC30496",
@@ -4969,82 +4997,90 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Building reinforcement learning environments",
- "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": "构建用于前沿模型训练的强化学习环境。",
+ "buyer": "前沿模型研发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "现主营为模型训练；同页Jazzberry/Prophet代码查错旧发布保留沿革，不将旧应用直接作当前软件开发主营。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30501"
+ "YC-E-30501",
+ "C02-FULL-YC30501"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建用于前沿模型训练的强化学习环境。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Reinforcement Learning",
"Data Labeling",
"AI",
"ML"
- ]
+ ],
+ "businessModel": "训练环境服务；许可与项目合同未核"
},
{
"id": "YC30503",
"name": "Vesence",
"url": "https://www.ycombinator.com/companies/vesence",
- "cat": "C02",
+ "cat": "C05",
"year": 2025,
"team": 10,
"location": "San Francisco",
- "business": "公司简介：The Agent-Native Computer",
- "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": "提供整合邮件、文件、浏览器及多Agent桌面的跨设备工作台。",
+ "buyer": "创始人、知识工作者及专业服务团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "现官网与YC均为工作台；旧Word合同审查应用单列沿革，按面向使用者的办公交付归C05，非按云电脑实现归算力。创始人音乐版税不归公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30503"
+ "YC-E-30503",
+ "C02-FULL-YC30503",
+ "C02-CURRENT-HOME-YC30503"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供整合邮件、文件、浏览器及多Agent桌面的跨设备工作台。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Finance",
"B2B",
"Legal",
"AI"
- ]
+ ],
+ "businessModel": "云端工作台与Office工具；席位、算力及服务费待拆"
},
{
"id": "YC30506",
"name": "Klavis AI",
"url": "https://www.ycombinator.com/companies/klavis-ai",
- "cat": "C04",
+ "cat": "C02",
"year": 2025,
"team": 3,
"location": null,
- "business": "公司简介：High Quality Coding & Agentic Data for AI labs",
- "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": "提供编码及工具使用的长期任务、验证反馈与数据，支持模型后训练。",
+ "buyer": "前沿模型实验室及后训练团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从编码工具移训练设施；当前YC与官网主张数据交付，旧开源MCP集成发布保留沿革，不把旧集成数当当前付费量。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30506"
+ "YC-E-30506",
+ "C04-CAT-YC30506",
+ "C04-HOME-YC30506"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供编码及工具使用的长期任务、验证反馈与数据，支持模型后训练。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "编码/工具使用训练数据及环境交付；许可、项目与数据权利待拆"
},
{
"id": "YC30509",
@@ -5054,28 +5090,30 @@
"year": 2025,
"team": 2,
"location": "Boston",
- "business": "公司简介：Robots for the inspection and maintenance of data centers",
- "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": "部署移动操作机器人，执行数据中心巡检、维护及远程现场操作。",
+ "buyer": "数据中心运营及维护团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人应用；客户产业是数据中心，不等提供云算力。客户节省保险费和SLA损失不是Boost收入，远程人工与自主操作比例待核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30509"
+ "YC-E-30509",
+ "C10-FULL-YC30509"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：部署移动操作机器人，执行数据中心巡检、维护及远程现场操作。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Hardware",
"Robotics",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "机器人系统与巡检维护服务；设备、工时及持续服务合同待核"
},
{
"id": "YC30510",
@@ -5130,22 +5168,24 @@
"year": 2025,
"team": 2,
"location": "Boston",
- "business": "公司简介：Gearless robot joints for better embodied 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": "为机器人研发提供无减速器关节及机械臂。",
+ "buyer": "机器人开发者及AI研究实验室",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人部件；旧Navrim入门机械臂发布与现高转矩关节定位分开，200标价不是当前全部产品价或已实现收入，仿真迁移效果未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30511"
+ "YC-E-30511",
+ "C10-FULL-YC30511"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为机器人研发提供无减速器关节及机械臂。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
+ "directoryTags": [],
+ "businessModel": "机器人关节/机械臂硬件；设备与配套控制软件收费待拆"
},
{
"id": "YC30515",
@@ -5155,22 +5195,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Recursive self improving harnesses and models",
- "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": "构建用于递归自我改进、可修改界面及模型后训练的工具。",
+ "buyer": "Agent与模型研发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "当前简介为工具研发，同页Saffron Health转诊旧发布与现主营分开，不转移旧医疗效果或创始人此前客户收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30515"
+ "YC-E-30515",
+ "AGENT-CAT-YC30515"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建用于递归自我改进、可修改界面及模型后训练的工具。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "自我改进开发工具；开源声明、许可和商业合同待核"
},
{
"id": "YC30517",
@@ -5205,25 +5247,27 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：A personal EA in your iMessage",
- "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iMessage提供日程、回复起草及会议预订的个人助理。",
+ "buyer": "个人及高日程负荷用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人应用；Orchid与旧Zero邮件客户端发布单列，不因旧开源发布认定现助理代码公开。批准后执行和真实可用性未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30518"
+ "YC-E-30518",
+ "CONSUMER-CAT-YC30518"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过iMessage提供日程、回复起草及会议预订的个人助理。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"AI",
"AI Assistant"
- ]
+ ],
+ "businessModel": "个人助理应用；订阅、人工支持及运行成本待核"
},
{
"id": "YC30521",
@@ -5263,27 +5307,30 @@
"year": 2025,
"team": 7,
"location": "Berlin, Germany",
- "business": "公司简介：We build software factories for 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": "为工程团队诊断交付瓶颈，并持续实施软件工厂及Agent工作流改进。",
+ "buyer": "工程管理者及软件交付团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留工程交付分类但注明服务模式；官网团队直接向客户仓库提交改进，非纯自助订阅。旧Cursor for CTOs与现主营分开，客户估值和旧Origin业绩不归公司收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30523"
+ "YC-E-30523",
+ "C04-CAT-YC30523",
+ "C04-HOME-YC30523"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为工程团队诊断交付瓶颈，并持续实施软件工厂及Agent工作流改进。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"SaaS",
"Productivity",
"Team Collaboration",
"AI"
- ]
+ ],
+ "businessModel": "工程改进服务加软件工具；人员投入、月度合作及许可待拆"
},
{
"id": "YC30524",
@@ -5415,25 +5462,28 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Automatically write and update internal docs with every code commit.",
- "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": "随代码提交自动生成和更新内部技术文档。",
+ "buyer": "软件开发及工程知识维护团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "YC长简介空白，已用官网补当前文档生成交付；示例代码、实时更新动画及演示入口不证明已部署或付费，精度与权限安全未独立核。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30532"
+ "YC-E-30532",
+ "C04-CAT-YC30532",
+ "C04-HOME-YC30532"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：随代码提交自动生成和更新内部技术文档。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"SaaS",
"AI"
- ]
+ ],
+ "businessModel": "代码文档软件与仓库连接；许可、席位或用量收费未核"
},
{
"id": "YC30539",
@@ -5593,24 +5643,26 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Program verification so even your systems engineers can vibecode",
- "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": "研究更快的程序验证，并用验证反馈支持可靠代码生成及迁移。",
+ "buyer": "复杂系统软件、安全及验证团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件验证分类；训练模型是实现途径，当前买家任务为代码正确性。万倍加速、漏洞发现与安全承诺仅自述，未运行验证器或核独立研究。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30548"
+ "YC-E-30548",
+ "C04-CAT-YC30548"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研究更快的程序验证，并用验证反馈支持可靠代码生成及迁移。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Machine Learning"
- ]
+ ],
+ "businessModel": "程序验证及AI编码研发工具；模型许可与服务合同未核"
},
{
"id": "YC30549",
@@ -5620,22 +5672,24 @@
"year": 2025,
"team": 7,
"location": "San Francisco",
- "business": "公司简介：The open-source context retrieval layer for 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": "连接工作应用与私有数据源，为Agent提供可检索上下文、REST/MCP接口。",
+ "buyer": "Agent产品与开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "本轮只读YC，未打开所链接代码或SDK；不把开源宣传当已验证材料或独立性能。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30549"
+ "YC-E-30549",
+ "AGENT-CAT-YC30549"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：连接工作应用与私有数据源，为Agent提供可检索上下文、REST/MCP接口。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "上下文检索和连接设施，托管/开源收费边界待核"
},
{
"id": "YC30552",
@@ -5756,25 +5810,26 @@
"id": "YC30559",
"name": "Godela",
"url": "https://www.ycombinator.com/companies/godela",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 10,
"location": "San Francisco",
- "business": "公司简介：AI Physics Engine to replace simulations and prototypes",
- "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；业务分类已按官方长简介人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "用AI物理引擎辅助工程与科学仿真、设计和原型研发。",
+ "buyer": "工程师与科学研发团队",
+ "delivery": "专业工程软件；未独立测试仿真质量",
+ "notes": "模型用于行业仿真任务，不仅因物理世界或硬件标签归机器人整机。 收入、定价与技术能力仍需专项核验。",
"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-30559"
+ "YC-E-30559",
+ "PHYSICAL-CAT-YC30559"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方长简介：用AI物理引擎替代工程仿真和实体原型，面向实体产品研发。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：用AI物理引擎辅助工程与科学仿真、设计和原型研发。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": [
"Hard Tech",
"Hardware",
@@ -5835,27 +5890,29 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI agents for web testing",
- "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": "按自然语言编写E2E测试，并结合实际用户会话维护测试。",
+ "buyer": "应用开发及QA团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留质量保障工具；不等代开发完整应用或提供员工外包，测试稳定性及覆盖率为自述，用户会话使用权限未核。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30562"
+ "YC-E-30562",
+ "C04-CAT-YC30562"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：按自然语言编写E2E测试，并结合实际用户会话维护测试。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"B2B",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "自动测试软件；运行次数、席位与维护收费未核"
},
{
"id": "YC30566",
@@ -5890,26 +5947,28 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Create and play games 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": "让用户创建、分享并与他人一起玩游戏。",
+ "buyer": "个人游戏玩家与轻量创作者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人娱乐；当前简介以玩和分享为主，不直接当工程应用生成工具。产品短简介、付费规模和AI能力待补证。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30569"
+ "YC-E-30569",
+ "CONSUMER-CAT-YC30569"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：让用户创建、分享并与他人一起玩游戏。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Consumer",
"Gaming",
"AI"
- ]
+ ],
+ "businessModel": "消费者游戏创作与娱乐应用；订阅、虚拟物品及分发收费未披露"
},
{
"id": "YC30582",
@@ -5919,22 +5978,37 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Your personal AI for language learning",
- "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": "通过个性化AI对话与实时纠正帮助用户练习外语口语。",
+ "buyer": "个人语言学习者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人学习应用；2025年7月200000 MRR为历史自述，原文$币种未核，不能当2026当前MRR或支付平台核验。用户、学习效果和增长率非独立验证。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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",
+ "stage": "公开自述有使用或付费，历史经营数字与当前合同待核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-30582"
+ "YC-E-30582",
+ "CONSUMER-CAT-YC30582",
+ "CONSUMER-HOME-06",
+ "CONSUMER-INCOME-PINGO"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过个性化AI对话与实时纠正帮助用户练习外语口语。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "消费者语言学习订阅；试用、应用商店及平台费用待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC当前公司与所附公开发布关联，精确注册、签约及财务合并主体未独立核。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读当前产品及发布自述；未运行产品、复现效果或核实际合同与收入。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC30582",
+ "CONSUMER-INCOME-PINGO"
+ ]
+ }
},
{
"id": "YC30591",
@@ -6026,32 +6100,34 @@
"id": "YC30605",
"name": "Dedalus Labs",
"url": "https://www.ycombinator.com/companies/dedalus-labs",
- "cat": "C02",
+ "cat": "C03",
"year": 2025,
"team": 8,
"location": "San Francisco",
- "business": "公司简介：Persistent computers for 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Agent提供隔离且跨会话保留文件、软件和状态的计算环境及开发接口。",
+ "buyer": "Agent开发者及应用团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移Agent运行设施；Dedalus Machines现主营与旧MCP托管发布分开。免费积分不是收入，未读代码或运行SDK。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30605"
+ "YC-E-30605",
+ "C02-FULL-YC30605"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为Agent提供隔离且跨会话保留文件、软件和状态的计算环境及开发接口。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Developer Tools",
"DevOps",
"Cloud Computing",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "持久Agent运行环境API，配套SDK/工具连接，计费待核"
},
{
"id": "YC30606",
@@ -6061,22 +6137,24 @@
"year": 2025,
"team": 6,
"location": "Pittsburgh, PA",
- "business": "公司简介：Enterprise Voice 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": "供企业构建和部署云端或本地语音Agent。",
+ "buyer": "企业语音自动化及开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "YC当前状态Inactive，停用原因和时间未知，不等依法注销。旧家居服务客服和地产排程发布与当前平台简介分开，六客户不等当前付费或收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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",
+ "stage": "YC标Inactive，停用时间和原因待核；保留历史公司研究记录",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-30606"
+ "YC-E-30606",
+ "AGENT-CAT-YC30606"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：供企业构建和部署云端或本地语音Agent。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "语音Agent构建/部署平台；定制服务与平台收费未核"
},
{
"id": "YC30607",
@@ -6111,24 +6189,26 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Long-horizon RL environments",
- "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": "构建真实工作流的长期强化学习环境，提供评测及后训练数据生产支持。",
+ "buyer": "模型后训练、数据及评测团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型训练设施；旧评测标注平台与专家池并列为沿革，创始人前公司七位数ARR不归MangoDesk。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30608"
+ "YC-E-30608",
+ "C02-FULL-YC30608"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建真实工作流的长期强化学习环境，提供评测及后训练数据生产支持。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"AI"
- ]
+ ],
+ "businessModel": "RL环境、标注流程软件及专家数据服务；分项合同待核"
},
{
"id": "YC30610",
@@ -6164,26 +6244,29 @@
"id": "YC30613",
"name": "Blank Bio",
"url": "https://www.ycombinator.com/companies/blank-bio",
- "cat": "C02",
+ "cat": "C01",
"year": 2025,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：RNA intelligence for precision medicine",
- "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": "训练RNA基础模型，研究疾病进展及治疗反应，支持药企临床试验决策。",
+ "buyer": "药企及生物技术研发团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移为行业基础模型；当前官网强调精准肿瘤学，旧RNA序列设计发布保留沿革，开源使用和合作方不等付费收入或临床有效性验证。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-30613"
+ "YC-E-30613",
+ "C02-BOUNDARY-YC30613",
+ "C02-HOME-YC30613"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：训练RNA基础模型，研究疾病进展及治疗反应，支持药企临床试验决策。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
+ "directoryTags": [],
+ "businessModel": "行业基础模型与临床研发应用；模型许可、研究服务及应用合同未核"
},
{
"id": "YC30614",
@@ -6343,22 +6426,24 @@
"year": 2025,
"team": 8,
"location": "San Francisco",
- "business": "公司简介：AI models that teach robots new skills in hours",
- "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": "结合学习控制模型与机械臂部署，为实体作业学习新技能。",
+ "buyer": "需要可重配置机器人作业的企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体交付；自研控制模型是机器人系统组成，按小时付费不等纯软件订阅。客户使用及几小时学会技能仅自述，无金额或独立性能验证。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30624"
+ "YC-E-30624",
+ "C10-FULL-YC30624"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：结合学习控制模型与机械臂部署，为实体作业学习新技能。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
+ "directoryTags": [],
+ "businessModel": "机器人部署及按小时使用服务；硬件、人工支持和用量合同待核"
},
{
"id": "YC30625",
@@ -6368,25 +6453,27 @@
"year": 2025,
"team": 2,
"location": "New York City, NY",
- "business": "公司简介：Independent AI evaluations lab",
- "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": "提供模型基准、排行榜和评估服务，帮助比较AI系统表现。",
+ "buyer": "模型研发与Agent产品团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "同页保留ZeroEval开发工具旧发布；独立/防污染是机构页自述，未复现测试，不自动给本公司记第三方独立评测级别。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30625"
+ "YC-E-30625",
+ "AGENT-CAT-YC30625"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供模型基准、排行榜和评估服务，帮助比较AI系统表现。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "评测研究及工具，广告、服务与软件收入模式未核"
},
{
"id": "YC30626",
@@ -6396,25 +6483,27 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Visibility and Controls for Browser 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": "记录浏览器Agent动作并对高风险操作及跨站数据泄漏施加控制。",
+ "buyer": "企业安全与Agent部署团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "当前简介为浏览器安全，旧建筑图纸审查与RFI发布另属沿革，客户节省工期不作当前收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30626"
+ "YC-E-30626",
+ "AGENT-CAT-YC30626"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：记录浏览器Agent动作并对高风险操作及跨站数据泄漏施加控制。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Cybersecurity",
"AI"
- ]
+ ],
+ "businessModel": "浏览器Agent运行控制扩展；收费未核"
},
{
"id": "YC30628",
@@ -6483,28 +6572,31 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：The E2E testing layer for AI-driven development",
- "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": "为开发团队以自然语言编写并持续运行UI、API及SDK端到端测试。",
+ "buyer": "软件开发及质量保障团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "当前YC和getlark.ai为测试工具，旧uselark.ai计费和账单Agent发布单列；客户账单吞吐、LLM成本及演示测试数不归当前收入，不与其他同名Lark合并。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30630"
+ "YC-E-30630",
+ "C04-CAT-YC30630",
+ "C04-HOME-YC30630"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为开发团队以自然语言编写并持续运行UI、API及SDK端到端测试。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"B2B",
"DevOps",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "持续测试平台；运行用量、订阅及支持收费待核"
},
{
"id": "YC30634",
@@ -6514,22 +6606,24 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Build and ship native Swift apps 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": "在真实Xcode项目上辅助构建、模拟、测试及发布原生Swift应用。",
+ "buyer": "Apple平台应用开发者",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留应用开发分类；旧iPhone开发环境与当前项目工作流分开。创始人过去Apple/Storehouse使用与收购业绩非Bitrig收入，App Store发布不代表自身收入已核。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30634"
+ "YC-E-30634",
+ "C04-CAT-YC30634"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在真实Xcode项目上辅助构建、模拟、测试及发布原生Swift应用。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "原生应用开发环境；软件订阅及自带模型额度边界待核"
},
{
"id": "YC30636",
@@ -6567,26 +6661,29 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：World's largest crowdsourced benchmark for AI-generated design",
- "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": "提供多模型创作入口与生成结果比较，兼众包设计能力排行榜。",
+ "buyer": "创作者、模型使用者及评测团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "暂保留创意交付，官网现有创作入口与旧设计基准发布并列，不只按旧benchmark标签决定当前收入。Arcada Labs、Intelligence品牌及法律主体边界待核，榜单不当其自身独立能力证明。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30637"
+ "YC-E-30637",
+ "CONSUMER-CAT-YC30637",
+ "CONSUMER-HOME-09"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供多模型创作入口与生成结果比较，兼众包设计能力排行榜。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Design",
"Crowdsourcing",
"AI"
- ]
+ ],
+ "businessModel": "创作工作台与模型比较/评测双线；实际收入比例未披露"
},
{
"id": "YC30638",
@@ -6680,22 +6777,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Agentic sales enrichment spreadsheet",
- "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生成的TypeScript列和数据连接，丰富销售线索并运行GTM研究。",
+ "buyer": "销售研究及增长工程团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售数据工具；可写代码是实现形式，不直接归通用编码。推荐客户500每月是转介支出承诺，不当收入或已实现分成；数据权利和当前报价未核。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30642"
+ "YC-E-30642",
+ "SALES-CAT-YC30642"
],
"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AI生成的TypeScript列和数据连接，丰富销售线索并运行GTM研究。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
+ "directoryTags": [],
+ "businessModel": "销售数据电子表格与丰富API；数据供应、席位和用量费待拆"
},
{
"id": "YC30643",
@@ -6760,22 +6859,24 @@
"year": 2025,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Audio Data for AI Labs",
- "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": "组织贡献者采集语音，提供基础语音模型训练及评测数据。",
+ "buyer": "语音模型实验室及研究团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留训练数据分类，非自研语音模型；贡献者网络规模、覆盖语言与已付费客户不同，未核录音权利及数据质量。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30645"
+ "YC-E-30645",
+ "C02-FULL-YC30645"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：组织贡献者采集语音，提供基础语音模型训练及评测数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
+ "directoryTags": [],
+ "businessModel": "语音数据集采集与许可；项目、复用权和贡献者成本待核"
},
{
"id": "YC30646",
@@ -6785,53 +6886,57 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Human experts as API for 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": "通过MCP/API将遇到难题的Agent接入实时人类领域专家。",
+ "buyer": "Agent开发者及企业Agent产品团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "匹配30秒、专业资质及可用性均为自述；专家交易额、旧语音产品分钟数和创始人2021旧创业不归新公司收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30646"
+ "YC-E-30646",
+ "AGENT-CAT-YC30646"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过MCP/API将遇到难题的Agent接入实时人类领域专家。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "人工专家转接市场与Agent工具接口；平台费和专家报酬分摊待核"
},
{
"id": "YC30647",
"name": "Cyberdesk",
"url": "https://www.ycombinator.com/companies/cyberdesk",
- "cat": "C02",
+ "cat": "C03",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Self learning computer use agent for developers",
- "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API让开发者在Windows等旧桌面系统运行可学习任务轨迹的Agent。",
+ "buyer": "需要连接旧桌面软件的开发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "由算力移Agent设施；医疗是客户场景，不直接当诊所运营商。速度、确定性与生产使用均为自述，旧项目用户量不归本公司。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30647"
+ "YC-E-30647",
+ "C02-FULL-YC30647"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过API让开发者在Windows等旧桌面系统运行可学习任务轨迹的Agent。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Developer Tools",
"Robotic Process Automation",
"Workflow Automation",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "电脑操作Agent API与运行设施；用量及部署合同未核"
},
{
"id": "YC30648",
@@ -6866,27 +6971,29 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：We sell GPUs.",
- "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": "销售灵活GPU合约，并提供裸机开通、监控、Kubernetes及Slurm运维层。",
+ "buyer": "GPU使用团队及GPU云供应商",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留算力设施分类，但不视为纯软件订阅；旧开源调度器发布与当前GPU合约交付分开，潜在客户原有云支出不是Lilac收入。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-30649"
+ "YC-E-30649",
+ "C02-BOUNDARY-YC30649"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：销售灵活GPU合约，并提供裸机开通、监控、Kubernetes及Slurm运维层。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Machine Learning",
"Cloud Computing",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "GPU算力合约与托管运维；自营/转售、软件费和服务费待拆"
},
{
"id": "YC30650",
@@ -7135,28 +7242,30 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Robots, parts & RL envs & evals - delivered in 48 hrs / pickup in SF.",
- "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": "供应机器人及零件，并支持遥操作数据采集、RL环境和生产部署。",
+ "buyer": "机器人研究、工业运营及活动团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人硬件主营；DeepAware与Robotics Center品牌沿革注明。简介48/72小时交货表述不一，旧数据中心节能产品不当现主营或收入，实际库存和交货未核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30662"
+ "YC-E-30662",
+ "C10-FULL-YC30662"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：供应机器人及零件，并支持遥操作数据采集、RL环境和生产部署。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Machine Learning",
"Robotics",
"Supply Chain",
"Data Engineering",
"AI"
- ]
+ ],
+ "businessModel": "机器人/部件销售加数据与部署服务；分项收入和成本待拆"
},
{
"id": "YC30663",
@@ -7366,22 +7475,24 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Firmware in minutes, not months - rigorously tested on real hardware",
- "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": "根据硬件资料生成嵌入式固件，并在实际硬件上自动测试。",
+ "buyer": "嵌入式软件及硬件产品开发团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件开发：产出为固件代码，与电路/CAD设计工具分开。SpaceX等旧履历、召回损失和交付速度不当当前客户、收入或独立验证。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30675"
+ "YC-E-30675",
+ "C04-CAT-YC30675"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：根据硬件资料生成嵌入式固件，并在实际硬件上自动测试。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "固件开发Agent与硬件测试支持；软件、工程服务及设备成本待拆"
},
{
"id": "YC30676",
@@ -7662,26 +7773,28 @@
"id": "YC30688",
"name": "Fulcrum",
"url": "https://www.ycombinator.com/companies/fulcrum",
- "cat": "C04",
+ "cat": "C03",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The agentic debugger for AI systems",
- "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": "用红队Agent诊断RL环境和Agent行为中的缺陷及奖励投机。",
+ "buyer": "RL环境及Agent研发团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从普通编码移Agent评测设施；同页两条近似发布不当两家产品或两份独立证据。诊断能力和可用性仅自述，未运行系统。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30688"
+ "YC-E-30688",
+ "C04-CAT-YC30688"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：用红队Agent诊断RL环境和Agent行为中的缺陷及奖励投机。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "Agent环境调试、实验及监控工具；软件与研究服务合同待核"
},
{
"id": "YC30689",
@@ -7858,31 +7971,34 @@
"id": "YC30697",
"name": "Normal",
"url": "https://www.ycombinator.com/companies/normal",
- "cat": "C08",
+ "cat": "C07",
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Applied research lab for hardware design",
- "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": "以硬件设计应用研究为当前定位，旧发布涉及硬件认证自动化。",
+ "buyer": "硬件设计及合规工程团队（当前签约买家待核）",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意暂移专业工程，YC长简介空白且官网读取失败，不凭旧Vanta for Hardware发布认定当前仍卖合规工具。认证工时及研究宣传未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30697"
+ "YC-E-30697",
+ "CONSUMER-CAT-YC30697",
+ "CONSUMER-HOME-02"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以硬件设计应用研究为当前定位，旧发布涉及硬件认证自动化。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Hardware",
"Manufacturing",
"AI",
"Industrial"
- ]
+ ],
+ "businessModel": "专业工程研究/软件；当前产品、许可与服务模式未披露"
},
{
"id": "YC30698",
@@ -7943,29 +8059,33 @@
"id": "YC30700",
"name": "Nozomio",
"url": "https://www.ycombinator.com/companies/nozomio",
- "cat": "C08",
+ "cat": "C09",
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：creators of folk.com",
- "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": "Nozomio官网自述开发Folk个人AI伙伴，另保留Nia开发上下文产品沿革。",
+ "buyer": "个人AI伙伴用户；现具体付费买家待核",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移个人应用；当前官网明确Folk AI friend，旧Nia MCP上下文不直接替代现主营。Folk目标页未读，不与同名CRM合并，当前法律主体及合同待核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30700"
+ "YC-E-30700",
+ "CONSUMER-CAT-YC30700",
+ "CONSUMER-HOME-01",
+ "CONSUMER-HOME-05"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：Nozomio官网自述开发Folk个人AI伙伴，另保留Nia开发上下文产品沿革。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Consumer",
"AI"
- ]
+ ],
+ "businessModel": "产品实验室与个人AI应用；订阅、上下文产品及产品线收入未拆"
},
{
"id": "YC30701",
@@ -8035,26 +8155,28 @@
"year": 2025,
"team": 2,
"location": "New York City, NY",
- "business": "公司简介：Next generation robot deployer",
- "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": "部署机器人执行工业巡检和安保，并利用部署数据训练控制智能。",
+ "buyer": "工业巡检与安全运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人部署；同页旧Riff音乐编辑器发布另列沿革，不把音乐应用用户或旧定位转到机器人收入，现实际合同与自主程度待核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30703"
+ "YC-E-30703",
+ "C10-FULL-YC30703"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：部署机器人执行工业巡检和安保，并利用部署数据训练控制智能。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "机器人部署及实体作业服务；设备、人工及持续收费待核"
},
{
"id": "YC30707",
@@ -8119,28 +8241,30 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Cloud infrastructure for MCP servers and Claude / ChatGPT plugins.",
- "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MCP服务和应用提供云部署、鉴权、测试、监控及发布支持。",
+ "buyer": "MCP应用和Agent产品开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "页面列原名mcp-use；星标、下载和创始人旧项目金额不等公司收入，本轮未打开代码、运行SDK或核官方推荐宣传。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30710"
+ "YC-E-30710",
+ "AGENT-CAT-YC30710"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为MCP服务和应用提供云部署、鉴权、测试、监控及发布支持。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Developer Tools",
"B2B",
"Open Source",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "开源SDK加托管MCP云；具体合同及用量收费待核"
},
{
"id": "YC30712",
@@ -8150,25 +8274,28 @@
"year": 2025,
"team": null,
"location": "San Francisco",
- "business": "公司简介：deploying the first billion robots for manufacturing",
- "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": "设计、构建并部署可配置的制造机器人工作单元。",
+ "buyer": "中小制造及高混合生产团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "YC长简介为空，relling.co跳转现官网补产品；第一十亿机器人是愿景。六周及节省成本是代表性自述，不作已交付数量、审计毛利或收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30712"
+ "YC-E-30712",
+ "C10-FULL-YC30712",
+ "C10-CURRENT-HOME-YC30712"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：设计、构建并部署可配置的制造机器人工作单元。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "交钥匙机器人工作单元与集成服务；设备、验收及维护合同待拆"
},
{
"id": "YC30715",
@@ -8229,26 +8356,29 @@
"id": "YC30717",
"name": "Iron Grid",
"url": "https://www.ycombinator.com/companies/iron-grid",
- "cat": "C02",
+ "cat": "C07",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI-Native Data Center Engineering",
- "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AI原生数据中心工程为定位，官网介绍电池、风险和复杂系统建模背景。",
+ "buyer": "数据中心工程相关团队（按定位推定，签约买家待核）",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施暂移行业专业应用；YC和官网均缺详细产品及合同，不能凭创始人经历推定已售GPU、云推理、保险或工程总包，分类仍需补证。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-30717"
+ "YC-E-30717",
+ "C02-BOUNDARY-YC30717",
+ "C02-HOME-YC30717"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：以AI原生数据中心工程为定位，官网介绍电池、风险和复杂系统建模背景。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
+ "directoryTags": [],
+ "businessModel": "数据中心工程业务；软件、咨询及建设责任未披露，暂按专业工程应用分类"
},
{
"id": "YC30719",
@@ -8288,27 +8418,29 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：AI agents for E2E testing across mobile & web",
- "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": "随代码差异自动生成、维护并运行移动端与Web的E2E测试。",
+ "buyer": "移动及Web开发、QA团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留测试工具；旧移动QA与2.0移动/Web扩展分开。节省工程时间和客户所属大公司规模不等收入或自身团队规模。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30720"
+ "YC-E-30720",
+ "C04-CAT-YC30720"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：随代码差异自动生成、维护并运行移动端与Web的E2E测试。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"B2B",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "自动测试与编码Agent验证平台；运行、订阅及服务收费待核"
},
{
"id": "YC30721",
@@ -8318,26 +8450,29 @@
"year": 2025,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：Done-for-you AI video ads and Meta campaign management",
- "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": "为企业制作广告视频并提供Meta投放管理，成品经人工审查。",
+ "buyer": "付费社交广告及企业营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销服务；官网明确旧自助讲解视频应用仅向现客户开放，新客户为广告代理。每周25成品、90天退款条件非收入，媒体费用与服务收费分开。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30721"
+ "YC-E-30721",
+ "SALES-CAT-YC30721",
+ "SALES-HOME-01"
],
"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：为企业制作广告视频并提供Meta投放管理，成品经人工审查。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Video",
"Marketing",
"Advertising"
- ]
+ ],
+ "businessModel": "广告制作代理服务，可兼投放托管；项目/月费、人力与媒体支出待拆"
},
{
"id": "YC30722",
@@ -8483,27 +8618,29 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Affordable, intelligent humanoid robots built to deploy at scale",
- "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": "制造移动人形机器人，并结合视频动作模型和部署反馈执行实体任务。",
+ "buyer": "酒店、实验室及其他实体作业团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人系统；数据小时是训练输入，不直接当数据销售收入。旧发布预售与秋季交货计划、现简介已部署叙述分开，标价不等销量或实收。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30728"
+ "YC-E-30728",
+ "C10-FULL-YC30728"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：制造移动人形机器人，并结合视频动作模型和部署反馈执行实体任务。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hardware",
"Robotics",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "机器人硬件、控制系统与部署支持；预订、设备和服务费用待拆"
},
{
"id": "YC30730",
@@ -8569,26 +8706,28 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Airline customer service, fully automated.",
- "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": "为航空及交通企业处理电话、邮件和聊天支持，并衔接旅行系统完成请求。",
+ "buyer": "航空、旅行及交通客户服务团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留客户运营；Flightfox旧业务2200万/2500万年收入不同叙述均非Humoniq收入。替代外包与全天自动化仅自述，不推实际付费或毛利。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30732"
+ "YC-E-30732",
+ "SALES-CAT-YC30732"
],
"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：为航空及交通企业处理电话、邮件和聊天支持，并衔接旅行系统完成请求。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Travel",
"AI",
"Conversational AI"
- ]
+ ],
+ "businessModel": "行业客户运营托管与软件；人工升级、通话和集成成本待核"
},
{
"id": "YC30734",
@@ -8678,26 +8817,28 @@
"id": "YC30737",
"name": "Foresight",
"url": "https://www.ycombinator.com/companies/foresight",
- "cat": "C09",
+ "cat": "C06",
"year": 2025,
"team": 2,
"location": "New York City, NY",
- "business": "公司简介：Consumer simulations for CPG 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": "模拟消费者反应，为企业产品及市场决策提供研究。",
+ "buyer": "消费品企业市场研究及产品团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从消费者应用移企业市场研究；consumer是研究对象不是买家。25倍证据、自述预测能力和客户成本改善不是收入或独立验证。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30737"
+ "YC-E-30737",
+ "CONSUMER-CAT-YC30737"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：模拟消费者反应，为企业产品及市场决策提供研究。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "消费者模拟与市场研究软件/服务；项目与许可待拆"
},
{
"id": "YC30739",
@@ -8707,26 +8848,28 @@
"year": 2025,
"team": 2,
"location": "New York City, NY",
- "business": "公司简介：AI sales roleplay built from your real deals",
- "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": "以真实交易、CRM与过往通话构建AI买家，供销售人员模拟练习和教练评分。",
+ "buyer": "企业销售及培训团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售赋能；模拟买家不是模型训练数据供应或实际客户成交。免费练习、评分效果和客户规模无收入金额。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30739"
+ "YC-E-30739",
+ "SALES-CAT-YC30739"
],
"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：以真实交易、CRM与过往通话构建AI买家，供销售人员模拟练习和教练评分。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Sales",
"Sales Enablement",
"AI"
- ]
+ ],
+ "businessModel": "销售角色扮演软件；席位、模拟时长及教练服务收费未核"
},
{
"id": "YC30740",
@@ -8736,22 +8879,24 @@
"year": 2025,
"team": 13,
"location": "San Francisco",
- "business": "公司简介：Infrastructure to build reliable 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": "为生产Agent可靠完成复杂任务提供运行基础设施。",
+ "buyer": "Agent产品与开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "YC状态Acquired，买方、交易金额和独立业务连续性本轮未核；不把被收购当收入或当前仍独立运营。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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",
+ "stage": "YC标Acquired，买方与交易时间待核；不确认当前独立运营",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-30740"
+ "YC-E-30740",
+ "AGENT-CAT-YC30740"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为生产Agent可靠完成复杂任务提供运行基础设施。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "Agent可靠性设施；当前独立产品与交易后的收费模式待核"
},
{
"id": "YC30741",
@@ -8842,32 +8987,34 @@
"id": "YC30744",
"name": "SigmanticAI",
"url": "https://www.ycombinator.com/companies/sigmanticai",
- "cat": "C02",
+ "cat": "C07",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The Cursor for Chip Design - Delivering Silicon-Ready Chip Designs…",
- "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VSCode衍生环境中辅助RTL/HDL生成、测试、调试，并连接现有EDA工具。",
+ "buyer": "芯片设计与验证工程团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移芯片设计专业应用；首次付费客户、CPU设计与VerilogEval分数仅为发布自述，无收入金额，未独立复现综合或流片结果。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-30744"
+ "YC-E-30744",
+ "C02-BOUNDARY-YC30744"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：在VSCode衍生环境中辅助RTL/HDL生成、测试、调试，并连接现有EDA工具。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Hard Tech",
"Hardware",
"B2B",
"AI",
"AI Assistant"
- ]
+ ],
+ "businessModel": "芯片设计软件，支持云端及本地部署；席位、许可和服务合同未核"
},
{
"id": "YC30747",
@@ -8986,57 +9133,61 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Browser infra for AI agents: sessions, auth, proxies, payments",
- "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Agent提供云浏览器会话、身份、代理、支付和相邻运行环境。",
+ "buyer": "浏览器Agent与自动化开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "旧Nottelabs名称和工作流发布保留沿革；支付交易额、安全与性能宣传未独立核，不等公司收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30756"
+ "YC-E-30756",
+ "AGENT-CAT-YC30756"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为Agent提供云浏览器会话、身份、代理、支付和相邻运行环境。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Developer Tools",
"API",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "浏览器运行基础设施API；具体计费和合同待核"
},
{
"id": "YC30759",
"name": "Certus AI",
"url": "https://www.ycombinator.com/companies/certus-ai",
- "cat": "C09",
+ "cat": "C06",
"year": 2025,
"team": 8,
"location": "San Francisco",
- "business": "公司简介：Replacing the restaurant phone line with Voice 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": "替餐厅处理电话接单、配送、预订及客户问题。",
+ "buyer": "餐厅及连锁餐饮运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移客户运营；餐厅每店损失、订单与行业规模不是Certus收入，创始人旧餐厅及增长业务不归当前公司。零人工与集成能力未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30759"
+ "YC-E-30759",
+ "CONSUMER-CAT-YC30759"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：替餐厅处理电话接单、配送、预订及客户问题。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"SaaS",
"B2B",
"Restaurant Tech",
"AI"
- ]
+ ],
+ "businessModel": "餐饮呼叫运营软件与系统集成；通话、订阅及服务费待拆"
},
{
"id": "YC30762",
@@ -9156,26 +9307,28 @@
"id": "YC30770",
"name": "Button Computer",
"url": "https://www.ycombinator.com/companies/button-computer",
- "cat": "C02",
+ "cat": "C09",
"year": 2025,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：The tiny computer built for voice 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": "研发夹在衣服上的按键语音AI设备，作为手机和电脑的交互伴侣。",
+ "buyer": "个人语音AI用户",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移个人应用终端；公开发布不证明量产或交货。延迟和隐私为公司自述，没有运行验证或自身收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30770"
+ "YC-E-30770",
+ "C02-FULL-YC30770"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发夹在衣服上的按键语音AI设备，作为手机和电脑的交互伴侣。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
+ "directoryTags": [],
+ "businessModel": "消费者硬件与语音应用；设备、订阅和模型成本待拆"
},
{
"id": "YC30774",
@@ -9267,28 +9420,31 @@
"id": "YC30782",
"name": "TectoAI",
"url": "https://www.ycombinator.com/companies/tectoai",
- "cat": "C03",
+ "cat": "C05",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：A Platform for AI Governance",
- "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": "帮助企业选择和引入AI工具，评估上线后的行为、合规及治理。",
+ "buyer": "企业GRC、信息安全、IT和AI采用团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "按当前主要买家与治理任务归企业工作，非通用Agent运行时；YC状态Inactive，原因与时间未核，官网读取超时。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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",
+ "stage": "YC标Inactive，停用时间和原因待核；保留历史公司研究记录",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-30782"
+ "YC-E-30782",
+ "AGENT-CAT-YC30782",
+ "AGENT-HOME-YC30782"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：帮助企业选择和引入AI工具，评估上线后的行为、合规及治理。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"AI"
- ]
+ ],
+ "businessModel": "企业AI治理与供应商采用/监督工作流；服务和软件收费未核"
},
{
"id": "YC30785",
@@ -9324,30 +9480,33 @@
"id": "YC30789",
"name": "Interfere",
"url": "https://www.ycombinator.com/companies/interfere",
- "cat": "C08",
+ "cat": "C04",
"year": 2025,
"team": 8,
"location": "New York City, NY",
- "business": "公司简介：Give engineering, product, and design teams insight into unseen issues",
- "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": "持续观察应用问题，帮助工程、产品和设计团队定位根因并跟踪修复。",
+ "buyer": "软件工程及产品质量团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移软件开发；design指产品团队不是图像生成。官网问题、受影响用户及错误率是演示，不当实际客户或收入，合规标识未独立核证。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30789"
+ "YC-E-30789",
+ "CONSUMER-CAT-YC30789",
+ "CONSUMER-HOME-03"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：持续观察应用问题，帮助工程、产品和设计团队定位根因并跟踪修复。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Developer Tools",
"Design",
"AI"
- ]
+ ],
+ "businessModel": "生产可观测与故障诊断软件；许可、数据用量及支持收费待核"
},
{
"id": "YC30791",
@@ -9490,30 +9649,32 @@
"id": "YC30797",
"name": "Veritus",
"url": "https://www.ycombinator.com/companies/veritus",
- "cat": "C09",
+ "cat": "C07",
"year": 2025,
"team": 10,
"location": "San Francisco",
- "business": "公司简介：AI agents for the consumer lending industry",
- "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": "为贷款机构提供跨渠道贷款服务及催收Agent。",
+ "buyer": "贷款机构、金融科技及催收企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移金融专业业务；consumer lending描述行业。旧发布提自营买债和全州许可推进，不认定已获全部许可；回收额、贷款总量与公司净收入分开。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30797"
+ "YC-E-30797",
+ "CONSUMER-CAT-YC30797"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为贷款机构提供跨渠道贷款服务及催收Agent。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Fintech",
"Lending",
"AI"
- ]
+ ],
+ "businessModel": "金融运营软件许可，另有自营债权催收路线；许可费、回收款及债权收益待拆"
},
{
"id": "YC30799",
@@ -9692,27 +9853,30 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：AI that creates and runs ads, end-end",
- "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": "创建、发布并优化付费广告、落地页和归因分析。",
+ "buyer": "DTC、SaaS及企业营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销运营；旧AI搜索可见性分析发布与现广告引擎分开。1500团队、30企业和20倍提升为自述，不等收入；赞助结果与模型渠道实际接入未独立核。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30822"
+ "YC-E-30822",
+ "SALES-CAT-YC30822",
+ "SALES-HOME-03"
],
"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：创建、发布并优化付费广告、落地页和归因分析。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"B2B",
"Marketing",
"Advertising",
"AI"
- ]
+ ],
+ "businessModel": "营销软件自助与托管双线；软件费、管理费和广告预算待拆"
},
{
"id": "YC30828",
@@ -9722,22 +9886,37 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Studio-Grade Design at Scale",
- "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": "使用AI设计Agent为企业交付落地页等设计作品。",
+ "buyer": "创业公司及企业设计需求方",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留创意服务；上线四周78000收入仅历史自述，非软件MRR。旧人类设计工作室与现服务分开，不把同行100000起价当公司已签价。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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",
+ "stage": "公开自述有使用或付费，历史经营数字与当前合同待核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-30828"
+ "YC-E-30828",
+ "CONSUMER-CAT-YC30828",
+ "CONSUMER-HOME-07",
+ "CONSUMER-INCOME-SEMIOTIC"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：使用AI设计Agent为企业交付落地页等设计作品。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "设计服务/项目交付，含AI软件；项目费、人员及模型成本待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC当前公司与所附公开发布关联，精确注册、签约及财务合并主体未独立核。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读当前产品及发布自述；未运行产品、复现效果或核实际合同与收入。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC30828",
+ "CONSUMER-INCOME-SEMIOTIC"
+ ]
+ }
},
{
"id": "YC30832",
@@ -9804,28 +9983,30 @@
"year": 2025,
"team": 26,
"location": "San Francisco",
- "business": "公司简介：Replace marketing agencies 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": "生成广告及配套落地页，并结合CRM/ERP分配跨渠道预算及优化营销。",
+ "buyer": "中小企业及企业营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销运营；客户ROAS提升和预算优化不是公司收入，替代代理宣传不证明所有人员已被软件替代或相应毛利。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-30844"
+ "YC-E-30844",
+ "SALES-CAT-YC30844"
],
"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：生成广告及配套落地页，并结合CRM/ERP分配跨渠道预算及优化营销。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"SaaS",
"B2B",
"Analytics",
"Advertising",
"AI"
- ]
+ ],
+ "businessModel": "营销自动化平台与代理替代服务；订阅、媒体管理及人工支持待拆"
},
{
"id": "YC30845",
@@ -10006,25 +10187,27 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Payment infrastructure for 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Agent提供资金访问、支付权限和支出限制，衔接支付及API工具。",
+ "buyer": "Agent开发者与企业自动化团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "同页Locus Founder是叠加基础设施的经营应用，不新增公司；标价和用户盈利承诺不作已实现公司收入，产品线须拆分。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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": "YC Locus Founder发布称$50/月，利润超过$1,000/月部分抽5%；仅该产品当时标价，基础设施及当前已签合同未核",
"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-30859"
+ "YC-E-30859",
+ "AGENT-CAT-YC30859"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为Agent提供资金访问、支付权限和支出限制，衔接支付及API工具。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Finance",
"AI"
- ]
+ ],
+ "businessModel": "Agent支付/交易执行设施；另有Locus Founder终端应用与数据API，收入比例待核"
},
{
"id": "YC30860",
@@ -10059,26 +10242,28 @@
"year": 2025,
"team": 5,
"location": "New York City, NY",
- "business": "公司简介：Your Personal AI for everyday work. Lives in your texts.",
- "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": "通过短信提供任务、日程、消息跟进及个性化提醒的个人AI助理。",
+ "buyer": "个人及知识工作者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人应用；旧电脑语音界面与现短信交付单列，前Loom项目不归现客户或收入。长期记忆、主动执行及权限安全未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30861"
+ "YC-E-30861",
+ "CONSUMER-CAT-YC30861"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过短信提供任务、日程、消息跟进及个性化提醒的个人AI助理。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Automation",
"AI",
"AI Assistant"
- ]
+ ],
+ "businessModel": "个人助理应用；订阅、消息和执行服务成本待核"
},
{
"id": "YC30863",
@@ -10359,54 +10544,58 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Continuous AI pentesting that finds and fixes vulnerabilities",
- "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": "使用Agent持续测试软件漏洞并提供可操作的发现及修复线索。",
+ "buyer": "应用开发及软件安全团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留安全测试；CTF经历、漏洞影响及市场传统测试价格不作自身收入。无误报和优于人类等为自述，未对目标运行任何安全测试。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30875"
+ "YC-E-30875",
+ "C04-CAT-YC30875"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：使用Agent持续测试软件漏洞并提供可操作的发现及修复线索。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Security",
"Cybersecurity",
"AI"
- ]
+ ],
+ "businessModel": "持续渗透测试软件及研究服务；人工复核、报告与订阅收费待拆"
},
{
"id": "YC30876",
"name": "Velum Labs",
"url": "https://www.ycombinator.com/companies/velum-labs",
- "cat": "C02",
+ "cat": "C05",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The OS for data quality across any 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": "监控并执行企业数据栈的数据质量规则，阻止问题数据进入报表。",
+ "buyer": "企业数据及分析团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移企业通用数据工作；OS/infra是定位，已读资料未明确主营模型训练或推理设施，AI能力及具体产品仍需补证。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30876"
+ "YC-E-30876",
+ "C02-FULL-YC30876"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：监控并执行企业数据栈的数据质量规则，阻止问题数据进入报表。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Machine Learning",
"Data Engineering"
- ]
+ ],
+ "businessModel": "企业数据质量与监控软件；许可、席位和服务收费未核"
},
{
"id": "YC30877",
@@ -10547,52 +10736,56 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Training Data for Recursive Self-Improvement",
- "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": "组织数学等领域专家构建训练数据和RL环境，帮助实验室训练研究型Agent。",
+ "buyer": "前沿模型实验室及研究团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留训练数据设施；合作、人才招募及模型表现仅自述，旧Headstarter用户和创始人履历不归当前公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-30883"
+ "YC-E-30883",
+ "C02-FULL-YC30883"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：组织数学等领域专家构建训练数据和RL环境，帮助实验室训练研究型Agent。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Reinforcement Learning"
- ]
+ ],
+ "businessModel": "专家参与的数据及训练环境交付；项目收入、专家报酬和许可待拆"
},
{
"id": "YC30885",
"name": "Semble",
"url": "https://www.ycombinator.com/companies/semble",
- "cat": "C08",
+ "cat": "C07",
"year": 2025,
"team": 14,
"location": "San Francisco",
- "business": "公司简介：Takeoffs, design, and field work. Powered by 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": "处理施工图标注、工程量计算、PDF协作和现场工作。",
+ "buyer": "建筑施工、工程及现场团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移建筑专业应用；design是工程任务，不等通用视觉创作。简介短，AI使用、交付及具体合同仍待补证。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30885"
+ "YC-E-30885",
+ "CONSUMER-CAT-YC30885"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：处理施工图标注、工程量计算、PDF协作和现场工作。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"SaaS",
"AI"
- ]
+ ],
+ "businessModel": "建筑行业文档/工程软件；席位、项目及服务收费未核"
},
{
"id": "YC30886",
@@ -10930,24 +11123,26 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI language buddy in the games kids love",
- "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": "在儿童熟悉的游戏中通过AI伙伴进行外语对话练习。",
+ "buyer": "儿童学习者及家长",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人学习；Minecraft购买和私人教师时薪不是Aleph收入，课程次数与学习提升自述无独立教学评估。儿童资料处理及实际付费未核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30910"
+ "YC-E-30910",
+ "CONSUMER-CAT-YC30910"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在儿童熟悉的游戏中通过AI伙伴进行外语对话练习。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"AI"
- ]
+ ],
+ "businessModel": "游戏内语言学习应用；订阅和游戏许可成本未核"
},
{
"id": "YC30911",
@@ -11336,27 +11531,29 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Robots to build civilization",
- "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": "研发从示范学习的通用机器人，用于设备装配、安装及维护。",
+ "buyer": "AI基础设施及实体设备运维团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体机器人；现简介首次部署计划2027年初，不能当2026已交付。旧Thesis AI研究发布及Sphere估值/支付量不归当前机器人收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30928"
+ "YC-E-30928",
+ "C10-FULL-YC30928"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发从示范学习的通用机器人，用于设备装配、安装及维护。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Machine Learning",
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "机器人系统研发与部署；设备/作业服务模式待核"
},
{
"id": "YC30929",
@@ -11366,56 +11563,60 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Code and browse in the same place",
- "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": "在浏览器中结合页面、代码及运行上下文，帮助开发者指挥编码Agent。",
+ "buyer": "前端及应用开发者",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发工具；同页Inspector旧前端IDE与现Radius定位单列，100倍产出是宣传，未试用或测评，未独立核品牌/法律主体。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30929"
+ "YC-E-30929",
+ "C04-CAT-YC30929"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在浏览器中结合页面、代码及运行上下文，帮助开发者指挥编码Agent。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Design",
"Design Tools",
"AI"
- ]
+ ],
+ "businessModel": "开发者浏览器与AI编辑工作流；许可和模型用量未核"
},
{
"id": "YC30930",
"name": "Cortex AI",
"url": "https://www.ycombinator.com/companies/cortex-ai",
- "cat": "C10",
+ "cat": "C02",
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Large-scale real-world robot & human data for embodied 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": "采集真实工作场景的人类第一视角、机器人轨迹和恢复操作数据，供模型研发。",
+ "buyer": "机器人基础模型及通用机器人研发团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移训练数据设施；场地收取报酬不是Cortex收入，Carousell估值是创始人旧公司业绩，数据权利、客户及实际交付未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30930"
+ "YC-E-30930",
+ "C10-FULL-YC30930"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：采集真实工作场景的人类第一视角、机器人轨迹和恢复操作数据，供模型研发。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Reinforcement Learning",
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "机器人训练数据采集、许可与场地撮合；参与方分账待核"
},
{
"id": "YC30931",
@@ -11547,22 +11748,24 @@
"year": 2025,
"team": 3,
"location": "New York City, NY",
- "business": "公司简介：The planning layer for teams that build with coding 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": "帮助工程团队在编码Agent执行前比较方案并对齐软件规格。",
+ "buyer": "软件工程及架构规划团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发协作工具；不是据多Agent实现就归通用运行设施。旧withjuno联系方式保留沿革，客户/前雇主工程规模不当自身收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30942"
+ "YC-E-30942",
+ "C04-CAT-YC30942"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：帮助工程团队在编码Agent执行前比较方案并对齐软件规格。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "软件规格规划与多Agent方案比较工作台；收费未核"
},
{
"id": "YC30944",
@@ -11628,25 +11831,28 @@
"year": 2025,
"team": null,
"location": "San Francisco",
- "business": "公司简介：General Purpose Robots",
- "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": "研发可执行不安全、重复或枯燥任务的开放源码通用机器人。",
+ "buyer": "通用机器人研究及实体作业团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "按当前简介暂保留机器人研究；旧Spatial AI数据集发布单列，不直接当现主营。官网未取得可读正文，开源、量产、合同和自主性未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30947"
+ "YC-E-30947",
+ "C10-FULL-YC30947",
+ "C10-CURRENT-HOME-YC30947"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发可执行不安全、重复或枯燥任务的开放源码通用机器人。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "机器人研发；硬件、模型和开源商业边界未披露"
},
{
"id": "YC30948",
@@ -11739,27 +11945,29 @@
"year": 2025,
"team": 2,
"location": "Stockholm, Sweden",
- "business": "公司简介：The cloud platform built for coding 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": "为编码Agent构建应用提供本地开发环境、后端资源及云部署平台。",
+ "buyer": "应用开发者及AI应用构建平台",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件开发平台但注明云服务成本；旧自然语言后端发布与现平台范围分开。前雇主支付吞吐和客户每天新建项目不当公司收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-30954"
+ "YC-E-30954",
+ "C04-CAT-YC30954"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为编码Agent构建应用提供本地开发环境、后端资源及云部署平台。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"No-code",
"DevOps",
"AI"
- ]
+ ],
+ "businessModel": "应用云平台和自动后端生成；资源用量、托管及软件收费待拆"
},
{
"id": "YC30956",
@@ -11825,28 +12033,30 @@
"year": 2025,
"team": 10,
"location": "Los Angeles, CA",
- "business": "公司简介：The production canvas for AI film 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": "为使用AI的电影团队提供在线制作白板及协作画布。",
+ "buyer": "AI影视制作及广告创作团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留创意交付；旧广告代制与现画布分开，视频播放量不等收入。Kalshi作品并不证明平台订阅或全部制作成本已核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30958"
+ "YC-E-30958",
+ "CONSUMER-CAT-YC30958"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为使用AI的电影团队提供在线制作白板及协作画布。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Generative AI",
"Entertainment",
"Video",
"Media",
"Marketing"
- ]
+ ],
+ "businessModel": "视频制作协作软件，兼内容制作服务；两类合同待拆"
},
{
"id": "YC30960",
@@ -11856,22 +12066,24 @@
"year": 2025,
"team": 4,
"location": "Vienna, Austria",
- "business": "公司简介：Agentic infrastructure to power AI-native 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": "连接和托管MCP工具，为员工、Agent及AI客户端提供权限治理和追踪。",
+ "buyer": "企业AI平台与Agent开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "Magic MCP集成数量、冷启动速度、部署数与可用性均为自述；不把接入量、旧公司项目或客户融资当收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30960"
+ "YC-E-30960",
+ "AGENT-CAT-YC30960"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：连接和托管MCP工具，为员工、Agent及AI客户端提供权限治理和追踪。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "MCP部署、工具连接及运行平台；合同与具体收费未核"
},
{
"id": "YC30962",
@@ -11932,26 +12144,28 @@
"id": "YC30966",
"name": "Karumi",
"url": "https://www.ycombinator.com/companies/karumi",
- "cat": "C09",
+ "cat": "C06",
"year": 2025,
"team": 6,
"location": null,
- "business": "公司简介：The Waymo of Personalized demos",
- "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": "在潜在客户视频通话中自动进行个性化产品演示。",
+ "buyer": "销售、产品营销及获客团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移客户收入运营；虚拟演示用户和客户错失商机不当公司收入。自动转化与多语言能力未独立核，不据Waymo比喻归实体机器人。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-30966"
+ "YC-E-30966",
+ "CONSUMER-CAT-YC30966"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在潜在客户视频通话中自动进行个性化产品演示。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "销售演示Agent及自助Demo软件；订阅、通话及服务费待核"
},
{
"id": "YC30967",
@@ -12162,22 +12376,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Real-time web intelligence API for AI agents and GTM 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": "以统一API提供网页搜索、人员和公司数据、研究、抓取与信号监测。",
+ "buyer": "Agent开发团队及GTM数据使用者",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "当前交付为API，旧GTM指挥台作为产品沿革；创始人把别家公司从900K到7M ARR的业绩不归The Hog。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-30986"
+ "YC-E-30986",
+ "AGENT-CAT-YC30986"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：以统一API提供网页搜索、人员和公司数据、研究、抓取与信号监测。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "按积分统一结算的数据/工具API；供应商成本和毛利待核"
},
{
"id": "YC30987",
@@ -12187,59 +12403,76 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Robots with soul",
- "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": "为现有机器人接入语音、交互及动作控制，使用户自然语言配置行为。",
+ "buyer": "机器人制造商、集成商及机器人使用团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人控制系统，未视为自造硬件。与Unitree等合作、情绪智能和完全自主均自述，产品舞台演示不等持续客户收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30987"
+ "YC-E-30987",
+ "C10-FULL-YC30987"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为现有机器人接入语音、交互及动作控制，使用户自然语言配置行为。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Hardware",
"Robotics",
"Design",
"Conversational AI"
- ]
+ ],
+ "businessModel": "机器人控制/交互软件与部署；许可、设备捆绑和支持费未核"
},
{
"id": "YC30989",
"name": "Bluma",
"url": "https://www.ycombinator.com/companies/bluma",
- "cat": "C06",
+ "cat": "C08",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Canva for short-form video ads",
- "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": "提供短视频广告生成、UGC样式、模板及节点画布编辑工作流。",
+ "buyer": "内容创作、代理及品牌营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "从营销运营移创意制作，官网和新版发布重编辑与素材产出，未见替客户管理媒体预算。旧28k MRR为模糊时点自述，币种未给，不当当前平台MRR或ARR。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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",
+ "stage": "有公司自述经营金额，旧发布、现产品及实际合同待核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-30989"
+ "YC-E-30989",
+ "SALES-CAT-YC30989",
+ "SALES-HOME-05",
+ "SALES-LAUNCH-BLUMA"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：提供短视频广告生成、UGC样式、模板及节点画布编辑工作流。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"B2B",
"Social Media",
"Video",
"Marketing",
"Advertising"
- ]
+ ],
+ "businessModel": "视频生成/编辑软件；订阅、模型用量与服务费待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC当前公司及附载发布与官网关联；精确注册、全部签约实体和财务合并范围待核。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-31",
+ "summary": "已读产品与相关技术自述，未打开模型/源码、运行或独立复测，不把生成效果或自研模型宣传当独立成绩。",
+ "evidenceIds": [
+ "SALES-CAT-YC30989",
+ "SALES-LAUNCH-BLUMA"
+ ]
+ }
},
{
"id": "YC30991",
@@ -12249,26 +12482,28 @@
"year": 2025,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：A robotics intelligence system for metal fabrication",
- "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": "为工业机械臂提供视觉感知和控制系统，先从焊接自动化切入。",
+ "buyer": "金属制造及工业生产团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人应用；全流程把原材变成零件是路线图，不当已实现所有制造任务。客户返工、人工成本及盈利压力不是公司收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-30991"
+ "YC-E-30991",
+ "C10-FULL-YC30991"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为工业机械臂提供视觉感知和控制系统，先从焊接自动化切入。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotic Process Automation",
"Robotics",
"Industrial"
- ]
+ ],
+ "businessModel": "机器人焊接/加工系统与集成；设备、软件及作业收费待拆"
},
{
"id": "YC30993",
@@ -12572,30 +12807,32 @@
"id": "YC31013",
"name": "Rivet",
"url": "https://www.ycombinator.com/companies/rivet-design",
- "cat": "C08",
+ "cat": "C04",
"year": 2025,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Explore dozens of design directions with your agent",
- "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": "把设计师对现有产品界面的视觉修改意图转成可审查代码。",
+ "buyer": "产品设计与前端工程团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移软件开发，产出为产品代码而非一般图片。当前设计探索与旧可直接修改并提交工作流并列，代码质量和实际合并未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31013"
+ "YC-E-31013",
+ "CONSUMER-CAT-YC31013"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：把设计师对现有产品界面的视觉修改意图转成可审查代码。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Design",
"Design Tools",
"AI"
- ]
+ ],
+ "businessModel": "可视化前端开发/修改工具；席位、模型和运行费用待核"
},
{
"id": "YC31020",
@@ -12661,26 +12898,29 @@
"id": "YC31023",
"name": "Standard Physics",
"url": "https://www.ycombinator.com/companies/standard-physics",
- "cat": "C08",
+ "cat": "C07",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Fast Physics Simulations for Rapid Design and Real Time Control",
- "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": "通过数值物理求解器进行流体仿真、设计搜索及建筑实时热控制。",
+ "buyer": "硬件、能源、建筑及数据中心工程团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移专业工程；Standard Physics原Inviscid AI，现Reynolds/Archimedes/Inviscid产品线分开。节能、千倍速度和大合同为自述，无收入金额；官网失败留缺。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31023"
+ "YC-E-31023",
+ "CONSUMER-CAT-YC31023",
+ "CONSUMER-HOME-04"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过数值物理求解器进行流体仿真、设计搜索及建筑实时热控制。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "工程软件与按设计成果收费服务，另有实时控制；合同及算力成本待拆"
},
{
"id": "YC31025",
@@ -12775,26 +13015,28 @@
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Team chat to command all your company's coding 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": "通过团队聊天发起、监督和审阅多编码Agent任务，并共享需求及决策。",
+ "buyer": "使用编码Agent的软件团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留工程协作工具；编码Agent是用户已有执行器，非据聊天功能归客服。免费模型访问、千Agent愿景和创始人旧研究不当付费或已实现规模。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31046"
+ "YC-E-31046",
+ "C04-CAT-YC31046"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过团队聊天发起、监督和审阅多编码Agent任务，并共享需求及决策。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Chat",
"AI"
- ]
+ ],
+ "businessModel": "工程协作工作台与Agent调度界面；席位、模型及算力收费待拆"
},
{
"id": "YC31048",
@@ -12829,28 +13071,30 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：The AI sales agent for CPG brands",
- "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": "整合分销及零售数据，为消费品品牌生成每日销售行动、外联及跟进。",
+ "buyer": "消费品品牌销售负责人及经营者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售功能，旧后勤库存应用与现销售切入分开。客户250000机会、2000万品牌销售和7倍替代分析师效果非Corvera收入，620万融资及同行35亿也排除。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-31051"
+ "YC-E-31051",
+ "SALES-CAT-YC31051"
],
"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：整合分销及零售数据，为消费品品牌生成每日销售行动、外联及跟进。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"SaaS",
"Consumer",
"B2B",
"Data Engineering",
"AI"
- ]
+ ],
+ "businessModel": "行业销售决策与执行软件；平台、数据和实施费用待核"
},
{
"id": "YC31057",
@@ -13015,30 +13259,32 @@
"id": "YC31082",
"name": "Quotient Labs",
"url": "https://www.ycombinator.com/companies/quotient-labs",
- "cat": "C04",
+ "cat": "C02",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Use Claude Code at 47% less cost in one line of installation.",
- "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": "在编码工具之上优化上下文、工具调用及token使用，降低模型调用成本。",
+ "buyer": "高用量编码Agent及模型应用团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从代码生产移模型优化设施；Fermat’s Last Token是产品名，47%降费与无质量损失为自建测试自述，不是客户ROI已验证或公司收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31082"
+ "YC-E-31082",
+ "C04-CAT-YC31082"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在编码工具之上优化上下文、工具调用及token使用，降低模型调用成本。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"SaaS",
"AI"
- ]
+ ],
+ "businessModel": "模型上下文与调用优化层；许可、代理用量及节省分成未核"
},
{
"id": "YC31083",
@@ -13132,27 +13378,29 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Fastest inference anywhere: open models on-prem, hosted or on-device",
- "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": "提供开放权重模型云端、BYOC、本地及设备侧推理栈与SDK。",
+ "buyer": "模型部署及实时AI应用开发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留推理设施；旧设备侧SDK与Wally现主营一并注明。引用Artificial Analysis的速度是公司转述，本轮未独立核榜单或运行测试；免费积分非收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31088"
+ "YC-E-31088",
+ "C02-FULL-YC31088"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供开放权重模型云端、BYOC、本地及设备侧推理栈与SDK。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Developer Tools",
"Open Source",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "Wally按token托管推理、专属部署和设备SDK；各产品收入待拆"
},
{
"id": "YC31089",
@@ -13263,25 +13511,26 @@
"id": "YC31102",
"name": "Fuchsia",
"url": "https://www.ycombinator.com/companies/fuchsia",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Vanta for hardware",
- "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；业务分类已按官方长简介人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "用AI辅助硬件认证要求、技术文件、测试计划和实验室协调。",
+ "buyer": "机器人、医疗设备及IoT硬件团队",
+ "delivery": "内部专家与合作实验室提供认证测试服务；自动化与人工收入待拆分",
+ "notes": "Noetic为页面保留的旧发布名；没有独立性能或合规效果验证。 收入、定价与技术能力仍需专项核验。",
"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-31102"
+ "YC-E-31102",
+ "PHYSICAL-CAT-YC31102"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方长简介：用Agent处理硬件认证和测试，面向实体产品上市流程。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：用AI辅助硬件认证要求、技术文件、测试计划和实验室协调。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -13448,22 +13697,24 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：AI Customer Support for Fortune 500-scale 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": "为大型B2C企业自动处理语音/聊天销售、支持及遗留系统工作流。",
+ "buyer": "企业客户服务及销售团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留客户运营；全收入周期和LG等使用为自述，不把客户销售提升当收入。B2C是客户业务类型，不等消费者个人应用。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-31117"
+ "YC-E-31117",
+ "SALES-CAT-YC31117"
],
"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：为大型B2C企业自动处理语音/聊天销售、支持及遗留系统工作流。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
+ "directoryTags": [],
+ "businessModel": "企业客户运营软件与部署；通话、会话、实施及服务合同待拆"
},
{
"id": "YC31118",
@@ -13473,24 +13724,26 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：/dev/fast is the AI-native code forge",
- "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": "以交互画布呈现代码、差异和Agent轨迹，支持软件设计及审查。",
+ "buyer": "软件设计及代码评审团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发工具；现Whiteboard、旧Review及Carson办公Agent发布分开，不新增公司或将旧办公使用当现代码工具收入。开源和安全宣传未在本轮代码核验。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31118"
+ "YC-E-31118",
+ "C04-CAT-YC31118"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以交互画布呈现代码、差异和Agent轨迹，支持软件设计及审查。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools"
- ]
+ ],
+ "businessModel": "代码设计与评审桌面工具；开源/商业许可及托管收费待核"
},
{
"id": "YC31121",
@@ -13550,22 +13803,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The Fastest Multimodal Inference OS",
- "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": "整合模型路由、缓存、评测、微调及推理引擎，并提供GPU部署资源。",
+ "buyer": "生产AI产品工程及模型平台团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型基础设施；旧多租户资源聚合与现自述Grace GPU栈分开，不由宣传推定自有资产、已付费规模或性能。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31128"
+ "YC-E-31128",
+ "C02-FULL-YC31128"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：整合模型路由、缓存、评测、微调及推理引擎，并提供GPU部署资源。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
+ "directoryTags": [],
+ "businessModel": "GPU云、统一推理平台及优化服务；资源计费与合同待核"
},
{
"id": "YC31129",
@@ -13711,22 +13966,24 @@
"year": 2025,
"team": 12,
"location": "San Francisco",
- "business": "公司简介：Turning everyday words and actions into usable training data.",
- "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": "按规格组织多模态数据采集，并许可已完成的训练数据集。",
+ "buyer": "模型训练、语音及机器人研发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留训练数据设施；权利清理与交付速度为自述，未逐项审同意书、许可链及实际交付合同。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31137"
+ "YC-E-31137",
+ "C02-FULL-YC31137"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：按规格组织多模态数据采集，并许可已完成的训练数据集。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
+ "directoryTags": [],
+ "businessModel": "定制采集项目与现货数据许可；贡献者支付、复用权和净收入待拆"
},
{
"id": "YC31138",
@@ -13788,80 +14045,99 @@
"id": "YC31140",
"name": "CodeWisp",
"url": "https://www.ycombinator.com/companies/codewisp",
- "cat": "C09",
+ "cat": "C04",
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Anyone can create real games 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": "根据自然语言生成并发布可玩的Web游戏代码、结构与素材。",
+ "buyer": "游戏构建者及无编程经验的创作者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人游戏应用移软件生成，主要交付是构建可发布游戏。与面向玩家的娱乐Feed分开，生成速度及市场规模不作收入。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31140"
+ "YC-E-31140",
+ "CONSUMER-CAT-YC31140"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：根据自然语言生成并发布可玩的Web游戏代码、结构与素材。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "游戏应用生成平台；模型用量、发布及订阅费用待核"
},
{
"id": "YC31141",
"name": "OctaPulse",
"url": "https://www.ycombinator.com/companies/octapulse",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 2,
"location": "Frisco, TX",
- "business": "公司简介：OctaPulse builds computer vision and robotics for fish farms and…",
- "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": "为鱼场及水产加工提供逐鱼表型测量与视觉数字孪生，机器人单元另在试点选址。",
+ "buyer": "水产养殖、育种及加工企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移当前水产专业应用。六位数年合同与付费试点描述的覆盖关系未核，不等已确认收入或ARR；当前机器人试点选址不当已量产，行业规模与客户效益排除。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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",
+ "stage": "公司自述有部署、年合同及付费试点，机器人单元尚在选择试点；实际收入未核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-31141"
+ "YC-E-31141",
+ "C10-FULL-YC31141",
+ "C10-CURRENT-HOME-YC31141",
+ "OCTAPULSE-CONTRACT-LAUNCH"
],
"revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为鱼场及水产加工提供逐鱼表型测量与视觉数字孪生，机器人单元另在试点选址。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
+ "directoryTags": [],
+ "businessModel": "行业视觉软件、相机部署与试点服务，另有机器人路线图；合同拆分待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "同一YC页当前产品、OctaPulse官网及Riverence合同发布关联；未核精确注册主体、签约实体或回款。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读视觉表型、数字孪生及机器人路线图自述；未运行系统或独立复测95%以上精度和逐鱼检查提速，不把性能宣传当第三方测评。",
+ "evidenceIds": [
+ "C10-FULL-YC31141",
+ "OCTAPULSE-CONTRACT-LAUNCH"
+ ]
+ }
},
{
"id": "YC31145",
"name": "RamAIn",
"url": "https://www.ycombinator.com/companies/ramain",
- "cat": "C02",
+ "cat": "C05",
"year": 2025,
"team": 7,
"location": "San Francisco",
- "business": "公司简介：RamAIn - AI Employees with a computer to perform business tasks just…",
- "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": "培训可操作企业浏览器及桌面应用的AI员工，自动完成跨系统业务任务。",
+ "buyer": "采购、财务、保险等企业运营团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移企业通用工作；买家是运营团队而非主要出售开发者运行环境，多个行业案例不分别新增公司，安全及速度未独立核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31145"
+ "YC-E-31145",
+ "C02-FULL-YC31145"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：培训可操作企业浏览器及桌面应用的AI员工，自动完成跨系统业务任务。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Robotic Process Automation",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "企业流程自动化及部署支持；席位、任务及服务收费未核"
},
{
"id": "YC31146",
@@ -13998,50 +14274,53 @@
"id": "YC31157",
"name": "Drafted",
"url": "https://www.ycombinator.com/companies/drafted",
- "cat": "C08",
+ "cat": "C07",
"year": 2025,
"team": 9,
"location": "San Francisco",
- "business": "公司简介：Design your home instantly 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": "提供住宅空间输入、平面及立面生成和CAD/PDF导出的建筑设计工具。",
+ "buyer": "住宅设计者、建筑工程及房主用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从一般创意移建筑专业应用；模型研发是产品组成，不直接当通用基础模型供应。1750万融资、用户与平面图生成量非收入，保持原团队快照不擅改。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31157"
+ "YC-E-31157",
+ "CONSUMER-CAT-YC31157"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供住宅空间输入、平面及立面生成和CAD/PDF导出的建筑设计工具。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "建筑设计软件，含自研生成模型；许可、订阅及服务费用待核"
},
{
"id": "YC31158",
"name": "Terranox AI",
"url": "https://www.ycombinator.com/companies/terranox-ai",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The first AI-powered uranium discovery company",
- "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；业务分类已按官方长简介人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "使用地质数据与AI模型开展北美铀矿勘探。",
+ "buyer": "矿业与资源项目合作方；实际付费客户待核",
+ "delivery": "垂直整合资源勘探业务，软件授权收入未确认",
+ "notes": "探矿项目、矿产价值和行业资本投入不等软件ARR；不据AI标签认定基础模型供应商。 收入、定价与技术能力仍需专项核验。",
"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-31158"
+ "YC-E-31158",
+ "PHYSICAL-CAT-YC31158"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方长简介：用AI定位铀矿并参与资源勘探，属于实体资源产业。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：使用地质数据与AI模型开展北美铀矿勘探。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -14102,22 +14381,24 @@
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：LLM context compression for better accuracy",
- "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": "提供压缩模型上下文的API和面向Agent的代理工具。",
+ "buyer": "长上下文模型及Agent开发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型优化设施；开源及压缩倍率为自述，未打开代码或复测精度，不把客户节省的token费用当本公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31164"
+ "YC-E-31164",
+ "C02-FULL-YC31164"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供压缩模型上下文的API和面向Agent的代理工具。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
+ "directoryTags": [],
+ "businessModel": "上下文压缩API与代理工具；用量、许可和托管收费未核"
},
{
"id": "YC31165",
@@ -14286,25 +14567,27 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：We optimize inference stacks for 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": "针对客户硬件与工作负载定制优化推理部署镜像。",
+ "buyer": "模型部署及AI产品工程团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留推理设施；现主营是定制优化，旧实时视觉API发布单列，不能当纯软件订阅。达标付款条件不证明已实现收入或毛利。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31171"
+ "YC-E-31171",
+ "C02-FULL-YC31171"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：针对客户硬件与工作负载定制优化推理部署镜像。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "以约定性能达标为条件的推理优化服务；合同周期和收入确认待核"
},
{
"id": "YC31172",
@@ -14339,22 +14622,24 @@
"year": 2026,
"team": 14,
"location": "San Francisco",
- "business": "公司简介：AI pentesting, that works!",
- "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": "对应用及基础设施持续执行自动渗透测试并验证漏洞。",
+ "buyer": "应用开发及安全团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件安全测试；原Hex Security名称注明。30多亿美元避免损失是按暴露记录估算的客户风险，非收入或已追回金额，攻击能力未独立运行核验。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31174"
+ "YC-E-31174",
+ "C04-CAT-YC31174"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：对应用及基础设施持续执行自动渗透测试并验证漏洞。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "持续安全测试软件与报告服务；人工参与及许可待拆"
},
{
"id": "YC31175",
@@ -14439,27 +14724,29 @@
"year": 2025,
"team": 7,
"location": "London, United Kingdom",
- "business": "公司简介：Modular AI-Commanded Drones for Defence",
- "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": "研发并交付模块化自主无人系统样机，面向相关机构客户反馈。",
+ "buyer": "无人系统采购及运营机构",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体无人系统；合作方、原型寄送与正式验收采购分开，不据机构名称认定已收款或规模部署；成本与自主性是自述，未核实际系统。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31180"
+ "YC-E-31180",
+ "C10-FULL-YC31180"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发并交付模块化自主无人系统样机，面向相关机构客户反馈。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hardware",
"Drones",
"Defense",
"AI"
- ]
+ ],
+ "businessModel": "无人系统硬件研发、样机与支持服务；采购、交付及收费未核"
},
{
"id": "YC31181",
@@ -14659,26 +14946,28 @@
"year": 2025,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Custom models and inference, built and run 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": "为企业定制构建并运行模型与推理系统。",
+ "buyer": "需要专属模型的企业团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留设施分类但标注服务交付，当前长简介空白、据简介及发布判断；Belvedir创始人提及过去Traverse不直接证明两公司现主体或财务相同。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31191"
+ "YC-E-31191",
+ "C02-FULL-YC31191"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为企业定制构建并运行模型与推理系统。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Machine Learning",
"Reinforcement Learning",
"AI"
- ]
+ ],
+ "businessModel": "少量客户深度合作的模型/推理工程服务；合同未核"
},
{
"id": "YC31192",
@@ -14688,25 +14977,27 @@
"year": 2025,
"team": 2,
"location": "Toronto, Canada",
- "business": "公司简介：Consumer app studio.",
- "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": "以消费者应用工作室运营Island屏幕时间管理应用。",
+ "buyer": "个人数字健康及屏幕时间用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人应用；工作室与单产品不拆成重复公司。简介短，实际AI能力、付费和主体待核，不将屏幕时间效果直接视为已验证。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31192"
+ "YC-E-31192",
+ "CONSUMER-CAT-YC31192"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以消费者应用工作室运营Island屏幕时间管理应用。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Consumer",
"AI"
- ]
+ ],
+ "businessModel": "消费者应用组合；各产品订阅、收费及组合收入待核"
},
{
"id": "YC31195",
@@ -14823,26 +15114,28 @@
"year": 2025,
"team": 3,
"location": "Bengaluru, India",
- "business": "公司简介：Train, eval and build autonomous 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": "提供自主Agent训练、基准评估及部署平台。",
+ "buyer": "Agent研发和企业部署团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "简介较短，训练是否包含独立模型/环境销售未核；W2026批次不等成立年，原Founded 2025保留。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31200"
+ "YC-E-31200",
+ "AGENT-CAT-YC31200"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供自主Agent训练、基准评估及部署平台。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"B2B",
"Operations",
"AI"
- ]
+ ],
+ "businessModel": "Agent开发评测平台，具体交付和收费合同待核"
},
{
"id": "YC31201",
@@ -14877,26 +15170,28 @@
"year": 2025,
"team": 2,
"location": "Germany",
- "business": "公司简介：Marketing suite for the agentic web",
- "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": "识别影响品牌AI可见性的内容，并生成和执行面向Agent的营销动作。",
+ "buyer": "品牌、数字营销及获客团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销；AI流量、品牌客户和顶线增长不作自身收入。工具内容能供Agent使用不等主营通用开发设施，自动效果未独立核。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-31203"
+ "YC-E-31203",
+ "SALES-CAT-YC31203"
],
"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：识别影响品牌AI可见性的内容，并生成和执行面向Agent的营销动作。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Analytics",
"Marketing",
"AI"
- ]
+ ],
+ "businessModel": "AI可见性分析与营销执行软件；订阅、内容及外部服务费待核"
},
{
"id": "YC31205",
@@ -14927,26 +15222,29 @@
"id": "YC31206",
"name": "Samora AI",
"url": "https://www.ycombinator.com/companies/samora-ai",
- "cat": "C03",
+ "cat": "C06",
"year": 2025,
"team": 8,
"location": null,
- "business": "公司简介：Multilingual voice agents that outperform humans",
- "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": "托管多语言呼入/呼出Agent、工作流更新及人工升级接管。",
+ "buyer": "高通话量企业的客服、外联及运营团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "客户无需自建呼叫或工程团队，按当前运营服务归C06；已付费、呼叫量及客户效果为自述，没有自身收入金额，不从用户数或收款改善推ARR。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31206"
+ "YC-E-31206",
+ "AGENT-CAT-YC31206",
+ "AGENT-HOME-YC31206"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：托管多语言呼入/呼出Agent、工作流更新及人工升级接管。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "托管呼叫运营软件与人工支持服务；按量/订阅/人工收费待拆分"
},
{
"id": "YC31207",
@@ -14956,22 +15254,24 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Realtime AI for Sales Calls",
- "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": "在销售实时通话中回答产品问题及异议，并更新组织知识库。",
+ "buyer": "销售及收入团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售工具；Slack入口与记忆为交付方式，不按通用聊天或模型研究分类。录音权利、效果和合同未独立核。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-31207"
+ "YC-E-31207",
+ "SALES-CAT-YC31207"
],
"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：在销售实时通话中回答产品问题及异议，并更新组织知识库。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
+ "directoryTags": [],
+ "businessModel": "销售辅助软件与知识连接；席位、通话和模型费待拆"
},
{
"id": "YC31208",
@@ -15032,22 +15332,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI DevOps 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": "持续观察并处理CI失败、不稳定测试、构建和发布问题。",
+ "buyer": "软件工程、DevOps及平台团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件交付工具；发布称15团队使用、其中5家付费，无金额和当前续约证明，不用人数乘标价推ARR。创始人Docker/Dagger经历非当前收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31210"
+ "YC-E-31210",
+ "C04-CAT-YC31210"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：持续观察并处理CI失败、不稳定测试、构建和发布问题。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "自动DevOps工具与工程支持；运行、席位及人工服务收费待核"
},
{
"id": "YC31211",
@@ -15192,53 +15494,57 @@
"year": 2026,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：Simulation environments to train & evaluate long-horizon 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": "构建真实工具和应用组成的长期任务模拟环境，用于训练与评估Agent。",
+ "buyer": "前沿模型及Agent研发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "Horizon-SWE分数是本公司基准自述，未读方法全文或复现；环境业务不按模型研究者履历直接归基础模型。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31217"
+ "YC-E-31217",
+ "AGENT-CAT-YC31217"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建真实工具和应用组成的长期任务模拟环境，用于训练与评估Agent。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "训练/评测环境与基准服务；许可、数据和软件收费待核"
},
{
"id": "YC31219",
"name": "Voxel Energy",
"url": "https://www.ycombinator.com/companies/voxel-energy",
- "cat": "C02",
+ "cat": "C07",
"year": 2025,
"team": 3,
"location": null,
- "business": "公司简介：Energy independent data centers with solar and repurposed batteries.",
- "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": "为数据中心建设集成太阳能、再利用电池及直流微电网供能系统。",
+ "buyer": "数据中心开发及能源采购团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移能源工程专业业务；土地合约、储备电池、原型运行与可售容量不同，不当收入或云推理订阅，原型及稳定供电自述未独立核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31219"
+ "YC-E-31219",
+ "C02-FULL-YC31219"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为数据中心建设集成太阳能、再利用电池及直流微电网供能系统。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Hardware",
"Solar Power",
"Energy",
"Renewable Energy",
"AI"
- ]
+ ],
+ "businessModel": "现场能源系统、数据中心项目与交付；设备、租赁及服务合同待拆"
},
{
"id": "YC31221",
@@ -15273,28 +15579,30 @@
"year": 2026,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Building self-improving software",
- "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": "提供管理多编码Agent、代码评审及远程工作区的桌面IDE。",
+ "buyer": "并行使用编码Agent的软件工程师",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发环境；Paradev原Superset保留品牌沿革，不与其他同名Superset项目合并。使用工程师雇主标识和下载量不等企业付费客户。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31222"
+ "YC-E-31222",
+ "C04-CAT-YC31222"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供管理多编码Agent、代码评审及远程工作区的桌面IDE。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Consumer",
"B2B",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "开放源码IDE及协作/远程工作区；商业许可和收费未核"
},
{
"id": "YC31223",
@@ -15304,27 +15612,29 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The training data R&D engine for physical 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": "为机器人等模型研发定制数据，贯通研究、采集、验证和规模生产。",
+ "buyer": "机器人、语音及世界模型研发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留训练数据设施。旧发布称近30日接近七位数收入，但无确切金额、币种或会计区间，不强填数值或年化；创始人2023旧任务收入另分，不归新公司。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31223"
+ "YC-E-31223",
+ "C02-FULL-YC31223"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为机器人等模型研发定制数据，贯通研究、采集、验证和规模生产。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Machine Learning",
"Robotics",
"Data Labeling",
"AI"
- ]
+ ],
+ "businessModel": "定制训练数据项目与数据产品；权利许可和贡献者成本待拆"
},
{
"id": "YC31224",
@@ -15334,27 +15644,29 @@
"year": 2025,
"team": 3,
"location": "Amsterdam, Netherlands",
- "business": "公司简介：Container unloading robots for warehouses",
- "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": "在仓库部署机器人，自动卸载散装集装箱等物流作业。",
+ "buyer": "第三方物流、配送及仓库运营企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体交付；当前卸柜与旧通用工业机器人发布分开，客户标识不等独立核付费金额，不按吞吐或劳力节省推收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31224"
+ "YC-E-31224",
+ "C10-FULL-YC31224"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在仓库部署机器人，自动卸载散装集装箱等物流作业。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"Logistics",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "仓库机器人部署及支持；设备、租用与作业服务收费待核"
},
{
"id": "YC31225",
@@ -15389,28 +15701,30 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The robot workforce for infrastructure of the AI era",
- "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": "面向太阳能及数据中心基础设施作业配置并部署机器人。",
+ "buyer": "基础设施承包商及工程项目团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人系统但注明按成果交付；太阳能现场作业与数据中心试点分开，不等机器人销售或纯SaaS。十倍部署速度及前期承包商访谈不当收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31226"
+ "YC-E-31226",
+ "C10-FULL-YC31226"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：面向太阳能及数据中心基础设施作业配置并部署机器人。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Robotics",
"Construction",
"Energy",
"AI"
- ]
+ ],
+ "businessModel": "按完成工作量收费的机器人作业服务；设备和人工支持成本待核"
},
{
"id": "YC31230",
@@ -15451,24 +15765,26 @@
"year": 2025,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Evals for frontier research 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": "组织领域专家设计原始真实任务，提供定制Agent评测集及评分。",
+ "buyer": "模型及Agent产品团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "服务型评测不直接当纯软件订阅；基准构建、专家资质及评分质量未独立测试。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31231"
+ "YC-E-31231",
+ "AGENT-CAT-YC31231"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：组织领域专家设计原始真实任务，提供定制Agent评测集及评分。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Reinforcement Learning"
- ]
+ ],
+ "businessModel": "专家参与的定制评测服务；项目与经常性合同待核"
},
{
"id": "YC31232",
@@ -15478,25 +15794,27 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Automating dexterous tasks in warehouses with AI-powered robots",
- "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": "部署可执行灵巧操作的仓库机器人，首先服务电商第三方物流。",
+ "buyer": "电商第三方物流及仓库运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留仓储机器人；模型训练是交付组成，不直接归基础模型或训练数据销售。劳动成本、市场规模、硬件效果及实际合同未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31232"
+ "YC-E-31232",
+ "C10-FULL-YC31232"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：部署可执行灵巧操作的仓库机器人，首先服务电商第三方物流。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"Logistics"
- ]
+ ],
+ "businessModel": "机器人系统与现场支持；设备、任务及维护收费待核"
},
{
"id": "YC31233",
@@ -15640,25 +15958,26 @@
"id": "YC31245",
"name": "Squid",
"url": "https://www.ycombinator.com/companies/squid",
- "cat": "C10",
+ "cat": "C07",
"year": 2026,
"team": 5,
"location": "London, United Kingdom",
- "business": "公司简介：AI agents for power grid planning 🦑",
- "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；业务分类已按官方长简介人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "以统一、可版本化的电网模型支持网络规划与决策证据管理。",
+ "buyer": "电网运营商及规划团队",
+ "delivery": "浏览器行业规划软件；实际收费合同待核",
+ "notes": "电网业务属于能源专业应用；合作与客户项目价值不等公司收入。 收入、定价与技术能力仍需专项核验。",
"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-31245"
+ "YC-E-31245",
+ "PHYSICAL-CAT-YC31245"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方长简介：以统一网络模型辅助电网规划，属于实体能源产业。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：以统一、可版本化的电网模型支持网络规划与决策证据管理。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -15750,22 +16069,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Compression middleware that improves LLM outputs",
- "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": "提供剔除冗余上下文的模型输入压缩中间件及API。",
+ "buyer": "生产模型应用与长上下文开发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型设施；客户采购提升和减少推理成本不是公司收入，速度、精度与偏好实验仅自述，未独立复测。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31250"
+ "YC-E-31250",
+ "C02-FULL-YC31250"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供剔除冗余上下文的模型输入压缩中间件及API。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
+ "directoryTags": [],
+ "businessModel": "模型输入优化API；计费及合同未核"
},
{
"id": "YC31253",
@@ -15775,22 +16096,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Payments for Conversational 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": "通过API让语音或聊天Agent在对话中收取卡支付并衔接支付网关。",
+ "buyer": "语音/聊天Agent与电话支付业务开发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "不按电话客服买家归客服运营服务；支付金额和PCI合规宣传不等收入或已审计安全结论。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31253"
+ "YC-E-31253",
+ "AGENT-CAT-YC31253"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过API让语音或聊天Agent在对话中收取卡支付并衔接支付网关。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "Agent支付接入及处理设施；手续费、交易额及净收入待核"
},
{
"id": "YC31254",
@@ -16026,28 +16349,31 @@
"id": "YC31262",
"name": "Talking Computers",
"url": "https://www.ycombinator.com/companies/talking-computers",
- "cat": "C03",
+ "cat": "C01",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Real-time interaction models for voice 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": "研发面向语音Agent的多模态实时交互模型。",
+ "buyer": "语音Agent及交互AI研发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "当前官网和YC强调模型研究，同页TC-1/Facility旧应用描述分开；交互性能、类人能力及自主性尚未独立测试。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31262"
+ "YC-E-31262",
+ "AGENT-CAT-YC31262",
+ "AGENT-HOME-YC31262"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发面向语音Agent的多模态实时交互模型。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"AI"
- ]
+ ],
+ "businessModel": "交互模型研究；模型许可、调用与应用收费比例待核"
},
{
"id": "YC31263",
@@ -16057,27 +16383,30 @@
"year": 2025,
"team": 2,
"location": "London, United Kingdom",
- "business": "公司简介：AI operating system for advertising",
- "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": "为企业广告提供策略、预算、创意审核、投放、优化及跨渠道衡量。",
+ "buyer": "企业广告与营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销运营，旧AI compliance officers与现adOS分开，不仅据旧合规标签归通用GRC。展示100000媒体预算和客户广告支出不等公司收入；合规不是已核法律意见。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-31263"
+ "YC-E-31263",
+ "SALES-CAT-YC31263",
+ "SALES-HOME-04"
],
"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：为企业广告提供策略、预算、创意审核、投放、优化及跨渠道衡量。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"B2B",
"Marketing",
"Advertising",
"AI"
- ]
+ ],
+ "businessModel": "广告运营软件，含品牌/合规检查；许可、集成和人工审核待拆"
},
{
"id": "YC31264",
@@ -16172,51 +16501,56 @@
"year": 2026,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Building secure polymorphic apps",
- "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": "以安全的多形态应用及软件基础设施为定位，具体产品交付尚少。",
+ "buyer": "应用构建及软件团队（按定位推定，实际签约买家待核）",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "暂保留软件开发分类，YC主要为团队背景、官网仅简短定位；不把secure或创始人奖项当产品安全与技术水平证明，需继续补具体交付。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31275"
+ "YC-E-31275",
+ "C04-CAT-YC31275",
+ "C04-HOME-YC31275"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以安全的多形态应用及软件基础设施为定位，具体产品交付尚少。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "安全应用/软件基础设施研发；产品、合同和收费未披露"
},
{
"id": "YC31276",
"name": "TensorTest",
"url": "https://www.ycombinator.com/companies/tensortest",
- "cat": "C02",
+ "cat": "C03",
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Evals, RL environments and training data for creative tasks",
- "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": "为创意Agent提供私有评测、RL任务环境及专家示范与偏好训练数据。",
+ "buyer": "创意Agent及模型研发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移Agent评测设施；TensorTest原Ritivel，旧医药监管写作应用另列沿革，不将旧药企损失或目标写作效率当现收入；TimelineBench为自建评测未独立核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31276"
+ "YC-E-31276",
+ "C02-FULL-YC31276"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为创意Agent提供私有评测、RL任务环境及专家示范与偏好训练数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"B2B",
"Data Labeling",
"AI"
- ]
+ ],
+ "businessModel": "Agent评测服务与环境/数据许可；项目及经常性收费待核"
},
{
"id": "YC31277",
@@ -16308,52 +16642,56 @@
"year": 2025,
"team": 3,
"location": "Sydney, Australia",
- "business": "公司简介：Robot Cowboys that Herd Cattle with AI Drones",
- "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": "使用自主无人机放牧，并采集牲畜、牧草和水源等牧场信息。",
+ "buyer": "大型牧场及畜牧经营者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体无人系统；GrazeMate到Brumby品牌沿革保留，软件与机体来源待核。牧场原人工/直升机费用不是公司收入，不能由管理面积推ARR。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31285"
+ "YC-E-31285",
+ "C10-FULL-YC31285"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：使用自主无人机放牧，并采集牲畜、牧草和水源等牧场信息。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Reinforcement Learning",
"Drones",
"Computer Vision",
"Agriculture"
- ]
+ ],
+ "businessModel": "农业无人系统与监测服务；设备、飞行用量和服务合同待拆"
},
{
"id": "YC31292",
"name": "Aurorin CAD",
"url": "https://www.ycombinator.com/companies/aurorin-cad",
- "cat": "C04",
+ "cat": "C07",
"year": 2026,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Claude code for Mechanical Engineers",
- "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": "使用自建参数化及B-Rep几何内核与AI交互，提供机械CAD设计软件。",
+ "buyer": "机械设计及工程团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从普通编码移机械设计应用；Claude code比喻不改变CAD产出，运行速度和几何内核优越性仅自述，未测试工程精度或商业合同。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31292"
+ "YC-E-31292",
+ "C04-CAT-YC31292"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：使用自建参数化及B-Rep几何内核与AI交互，提供机械CAD设计软件。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "专业机械CAD软件；许可、席位及工程服务待核"
},
{
"id": "YC31293",
@@ -16414,30 +16752,32 @@
"id": "YC31300",
"name": "Shofo",
"url": "https://www.ycombinator.com/companies/shofo",
- "cat": "C08",
+ "cat": "C02",
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：The World's Largest Video Library",
- "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": "按模型实验室需求检索、筛选并标注视频，交付定制训练数据集。",
+ "buyer": "多模态及视频模型实验室",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移训练数据设施；不是面向用户剪辑电影。十亿视频索引和需求示例100000小时不等交付量或收入，公开抓取不自动证明可商用许可。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31300"
+ "YC-E-31300",
+ "CONSUMER-CAT-YC31300"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：按模型实验室需求检索、筛选并标注视频，交付定制训练数据集。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Data Labeling",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "视频索引、数据加工与许可；数据权利、项目和供应方成本待拆"
},
{
"id": "YC31301",
@@ -16477,22 +16817,24 @@
"year": 2025,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Social media content auto-generated with your existing data",
- "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": "从照片、语音及已连接社交内容生成风格化文章、短视频等素材。",
+ "buyer": "个人创作者及社交内容团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留创意软件；与同名开发框架等不合并。并行Agent数量、用户社交资料与免费生成不是收入，账号及素材使用权待核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31302"
+ "YC-E-31302",
+ "CONSUMER-CAT-YC31302"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：从照片、语音及已连接社交内容生成风格化文章、短视频等素材。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "内容生成应用；订阅、用量和第三方账号许可未核"
},
{
"id": "YC31303",
@@ -16556,28 +16898,30 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI Video Production for Professionals",
- "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": "为专业AI影视团队提供协作制作、素材管理及成本追踪工作区。",
+ "buyer": "专业影视团队及创作工具开发者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留行业创作平台，API是同领域交付而非通用运行环境。第三方模型调用费、用户影片预算和自带fal密钥不当公司收入，未运行集成。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31306"
+ "YC-E-31306",
+ "CONSUMER-CAT-YC31306"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为专业AI影视团队提供协作制作、素材管理及成本追踪工作区。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Generative AI",
"Entertainment",
"Design Tools",
"Video",
"Media"
- ]
+ ],
+ "businessModel": "创作协作软件，另有Martini Bar API/MCP/CLI；席位、用量和自带密钥待拆"
},
{
"id": "YC31318",
@@ -16614,26 +16958,28 @@
"id": "YC31325",
"name": "Surtr Defense Systems",
"url": "https://www.ycombinator.com/companies/surtr-defense-systems",
- "cat": "C10",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The hardware-agnostic operating system for drone defense",
- "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": "提供跨硬件的无人系统监测信息融合与操作界面。",
+ "buyer": "相关安全及系统集成机构",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移行业软件；ParallaxOS可接不同硬件不代表出售或制造无人机。系统效果、实际客户和合同待核，不记录操作或研发武器的细节。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31325"
+ "YC-E-31325",
+ "C10-FULL-YC31325"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供跨硬件的无人系统监测信息融合与操作界面。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
+ "directoryTags": [],
+ "businessModel": "行业操作系统及集成软件；许可、部署和支持收费未核"
},
{
"id": "YC31327",
@@ -16697,51 +17043,56 @@
"year": 2026,
"team": 2,
"location": "New York City, NY",
- "business": "公司简介：Code review platform for humans 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": "重组代码审查流程，帮助人工和Agent理解并审阅PR。",
+ "buyer": "代码评审及软件工程团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发工具；Stage、tryluke.dev与stagereview.app在同页出现，精确运营主体未核。免费试用、折扣和五倍速度不作收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31332"
+ "YC-E-31332",
+ "C04-CAT-YC31332"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：重组代码审查流程，帮助人工和Agent理解并审阅PR。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
+ "directoryTags": [],
+ "businessModel": "代码评审平台与CLI；试用后席位、托管等收费未核"
},
{
"id": "YC31333",
"name": "PerfectBit, Inc.",
"url": "https://www.ycombinator.com/companies/perfectbit-inc",
- "cat": "C10",
+ "cat": "C01",
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Robotics",
- "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": "研究面向真实任务的机器人操作及控制学习策略。",
+ "buyer": "机器人模型研发及部署团队；实际付费买家待核",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从实体设备暂移行业模型研究；现YC和官网均强调策略，未见自造硬件交付。旧验证训练数据发布单列，技术细节隐身，创始人前Meta工作不当当前成果或收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31333"
+ "YC-E-31333",
+ "C10-FULL-YC31333",
+ "C10-CURRENT-HOME-YC31333"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研究面向真实任务的机器人操作及控制学习策略。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Machine Learning",
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "机器人策略模型研发；模型许可、训练和部署合同未披露"
},
{
"id": "YC31335",
@@ -16807,80 +17158,98 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Research lab building the most robotic household in the 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": "以通用家庭机器人和物理AI为方向开展机器人研究。",
+ "buyer": "家庭机器人及物理AI研究团队；实际买家未披露",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "按当前简介暂保留机器人研究；旧Instance成功检测器/评测发布另列，官网403缺项。研究愿景不等已造可售机器人或独立能力证据。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31341"
+ "YC-E-31341",
+ "C10-FULL-YC31341",
+ "C10-CURRENT-HOME-YC31341"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以通用家庭机器人和物理AI为方向开展机器人研究。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "早期机器人研发；设备、模型、研究服务及收费模式待核"
},
{
"id": "YC31343",
"name": "Multiplier",
"url": "https://www.ycombinator.com/companies/multiplier",
- "cat": "C03",
+ "cat": "C07",
"year": 2026,
"team": 3,
"location": "New York City, NY",
- "business": "公司简介：Agent harnesses for asset managers",
- "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": "结合机构数据、知识和Agent，为资产管理团队部署股票研究及组合管理平台。",
+ "buyer": "对冲基金及机构资产管理团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "当前面向金融买家，按行业专业应用归C07；WithAI与Multiplier同页沿革保留，客户资产规模不是公司收入，100K以上ARR仅自述且无日历时点。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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",
+ "price": "定制部署/咨询；本轮未取得公开套餐或已签收费拆分",
+ "stage": "YC自述已服务六家对冲基金；独立付费核验和收入合同待补",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-31343"
+ "YC-E-31343",
+ "AGENT-CAT-YC31343",
+ "AGENT-HOME-YC31343"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：结合机构数据、知识和Agent，为资产管理团队部署股票研究及组合管理平台。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Fintech",
"Productivity",
"Investing",
"AI",
"Stocks"
- ]
+ ],
+ "businessModel": "金融研究软件与前线部署、定制连接及持续支持服务；合同拆分待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC原WithAI发布、Multiplier现主营及multiplier.ai官网对应同一创始人和产品；精确法律注册和新旧品牌签约主体未独立核。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读YC和官网金融工作台、数据连接及部署自述；未独立运行、测试投资效果或复现技术性能。",
+ "evidenceIds": [
+ "AGENT-CAT-YC31343",
+ "AGENT-HOME-YC31343"
+ ]
+ }
},
{
"id": "YC31346",
"name": "Rudus",
"url": "https://www.ycombinator.com/companies/rudus",
- "cat": "C10",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI Takeoffs for Concrete",
- "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；业务分类已按官方长简介人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "识别建筑图纸的混凝土构件并生成工程量及估价材料。",
+ "buyer": "混凝土分包商与建筑估算人员",
+ "delivery": "建筑工程量与估算软件",
+ "notes": "提高投标数和节省时间是厂商自述，不是独立验证或公司收入。 收入、定价与技术能力仍需专项核验。",
"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-31346"
+ "YC-E-31346",
+ "PHYSICAL-CAT-YC31346"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方长简介：识别建筑图纸中的混凝土构件并估量报价，属于建筑实体产业。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：识别建筑图纸的混凝土构件并生成工程量及估价材料。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -16891,26 +17260,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The Media Engine of the AI Era",
- "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": "整合生成、分发及优化流程，为品牌和受众制作互动媒体。",
+ "buyer": "品牌及媒体创作团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留创意媒体交付；自我改进及全自动是自述，未核不同产品线现收入，研究者背景不等自研基础模型已发布。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31349"
+ "YC-E-31349",
+ "CONSUMER-CAT-YC31349"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：整合生成、分发及优化流程，为品牌和受众制作互动媒体。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Generative AI",
"Video",
"AI"
- ]
+ ],
+ "businessModel": "媒体生成平台及制作/优化服务；软件、投放与服务费用待拆"
},
{
"id": "YC31351",
@@ -16976,25 +17347,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：RL environments for underexplored domains.",
- "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": "构建可验证RL环境、评测和专有训练数据，面向模型及机器人策略后训练。",
+ "buyer": "前沿模型及机器人策略训练团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "现官网与YC一致保留训练设施；旧养老人形机器人Tobi发布单列沿革，不据旧设计推定当前量产、交付或收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31359"
+ "YC-E-31359",
+ "C02-FULL-YC31359",
+ "C02-CURRENT-HOME-YC31359"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建可验证RL环境、评测和专有训练数据，面向模型及机器人策略后训练。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "模型训练环境与数据；许可、项目和后续设施收费待核"
},
{
"id": "YC31360",
@@ -17025,29 +17399,31 @@
"id": "YC31362",
"name": "Discovered Materials",
"url": "https://www.ycombinator.com/companies/discovered-materials",
- "cat": "C02",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI scientists to discover materials for the semiconductor industry.",
- "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": "使用AI Agent提出候选材料，并结合物理实验研发半导体材料。",
+ "buyer": "芯片、晶圆厂及封装散热研发团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移材料研发专业应用；同页Matforge旧名保留，创始人此前研究被采纳和旧公司被收购不归本公司收入，材料效果及发现周期未独立核。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-31362"
+ "YC-E-31362",
+ "C02-BOUNDARY-YC31362"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：使用AI Agent提出候选材料，并结合物理实验研发半导体材料。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Semiconductors",
"AI"
- ]
+ ],
+ "businessModel": "材料发现研发与实验交付；研究合同、材料销售及知识产权许可模式待核"
},
{
"id": "YC31363",
@@ -17082,30 +17458,33 @@
"id": "YC31366",
"name": "Nine Fives",
"url": "https://www.ycombinator.com/companies/nine-fives",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：RF test equipment for next-gen spacecraft, drones, and cellphones",
- "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": "制造可通过浏览器及API操作的射频测试仪器及配套机架软件。",
+ "buyer": "射频设备、电子制造及测试团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人移专业电子测试设备；AI-ready指易于自动化，是否AI本身为核心产品待补证。官网标价及售罄不证明销量或实际收入，未接入任何仪器。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31366"
+ "YC-E-31366",
+ "C10-FULL-YC31366",
+ "C10-CURRENT-HOME-YC31366"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：制造可通过浏览器及API操作的射频测试仪器及配套机架软件。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Aerospace",
"Telecommunications"
- ]
+ ],
+ "businessModel": "专业测试硬件与软件；设备销售、服务和许可待拆"
},
{
"id": "YC31369",
@@ -17115,47 +17494,61 @@
"year": 2026,
"team": 10,
"location": "Germany",
- "business": "公司简介：Robotic arms that pick and pack your orders.",
- "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": "部署机械臂完成仓库拣选、包装和履约，结合远程人工处理失败。",
+ "buyer": "仓库、履约中心及工厂运营企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人作业；付费试点仅自述无金额，100000以上集成项目是客户原方案费用，非本公司收入。吞吐与成功率、人工接管成本未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31369"
+ "YC-E-31369",
+ "C10-FULL-YC31369"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：部署机械臂完成仓库拣选、包装和履约，结合远程人工处理失败。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
+ "directoryTags": [],
+ "businessModel": "按月机器人作业服务，含部署和远程支持；合同与成本待拆"
},
{
"id": "YC31370",
"name": "Dayjob",
"url": "https://www.ycombinator.com/companies/dayjob",
- "cat": "C10",
- "year": 2025,
+ "cat": "C07",
+ "year": null,
"team": 5,
"location": "London, United Kingdom",
- "business": "公司简介：AI Scheduling for Short Haul Trucks",
- "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；业务分类已按官方长简介人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
- "cohort": "2025年成立",
+ "business": "接入现有ERP，用AI辅助短途货车调度及路线优化。",
+ "buyer": "短途货运、废物运输与工业物流车队",
+ "delivery": "叠加现有ERP的调度软件；实际订阅、实施及服务合同待核",
+ "notes": "YC成立栏列2025，但创始人说明2022已开始ERP业务、2025年1月转型；成立主体链未核，year暂留空。 收入、定价与技术能力仍需专项核验。 同页有$496K和$653K两个ARR里程碑，具体业务截至日、币种与合同边界不明，不认定冲突为造假。",
+ "cohort": "2022年业务起步、2025年1月转型；YC成立栏2025，与公司法律成立年是否相同待核",
"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-31370"
+ "YC-E-31370",
+ "PHYSICAL-CAT-YC31370"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方长简介：为短途货运实时优化车辆路线和调度，属于物流实体产业。 分类是研究者判断，不代表独立验证技术或业绩。",
- "directoryTags": []
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：接入现有ERP，用AI辅助短途货车调度及路线优化。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
+ "directoryTags": [],
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC介绍与创始人Q&A属于同一公司页面；尚无注册主体或独立新公司的原始证明。",
+ "businessModel": "面向现有ERP的物流调度软件；持续订阅、实施和旧ERP收入边界未核",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读YC调度产品及集成描述；未独立运行或测试，客户收益自述不作公司收入。",
+ "evidenceIds": [
+ "PHYSICAL-CAT-YC31370"
+ ]
+ }
},
{
"id": "YC31371",
@@ -17186,26 +17579,28 @@
"id": "YC31373",
"name": "Atrisa",
"url": "https://www.ycombinator.com/companies/atrisa",
- "cat": "C08",
+ "cat": "C07",
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：AI Agents for Analog Circuit Design",
- "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": "用Agent构建、调试和自动化模拟电路设计。",
+ "buyer": "模拟电路及电子设计工程团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移电子工程应用；design不是图片创作，Agent不是通用运行设施。简介短，电路正确性、产品成熟度和合同未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31373"
+ "YC-E-31373",
+ "CONSUMER-CAT-YC31373"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：用Agent构建、调试和自动化模拟电路设计。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "专业电路设计软件；许可、模型用量和工程服务待核"
},
{
"id": "YC31374",
@@ -17242,29 +17637,31 @@
"id": "YC31376",
"name": "Light Anchor",
"url": "https://www.ycombinator.com/companies/light-anchor",
- "cat": "C09",
+ "cat": "C06",
"year": 2026,
"team": 2,
"location": "Seoul, South Korea",
- "business": "公司简介：AI-native growth agency for consumer brands",
- "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": "运用Agent运营消费品牌及电商店铺，并提供品牌增长服务。",
+ "buyer": "消费品牌经营者及自有品牌消费者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移商业运营；现7品牌与旧旗舰/实验店发布时间分开。每品牌10000预算不是收入，Upwork任务及Sendbird旧工作不归现财务，不能按品牌数推ARR。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31376"
+ "YC-E-31376",
+ "CONSUMER-CAT-YC31376"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：运用Agent运营消费品牌及电商店铺，并提供品牌增长服务。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"E-commerce",
"AI"
- ]
+ ],
+ "businessModel": "增长服务与自营电商组合；代理费、商品销售、平台和投放成本待拆"
},
{
"id": "YC31378",
@@ -17305,28 +17702,30 @@
"year": 2026,
"team": 2,
"location": "Paris, France",
- "business": "公司简介：Make software self-healing",
- "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": "自动安装和维护OpenTelemetry观测，调查故障并提出修复PR。",
+ "buyer": "软件工程及生产运维团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件运维工具；修复仍需用户合并，不当完全无人运维。创始人此前两家创业及Bluco数百万ARR不归Superlog，自身收入留缺。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31380"
+ "YC-E-31380",
+ "C04-CAT-YC31380"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：自动安装和维护OpenTelemetry观测，调查故障并提出修复PR。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Open Source",
"Kubernetes",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "可观测与故障修复软件；用量、订阅和工程支持待拆"
},
{
"id": "YC31383",
@@ -17461,28 +17860,30 @@
"year": 2025,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：Collaborative AI app builder for 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": "结合需求、数据及团队协作，构建并交付AI应用。",
+ "buyer": "有AI产品建设需求的企业团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留应用开发分类；同日下午交付为自述，平台与代建产品服务须拆合同。客户未落地试点的预算损失不是公司收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31395"
+ "YC-E-31395",
+ "C04-CAT-YC31395"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：结合需求、数据及团队协作，构建并交付AI应用。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Collaboration",
"Design Tools",
"No-code",
"AI"
- ]
+ ],
+ "businessModel": "协作应用构建平台与产品实施服务；软件、工程人力和项目收费待拆"
},
{
"id": "YC31396",
@@ -17492,27 +17893,29 @@
"year": 2025,
"team": 7,
"location": "San Francisco",
- "business": "公司简介：Air-gapped compute for defense contractors",
- "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": "在客户本地部署隔离网络的GPU容器，支持本地AI运行与微调。",
+ "buyer": "有隔离部署需求的企业团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留算力设施；行业标签不改变主要交付。CMMC/NIST要求的支持表述不等取得认证，本轮未核合同、真实客户或独立安全结论。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-31396"
+ "YC-E-31396",
+ "C02-FULL-YC31396"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：在客户本地部署隔离网络的GPU容器，支持本地AI运行与微调。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Hardware",
"Defense",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "本地GPU算力与部署服务；设备、租赁及支持收费待拆"
},
{
"id": "YC31398",
@@ -17543,25 +17946,26 @@
"id": "YC31400",
"name": "shotwell.ai",
"url": "https://www.ycombinator.com/companies/shotwellai",
- "cat": "C10",
+ "cat": "C02",
"year": 2026,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Annotations for robotics data",
- "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": "为机器人遥操作和第一视角数据提供密集语义标注、任务遵循验证与数据质量检查。",
+ "buyer": "机器人模型与数据采集团队",
+ "delivery": "训练数据标注和质量服务；具体定价与合同待核",
+ "notes": "应用买家是机器人团队，但交付是训练数据设施；速度宣传未独立复核。 收入、定价与技术能力仍需专项核验。",
"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-31400"
+ "YC-E-31400",
+ "PHYSICAL-CAT-YC31400"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：为机器人遥操作和第一视角数据提供密集语义标注、任务遵循验证与数据质量检查。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -17758,46 +18162,49 @@
"year": 2025,
"team": 10,
"location": "San Francisco",
- "business": "公司简介：robots & software for farms",
- "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": "部署采摘草莓的机器人，并提供农场分析、数据连接和Agent软件。",
+ "buyer": "草莓种植及农业运营企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留农业实体交付；California草莓及浆果市场规模、劳动力占比和创始人旧应用用户不归Synphony收入，不凭great margins宣传认定毛利。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31415"
+ "YC-E-31415",
+ "C10-FULL-YC31415"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：部署采摘草莓的机器人，并提供农场分析、数据连接和Agent软件。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
+ "directoryTags": [],
+ "businessModel": "农业机器人作业加软件，并称对实验室售数据/评测；分项收入待拆"
},
{
"id": "YC31417",
"name": "Pairio",
"url": "https://www.ycombinator.com/companies/pairio",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 3,
"location": "Germany",
- "business": "公司简介：AI mobile app that helps factory technicians fix broken machines",
- "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；业务分类已按官方业务介绍人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "通过语音、照片、视频和设备手册辅助工厂人员排查故障并沉淀维修知识。",
+ "buyer": "工厂维护经理、技师与设备操作员",
+ "delivery": "工业维修知识与故障排查移动软件",
+ "notes": "四家德国工厂使用为公司自述，付费和效果未独立核；不据服务工厂归机器人整机。 收入、定价与技术能力仍需专项核验。",
"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-31417"
+ "YC-E-31417",
+ "PHYSICAL-CAT-YC31417"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方业务介绍：通过照片和设备手册辅助工厂技师修复机器，属于实体工业维护。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：通过语音、照片、视频和设备手册辅助工厂人员排查故障并沉淀维修知识。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -17891,22 +18298,24 @@
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Near-real-time video infrastructure for LLMs",
- "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Simi将提示或文档转为白板讲解视频，提供应用及API。",
+ "buyer": "培训、教育、营销及内容团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留内容生成；基础设施定位不直接等基础模型或通用算力。Simi是产品名不新增公司，速度、语言覆盖和长视频效果未复测，同行制作报价非收入。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31421"
+ "YC-E-31421",
+ "CONSUMER-CAT-YC31421"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过Simi将提示或文档转为白板讲解视频，提供应用及API。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "视频生成软件/API；订阅、生成用量和配音/模型成本待拆"
},
{
"id": "YC31424",
@@ -18370,22 +18779,24 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI that turns your product into on-brand marketing content",
- "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": "从软件产品及代码变更生成品牌营销内容，并发布、衡量表现。",
+ "buyer": "软件企业产品营销及增长团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销闭环而非代码工具；8.3%点击率及未来付费投放为发布自述，不当实际收入或已完成投放能力。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-31455"
+ "YC-E-31455",
+ "SALES-CAT-YC31455"
],
"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：从软件产品及代码变更生成品牌营销内容，并发布、衡量表现。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
+ "directoryTags": [],
+ "businessModel": "产品发布营销自动化，含创作与分发；软件、渠道与服务费待拆"
},
{
"id": "YC31458",
@@ -18395,26 +18806,29 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Reason is the AI teammate for work and code.",
- "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": "提供从任务到PR的云端编码Agent，并与其他Agent及工作工具协作。",
+ "buyer": "软件构建者及工程团队，兼顾其他知识工作",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留编码主营，官网仍强调自研编码Agent，旧Ara IDE与一般办公任务分开。22%降费等自述未复测，官网演示的人均AI支出不归收入。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31458"
+ "YC-E-31458",
+ "C04-CAT-YC31458",
+ "C04-HOME-YC31458"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供从任务到PR的云端编码Agent，并与其他Agent及工作工具协作。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Enterprise Software",
"Cloud Computing"
- ]
+ ],
+ "businessModel": "编码Agent、云端工作执行及Agent网络；按任务、自带额度和算力收费待拆"
},
{
"id": "YC31459",
@@ -18476,31 +18890,34 @@
"id": "YC31463",
"name": "Armature",
"url": "https://www.ycombinator.com/companies/armature",
- "cat": "C04",
+ "cat": "C06",
"year": 2026,
"team": 3,
"location": "Paris, France",
- "business": "公司简介：We get your product picked by coding 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": "帮助开发工具被编码Agent发现和采用，并提供MCP分析及可用性评测。",
+ "buyer": "开发工具供应商及产品增长团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从编码移客户与收入运营，按当前主要增长任务分类；不是自研通用编码Agent。官网演示的选择率及会话数不当收入，旧Agent Experience愿景不作已交付基础设施。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31463"
+ "YC-E-31463",
+ "C04-CAT-YC31463",
+ "C04-HOME-YC31463"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：帮助开发工具被编码Agent发现和采用，并提供MCP分析及可用性评测。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Marketing",
"SEO",
"AI",
"APIs"
- ]
+ ],
+ "businessModel": "由增长工程师实施的发现优化服务，加自助MCP分析/评测软件；项目和订阅待拆"
},
{
"id": "YC31464",
@@ -18660,51 +19077,54 @@
"year": 2026,
"team": 1,
"location": "New York City, NY",
- "business": "公司简介：Create & play AI games with friends",
- "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": "让用户发现、玩、改编并分享AI游戏和互动挑战。",
+ "buyer": "个人玩家与轻量游戏创作者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人娱乐，创作属于娱乐体验，不与主要导出代码的应用生成平台混同。反应视频、Feed规模与留存未独立核，不作收入。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31480"
+ "YC-E-31480",
+ "CONSUMER-CAT-YC31480"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：让用户发现、玩、改编并分享AI游戏和互动挑战。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Consumer",
"Gaming",
"Social",
"AI"
- ]
+ ],
+ "businessModel": "社交游戏娱乐应用；订阅、虚拟物品和分发费用待核"
},
{
"id": "YC31481",
"name": "Saudara AI",
"url": "https://www.ycombinator.com/companies/saudara-ai",
- "cat": "C10",
+ "cat": "C07",
"year": 2025,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI Native Sourcing Broker For Overseas Manufacturing",
- "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；业务分类已按官方业务介绍人工复核；AI能力仍待独立核验。收入、定价和技术能力未逐一核验。",
+ "business": "人工经纪结合AI处理海外工厂采购、报价、质检与物流。",
+ "buyer": "美国品牌及海外制造供应链客户",
+ "delivery": "制造采购经纪与结果交付服务；不直接当纯软件订阅",
+ "notes": "五个月采购$1M+是代采货值，非公司净收入或ARR；40+品牌为自述，收费与付费客户口径未知。 收入、定价与技术能力仍需专项核验。",
"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-31481"
+ "YC-E-31481",
+ "PHYSICAL-CAT-YC31481"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "2026-10-30人工复核YC官方业务介绍：结合人工经纪和AI处理工厂采购、质检及物流，属于制造供应链服务。 分类是研究者判断，不代表独立验证技术或业绩。",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：人工经纪结合AI处理海外工厂采购、报价、质检与物流。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": []
},
{
@@ -18895,26 +19315,28 @@
"year": 2026,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Engineering Intelligence and Token Optimization for the AI-Coding Era",
- "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": "分析工程团队AI支出与代码交付关系，并优化模型路由、上下文和提示。",
+ "buyer": "工程管理及软件交付团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留工程分析工具，兼有模型优化，需拆产品收入后再比较。减少约30%支出及交付评分为自述，不当独立ROI或收入；前沿实验室定位不直接等模型研发。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31495"
+ "YC-E-31495",
+ "C04-CAT-YC31495"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：分析工程团队AI支出与代码交付关系，并优化模型路由、上下文和提示。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Machine Learning",
"Productivity"
- ]
+ ],
+ "businessModel": "工程效率/成本分析软件加模型调用优化；订阅和使用费用待核"
},
{
"id": "YC31496",
@@ -19028,27 +19450,29 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Robots for vehicle maintenance.",
- "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": "结合机器人和人工技师，为车队执行维护，先从集中车场换油切入。",
+ "buyer": "车队及车辆维护运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人实体服务；机器人与人工共同交付，不当纯自主系统。6000亿美元维护市场不是收入，赚取收入同时采数为模式叙述，没有可用金额。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31509"
+ "YC-E-31509",
+ "C10-FULL-YC31509"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：结合机器人和人工技师，为车队执行维护，先从集中车场换油切入。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Robotics",
"AI",
"Automotive"
- ]
+ ],
+ "businessModel": "机器人辅助维修服务，含人工完成工作；按次、工时和合同待核"
},
{
"id": "YC31510",
@@ -19160,26 +19584,29 @@
"id": "YC31518",
"name": "Runtime",
"url": "https://www.ycombinator.com/companies/runtime",
- "cat": "C03",
+ "cat": "C07",
"year": 2026,
"team": 7,
"location": "San Francisco",
- "business": "公司简介：The AI agent harness for payment 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": "为金融科技支付、风险及合规团队将SOP转为有权限控制、审批和审计轨迹的Agent。",
+ "buyer": "金融科技公司的支付、风险及合规团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "当前官网/YC以支付及风险运营为主，同页编码Agent旧发布另列沿革；客户Rain估值、节约成本、交易量与创始人旧公司退出不归Runtime收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31518"
+ "YC-E-31518",
+ "AGENT-CAT-YC31518",
+ "AGENT-HOME-YC31518"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为金融科技支付、风险及合规团队将SOP转为有权限控制、审批和审计轨迹的Agent。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
+ "directoryTags": [],
+ "businessModel": "行业Agent部署与运行软件；平台、实施与支持收费待拆分"
},
{
"id": "YC31520",
@@ -19212,26 +19639,28 @@
"id": "YC31524",
"name": "AgentPhone",
"url": "https://www.ycombinator.com/companies/agentphone",
- "cat": "C09",
+ "cat": "C03",
"year": 2026,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Phone Numbers for 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Agent提供可收发消息及通话的电话号码。",
+ "buyer": "Agent开发团队及需要电话交互的产品",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移通信设施；电信行业规模不是收入。号码身份、真实通话覆盖及权限合规未核，未申请号码或测试发送。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31524"
+ "YC-E-31524",
+ "CONSUMER-CAT-YC31524"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
- "directoryTags": []
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为Agent提供可收发消息及通话的电话号码。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
+ "directoryTags": [],
+ "businessModel": "Agent通信与号码设施；号码租用、通话及运营商费用待拆"
},
{
"id": "YC31525",
@@ -19832,26 +20261,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：OpenRouter for Agent 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": "为Agent统一发现、付费及调用工具、数据、技能和API，并按任务路由到供应商。",
+ "buyer": "Agent开发者与工具/API供应商",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "Agentmuxer是当前产品名，旧个性化销售Demo业务保留沿革；预存余额、供应商采购与免费额度不当ARR。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-31557"
+ "YC-E-31557",
+ "AGENT-CAT-YC31557"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为Agent统一发现、付费及调用工具、数据、技能和API，并按任务路由到供应商。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Marketplace",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "能力市场与按使用量工具路由，平台净收费和转付额待核"
},
{
"id": "YC31562",
@@ -19938,25 +20369,27 @@
"year": 2026,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Robots to maintain and assemble data centers",
- "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": "研发用于数据中心建设、维护及退役的机器人。",
+ "buyer": "数据中心建设及运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体机器人；首批维护机器人部署计划2027年第一季，不能按2026成立当年已交付。7万亿美元行业资本开支和岗位缺口不作收入或自身团队。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-31569"
+ "YC-E-31569",
+ "C10-FULL-YC31569"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发用于数据中心建设、维护及退役的机器人。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "机器人系统研发与部署；设备、工时和持续服务收费待核"
},
{
"id": "YC31570",
@@ -19966,27 +20399,29 @@
"year": 2025,
"team": 2,
"location": "Boston",
- "business": "公司简介：The IDE for Tokenmaxxers",
- "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Maxxwell桌面界面集中管理多编码Agent会话、状态及编排。",
+ "buyer": "并行使用编码Agent的软件工程师",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留开发工具；现Rindler/Maxxwell与旧网站转API发布单列沿革，不用旧通用网页设施标签替代现主营。用户自带执行工具不等平台自研模型。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-31570"
+ "YC-E-31570",
+ "C04-CAT-YC31570"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过Maxxwell桌面界面集中管理多编码Agent会话、状态及编排。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"SaaS",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "编码Agent会话工作台；许可、模型和远程运行费用待拆"
},
{
"id": "YC31572",
@@ -19996,26 +20431,28 @@
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：A personal or team assistant that works while you sleep",
- "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": "提供可独用或团队共享的云端记忆助理，异步执行任务。",
+ "buyer": "个人及轻量团队用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "暂保留个人应用并标团队双线；简介短，完整记忆、夜间任务与技能为自述，实际可用性、安全和付费买家待核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-31572"
+ "YC-E-31572",
+ "CONSUMER-CAT-YC31572"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供可独用或团队共享的云端记忆助理，异步执行任务。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Workflow Automation",
"Automation",
"AI Assistant"
- ]
+ ],
+ "businessModel": "云端助理应用；订阅、执行及模型费用待核"
},
{
"id": "YC31574",
@@ -20400,62 +20837,67 @@
"id": "YC32129",
"name": "Egoist Machines",
"url": "https://www.ycombinator.com/companies/egoist-machines",
- "cat": "C09",
+ "cat": "C03",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Your personal context, securely portable across every AI app.",
- "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 Passport提供个人上下文携带及按应用授权共享，消费者应用作为入口。",
+ "buyer": "个人用户及接入上下文的应用开发团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人助理移上下文设施；官网199可退款预订与2999计划起价不是收入或已交付硬件。设备路线图、个人数据控制和API能力未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-32129"
+ "YC-E-32129",
+ "CONSUMER-CAT-YC32129",
+ "CONSUMER-HOME-12"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过AI Passport提供个人上下文携带及按应用授权共享，消费者应用作为入口。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Hardware",
"Personalization",
"Privacy",
"Consumer Products",
"AI Assistant"
- ]
+ ],
+ "businessModel": "上下文/记忆权限设施，兼消费者应用及未来Domovoy硬件；收入比例待拆"
},
{
"id": "YC32130",
"name": "Olam Labs",
"url": "https://www.ycombinator.com/companies/olam-labs",
- "cat": "C02",
+ "cat": "C03",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Crafting simulations for frontier lab model training",
- "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": "构建人与模型交互的多Agent模拟环境、竞技场及行为评测。",
+ "buyer": "模型安全及多Agent研发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "由算力移Agent评测设施；付费玩家和token使用无收入金额，免费入口与付费叙述须核合同；自建欺骗指标不当第三方能力验证或公司财务判断。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-32130"
+ "YC-E-32130",
+ "C02-FULL-YC32130"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建人与模型交互的多Agent模拟环境、竞技场及行为评测。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Reinforcement Learning",
"Gaming",
"Data Engineering",
"AI"
- ]
+ ],
+ "businessModel": "模拟环境/评测服务与竞技场用户收费；产品线收入待拆"
},
{
"id": "YC32133",
@@ -20465,24 +20907,26 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Autonomous AI Model Training",
- "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": "将客户运行轨迹转为训练集与RL环境，训练、评测并托管专属模型。",
+ "buyer": "企业及模型应用团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留训练推理设施；10家使用与成本/性能提升仅自述，不等付费金额。创始人过去Traverse经历不作当前主体合并依据。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-32133"
+ "YC-E-32133",
+ "C02-FULL-YC32133"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：将客户运行轨迹转为训练集与RL环境，训练、评测并托管专属模型。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Machine Learning"
- ]
+ ],
+ "businessModel": "模型后训练、适配器托管与按token推理；项目和用量收费待拆"
},
{
"id": "YC32134",
@@ -20492,26 +20936,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Replacing GPUs with human brain cells",
- "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": "研发用人类脑细胞进行计算的训练方法及基础设施。",
+ "buyer": "生物计算及模型研究团队；实际付费买家待核",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "暂保留替代计算设施研究；Doom及token预测仅自述，不把研究目标当可商用GPU替代。创始人旧数字物品市场挂牌额不是本公司收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-32134"
+ "YC-E-32134",
+ "C02-FULL-YC32134"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发用人类脑细胞进行计算的训练方法及基础设施。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Machine Learning",
"Neurotechnology",
"AI"
- ]
+ ],
+ "businessModel": "早期生物计算研发；硬件、计算服务及许可模式未披露"
},
{
"id": "YC32135",
@@ -20550,27 +20996,30 @@
"year": 2026,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：AI-native sales agents that run marketplaces",
- "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": "在在线市场为访问者配置个性化销售Agent，辅助发现、购买及后续互动。",
+ "buyer": "在线交易市场及商户平台",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售运营；270万以上GMV是客户市场成交额，不是Palisade收入或ARR，不从总额推抽成。用户游标和记忆能力未独立运行核。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-32136"
+ "YC-E-32136",
+ "SALES-CAT-YC32136",
+ "SALES-LAUNCH-PALISADE"
],
"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：在在线市场为访问者配置个性化销售Agent，辅助发现、购买及后续互动。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Marketplace",
"Sales",
"E-commerce",
"AI"
- ]
+ ],
+ "businessModel": "市场销售Agent软件与集成；订阅、交易抽成及托管费未核"
},
{
"id": "YC32138",
@@ -20609,32 +21058,34 @@
"id": "YC32154",
"name": "Zomma",
"url": "https://www.ycombinator.com/companies/zomma",
- "cat": "C02",
+ "cat": "C07",
"year": 2026,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：The AI BPO for financial servies, run by computer-use 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": "在金融机构既有软件界面中处理交易警报调查、KYC及争议等后台流程。",
+ "buyer": "金融机构合规及后台运营团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移金融专业应用；试点、OSWorld成绩为公司自述，客户资产管理规模及创始人前雇主交易额和收入不归Zomma收入。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-32154"
+ "YC-E-32154",
+ "C02-BOUNDARY-YC32154"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：在金融机构既有软件界面中处理交易警报调查、KYC及争议等后台流程。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Robotic Process Automation",
"Finance",
"B2B",
"Workflow Automation",
"AI"
- ]
+ ],
+ "businessModel": "金融BPO式Agent运营交付；按任务、席位及人工支持收费未核"
},
{
"id": "YC32155",
@@ -20670,30 +21121,33 @@
"id": "YC32156",
"name": "Enact",
"url": "https://www.ycombinator.com/companies/enact",
- "cat": "C10",
+ "cat": "C02",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Real-world RL environments for robotics models",
- "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": "通过真实机器人任务采集失败及恢复示范，生成针对性后训练数据并内部评测。",
+ "buyer": "机器人模型及后训练团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移训练数据设施；自有内部评测用于验证数据，不等第三方独立评价或机器人销售，恢复效果与付费金额未核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-32156"
+ "YC-E-32156",
+ "C10-FULL-YC32156",
+ "C10-CURRENT-HOME-YC32156"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：通过真实机器人任务采集失败及恢复示范，生成针对性后训练数据并内部评测。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Reinforcement Learning",
"Robotics",
"AI"
- ]
+ ],
+ "businessModel": "真实任务环境、恢复数据和训练服务；许可、实验及项目合同待核"
},
{
"id": "YC32157",
@@ -20729,30 +21183,33 @@
"id": "YC32160",
"name": "MusicArena",
"url": "https://www.ycombinator.com/companies/musicarena",
- "cat": "C08",
+ "cat": "C03",
"year": 2026,
"team": null,
"location": "San Francisco",
- "business": "公司简介：The crowdsourced benchmark for AI-generated music and music production",
- "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": "以众包比较评价AI生成音乐及音乐制作。",
+ "buyer": "音乐模型研发及模型选择用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意制作移评测设施；官网仅提取Producer Arena标题，无正文，不能以名称改变推主体或现商业模式。未复现榜单或推断自身独立水平。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-32160"
+ "YC-E-32160",
+ "CONSUMER-CAT-YC32160",
+ "CONSUMER-HOME-10"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以众包比较评价AI生成音乐及音乐制作。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Music",
"Crowdsourcing",
"AI"
- ]
+ ],
+ "businessModel": "音乐模型评测与竞技场；软件、数据、广告及服务收入未披露"
},
{
"id": "YC32161",
@@ -20880,27 +21337,29 @@
"year": 2026,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Fully automated GTM for small 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": "为小企业找线索、起草外联及品牌内容，并提示销售营销机会。",
+ "buyer": "小企业经营者及获客团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留GTM当前定位；旧通用流程自动化发布单列。点击发送仍由用户执行，不把自动化愿景当完全无人经营或自身收入。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-32171"
+ "YC-E-32171",
+ "SALES-CAT-YC32171"
],
"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：为小企业找线索、起草外联及品牌内容，并提示销售营销机会。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"SaaS",
"Sales",
"Marketing",
"AI"
- ]
+ ],
+ "businessModel": "营销/销售自动化应用；订阅、数据和服务成本待核"
},
{
"id": "YC32172",
@@ -21109,32 +21568,34 @@
"id": "YC32193",
"name": "Floracene",
"url": "https://www.ycombinator.com/companies/floracene",
- "cat": "C04",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "New York City, NY",
- "business": "公司简介：Vibecode + deploy HIPAA-compliant internal tools, no eng team needed",
- "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": "让医疗运营人员构建并部署连接生产数据且有权限控制的内部工具。",
+ "buyer": "缺少工程团队的医疗运营机构",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从通用编码移医疗专业应用；首个客户上线4项工具与2000亿美元行业软件支出不是公司收入。HIPAA合规为自述，未核BAA、审计或真实PHI处理。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-32193"
+ "YC-E-32193",
+ "C04-CAT-YC32193"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：让医疗运营人员构建并部署连接生产数据且有权限控制的内部工具。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Health Tech",
"Medical Devices",
"Digital Health",
"Enterprise Software",
"Healthcare IT"
- ]
+ ],
+ "businessModel": "医疗内部应用平台与部署支持；订阅、实施及合规责任待拆"
},
{
"id": "YC32194",
@@ -21437,57 +21898,61 @@
"year": 2025,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：The AI Coach for in person sales reps.",
- "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": "分析面对面销售录音，将有效做法转为组织知识和个性化辅导。",
+ "buyer": "线下销售及培训管理团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售赋能；法国前五企业与数千销售使用、转化提升为自述，无收入金额。销售员创造的业绩不是平台收入，未核录音授权或效果。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-32220"
+ "YC-E-32220",
+ "SALES-CAT-YC32220"
],
"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：分析面对面销售录音，将有效做法转为组织知识和个性化辅导。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"SaaS",
"B2B",
"Sales",
"Sales Enablement",
"AI"
- ]
+ ],
+ "businessModel": "销售会话分析与教练软件；席位、录音时长和服务费待拆"
},
{
"id": "YC32221",
"name": "Grocalo",
"url": "https://www.ycombinator.com/companies/grocalo",
- "cat": "C08",
+ "cat": "C06",
"year": 2026,
"team": 2,
"location": "Los Angeles, CA",
- "business": "公司简介：AI brain for creators that runs their social content",
- "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": "分析创作者受众并制作、个性化和分发社交内容。",
+ "buyer": "创作者及社交品牌运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从一般创意移营销运营，按主要增长及分发任务分类。20亿观看、400万新增粉丝及客户原粉丝规模不等Grocalo收入，效果和客户关系未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-32221"
+ "YC-E-32221",
+ "CONSUMER-CAT-YC32221"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：分析创作者受众并制作、个性化和分发社交内容。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Entertainment",
"Creator Economy",
"AI"
- ]
+ ],
+ "businessModel": "内容增长代运营与分析软件；服务费、软件及分发成本待拆"
},
{
"id": "YC32222",
@@ -21818,32 +22283,34 @@
"id": "YC32259",
"name": "screenpipe",
"url": "https://www.ycombinator.com/companies/screenpipe",
- "cat": "C02",
+ "cat": "C05",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Turn your company's computer work into 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": "记录企业电脑上的工作上下文，生成可检索记忆、流程文档及自动化线索。",
+ "buyer": "个人及企业知识工作团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "由算力移企业通用工作；可供Agent作为上下文是用途，不直接等模型训练数据销售。开源、星标、可用性和隐私均未在本轮代码/产品实测。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-32259"
+ "YC-E-32259",
+ "C02-FULL-YC32259"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：记录企业电脑上的工作上下文，生成可检索记忆、流程文档及自动化线索。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"SaaS",
"B2B",
"Enterprise",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "工作记忆与流程分析软件；本地、企业部署及Agent扩展收费待核"
},
{
"id": "YC32261",
@@ -22058,25 +22525,27 @@
"year": 2026,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Teaching AI to Design Chips",
- "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": "构建长周期芯片设计任务的RL环境及模型评测，涵盖设计到验证循环。",
+ "buyer": "前沿模型实验室及后训练团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型训练设施，与直接卖EDA软件分开；形式验证、确定性与物理评分是自述，竞争公司薪资和流片目标不是收入或已实现产品能力。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-32517"
+ "YC-E-32517",
+ "C02-FULL-YC32517"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：构建长周期芯片设计任务的RL环境及模型评测，涵盖设计到验证循环。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Semiconductors",
"AI"
- ]
+ ],
+ "businessModel": "芯片设计训练环境与评测许可；项目及合同未核"
},
{
"id": "YC32522",
@@ -22348,27 +22817,30 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Databricks for Enterprise Codebases",
- "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GitNexus代码知识图谱为编码Agent提供依赖及执行流上下文，并支持代码审查。",
+ "buyer": "企业工程及编码Agent使用团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留代码工程工具；YC短定位Databricks与官网实际图谱说明分开。DeepSWE改进和每次修复成本是公司自建测试，非独立评测或自身收入；开源材料未在本轮打开代码。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-32619"
+ "YC-E-32619",
+ "C04-CAT-YC32619",
+ "C04-HOME-YC32619"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：以GitNexus代码知识图谱为编码Agent提供依赖及执行流上下文，并支持代码审查。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Generative AI",
"SaaS",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "开放源码代码图谱、自托管企业版及编码工具；许可和服务合同待核"
},
{
"id": "YC32620",
@@ -22644,28 +23116,30 @@
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Building robots to automate wetlabs",
- "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": "在现有湿实验室部署可移动并操作既有设备的实验机器人。",
+ "buyer": "科学实验室及研究运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实验室机器人系统；通用brain及自然语言接口是系统方向，不能只据brain视为已售通用基础模型。真实自主性、实验安全和合同未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-32716"
+ "YC-E-32716",
+ "C10-FULL-YC32716"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在现有湿实验室部署可移动并操作既有设备的实验机器人。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Robotics",
"B2B",
"Biotech",
"AI"
- ]
+ ],
+ "businessModel": "机器人控制系统及现场部署；硬件、软件与支持费待拆"
},
{
"id": "YC32717",
@@ -22882,31 +23356,46 @@
"id": "YC32815",
"name": "TryNearby",
"url": "https://www.ycombinator.com/companies/trynearby",
- "cat": "C08",
+ "cat": "C06",
"year": 2025,
"team": 5,
"location": "Los Angeles, CA",
- "business": "公司简介：Local creators for local 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": "为本地餐厅匹配创作者到店拍摄、编辑和发布，并用Agent协调关系。",
+ "buyer": "本地餐厅及服务商",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移本地营销运营；120以上付费餐厅及399月费仅自述，不能相乘得到已确认MRR。餐厅营收提升和创始人旧FaZe/消费应用ARR不归公司。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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": "2026-08-17发布称原文$399/月，包含当地创作者到店内容服务；当前合同、币种、折扣和分账未核",
+ "stage": "公开自述有使用或付费，历史经营数字与当前合同待核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-32815"
+ "YC-E-32815",
+ "CONSUMER-CAT-YC32815",
+ "CONSUMER-HOME-08",
+ "CONSUMER-INCOME-TRYNEARBY"
],
"revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为本地餐厅匹配创作者到店拍摄、编辑和发布，并用Agent协调关系。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Restaurant Tech",
"Marketing",
"Creator Economy",
"SMB"
- ]
+ ],
+ "businessModel": "按月营销服务与创作者撮合，含现场内容劳动和人工升级；分账及成本待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC当前公司与所附公开发布关联，精确注册、签约及财务合并主体未独立核。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读当前产品及发布自述；未运行产品、复现效果或核实际合同与收入。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC32815",
+ "CONSUMER-INCOME-TRYNEARBY"
+ ]
+ }
},
{
"id": "YC32848",
@@ -23126,26 +23615,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Expert computer-use data for frontier AI labs",
- "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": "采集专业软件使用中的屏幕、鼠标键盘轨迹和标注，供模型实验室训练。",
+ "buyer": "电脑操作模型及Agent研发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留数据设施；自述已售15000小时和下载量无售价、币种及收入金额，不由工时反推ARR。全栈训练部署是后续方向，非当前已核交付。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-32988"
+ "YC-E-32988",
+ "C02-FULL-YC32988"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：采集专业软件使用中的屏幕、鼠标键盘轨迹和标注，供模型实验室训练。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Reinforcement Learning",
"Data Labeling",
"Data Engineering"
- ]
+ ],
+ "businessModel": "专家训练数据采集与许可；项目、权利和专家成本待拆"
},
{
"id": "YC33014",
@@ -23269,30 +23760,32 @@
"id": "YC33022",
"name": "Praxis Robotics",
"url": "https://www.ycombinator.com/companies/praxis-robotics",
- "cat": "C10",
+ "cat": "C02",
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Turns real businesses into robotics data vendors",
- "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": "组织企业采集第一视角视频、三维及多模态现场数据，供模型实验室训练。",
+ "buyer": "具身模型实验室及机器人研发团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移数据设施；6万可触达工人、五洲及客户企业规模不等公司雇员或收入。真实数据权利、已付费客户及交付质量未独立核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-33022"
+ "YC-E-33022",
+ "C10-FULL-YC33022"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：组织企业采集第一视角视频、三维及多模态现场数据，供模型实验室训练。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Reinforcement Learning",
"Robotic Process Automation"
- ]
+ ],
+ "businessModel": "现场训练数据采集与许可；场地及工作人员支付待拆"
},
{
"id": "YC33023",
@@ -23477,32 +23970,34 @@
"id": "YC33051",
"name": "Tokenless",
"url": "https://www.ycombinator.com/companies/tokenless",
- "cat": "C02",
+ "cat": "C03",
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：We find flaws in RL environments and evals and help you fix them.",
- "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": "研究并修复RL环境及评测中的缺陷，减少奖励投机并解释Agent行为。",
+ "buyer": "RL训练、环境构建及Agent评测团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移Agent评测设施；旧Touchy iPhone助手另列沿革，当前研究定位不证明模型性能或付费使用；旧用户和创始人履历不归收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-33051"
+ "YC-E-33051",
+ "C02-FULL-YC33051"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研究并修复RL环境及评测中的缺陷，减少奖励投机并解释Agent行为。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Developer Tools",
"Machine Learning",
"Reinforcement Learning",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "环境与评测质量研究、工具及服务；合同待核"
},
{
"id": "YC33052",
@@ -23541,26 +24036,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Robots that learn on the job",
- "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": "在代工制造环境部署从人类示范学习新任务的机器人。",
+ "buyer": "高混合生产及代工制造企业",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留实体机器人；一次示范学会和不需额外训练为自述，未独立验证泛化。团队Boston Dynamics/Amazon旧项目不是Shiraz客户或收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-33053"
+ "YC-E-33053",
+ "C10-FULL-YC33053"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在代工制造环境部署从人类示范学习新任务的机器人。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Generative AI",
"Robotics",
"Manufacturing"
- ]
+ ],
+ "businessModel": "机器人系统与部署服务；设备、工作量及支持收费待拆"
},
{
"id": "YC33054",
@@ -23570,27 +24067,29 @@
"year": 2026,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Lightning fast chips with hardcoded AI models",
- "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": "研发将模型权重固化到芯片中的专用AI推理硬件。",
+ "buyer": "私有推理、算力及设备开发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留芯片设施；吞吐及能效均为自述，未核物理样片、量产或实测。旧发布预告下周开源不当已公开材料或订阅收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-33054"
+ "YC-E-33054",
+ "C02-FULL-YC33054"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发将模型权重固化到芯片中的专用AI推理硬件。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Hardware",
"B2B",
"Semiconductors",
"AI"
- ]
+ ],
+ "businessModel": "专用推理芯片研发；芯片交付、模型许可和服务收费未核"
},
{
"id": "YC33056",
@@ -23716,28 +24215,30 @@
"year": 2026,
"team": 8,
"location": "San Francisco",
- "business": "公司简介：AI engineer that debugs and fixes production incidents in realtime",
- "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": "向运行中的服务插入探针读取故障时变量状态，帮助Agent定位并修复生产问题。",
+ "buyer": "生产软件工程及值班团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件运维工具；低CPU开销、自动PII脱敏和十分钟修复均自述。文中第三方故障赔付和交易事件不归HyperProbe收入，未对运行服务装探针。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-33177"
+ "YC-E-33177",
+ "C04-CAT-YC33177"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：向运行中的服务插入探针读取故障时变量状态，帮助Agent定位并修复生产问题。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"AIOps",
"Developer Tools",
"SaaS",
"DevOps",
"AI"
- ]
+ ],
+ "businessModel": "运行时可观测与故障诊断软件；运行、数据量及支持收费未核"
},
{
"id": "YC33178",
@@ -23834,54 +24335,59 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Self-optimizing inference cloud for faster, cheaper 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": "提供开放模型推理云和API，优化GPU及模型服务性能。",
+ "buyer": "模型应用工程及企业部署团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留推理设施，官网与现YC定位对应；旧Agent FM编码Agent群聊应用分开，旧付费工程师及活跃度不转当前推理收入，页脚Agent FM Inc不等工商已核。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-33250"
+ "YC-E-33250",
+ "C02-FULL-YC33250",
+ "C02-CURRENT-HOME-YC33250"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供开放模型推理云和API，优化GPU及模型服务性能。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"AI"
- ]
+ ],
+ "businessModel": "按token推理API与企业服务；合同和成本待核"
},
{
"id": "YC33278",
"name": "PRINCEPS",
"url": "https://www.ycombinator.com/companies/princeps",
- "cat": "C02",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "London, United Kingdom",
- "business": "公司简介：AI-native insurance company for the compute economy",
- "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": "为数据中心及云算力相关的SLA、GPU残值和停机风险提供保险定价及承保定位。",
+ "buyer": "数据中心及云算力相关风险与融资团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移保险专业业务；客户产业是compute不等交付算力。创始人既往项目金额不归本公司收入，保险保费不能直接当软件ARR。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-33278"
+ "YC-E-33278",
+ "C02-BOUNDARY-YC33278"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为数据中心及云算力相关的SLA、GPU残值和停机风险提供保险定价及承保定位。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Fintech",
"Machine Learning",
"Insurance",
"AI"
- ]
+ ],
+ "businessModel": "计算产业保险业务；实际承保人、牌照、经纪/承保角色及保费净收入未核"
},
{
"id": "YC33279",
@@ -24158,26 +24664,28 @@
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Grok bot for GTM & Revenue 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": "构建并部署Agent执行线索、资格、CRM、预测和收入跟进等大批量工作。",
+ "buyer": "GTM及收入运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留当前收入工作流，旧通用高容量定位与现主营分开。咖啡价格比喻、1000集成和产能不作实际标价、可用性或收入。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-33342"
+ "YC-E-33342",
+ "SALES-CAT-YC33342"
],
"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：构建并部署Agent执行线索、资格、CRM、预测和收入跟进等大批量工作。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"AIOps",
"Workflow Automation",
"Sales"
- ]
+ ],
+ "businessModel": "面向收入工作的Agent自动化平台；用量、模型及实施收费待拆"
},
{
"id": "YC33344",
@@ -24269,32 +24777,35 @@
"id": "YC33349",
"name": "Robocurve",
"url": "https://www.ycombinator.com/companies/robocurve",
- "cat": "C10",
+ "cat": "C03",
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Evals for robots",
- "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": "构建真实机器人任务基准与评测框架，并发布能力测量。",
+ "buyer": "机器人及模型研发团队、研究及公共评估使用者",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移评测设施；自称独立评价机构不使其自身技术等级自动变独立测试。官网融资、安装量及第三方模型分数不当其收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-33349"
+ "YC-E-33349",
+ "C10-FULL-YC33349",
+ "C10-CURRENT-HOME-YC33349"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：构建真实机器人任务基准与评测框架，并发布能力测量。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hard Tech",
"Hardware",
"Robotics",
"Open Source",
"AI"
- ]
+ ],
+ "businessModel": "机器人/Agent评测研究与工具服务；商业合同、开源与赞助收费待核"
},
{
"id": "YC33441",
@@ -24360,32 +24871,34 @@
"id": "YC33573",
"name": "hardware intelligence",
"url": "https://www.ycombinator.com/companies/hardware-intelligence",
- "cat": "C02",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI tools for the chips your AI 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": "提供芯片波形压缩、仿真及调试工具WaveZip和Wave。",
+ "buyer": "芯片设计及硬件验证工程团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移芯片设计专业应用；波形压缩、性能提升与基准优胜均为自述，本轮未读代码或运行工具，不当已验证能力或收入。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-33573"
+ "YC-E-33573",
+ "C02-BOUNDARY-YC33573"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供芯片波形压缩、仿真及调试工具WaveZip和Wave。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Developer Tools",
"Hardware",
"Enterprise Software",
"Semiconductors",
"AI"
- ]
+ ],
+ "businessModel": "EDA工具软件；许可、席位与支持服务收费未核"
},
{
"id": "YC33639",
@@ -24479,32 +24992,46 @@
"id": "YC33738",
"name": "CoArena",
"url": "https://www.ycombinator.com/companies/coarena",
- "cat": "C02",
+ "cat": "C03",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The biggest crowdsourced benchmark for Computer-Use",
- "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": "让用户盲评两个电脑操作Agent完成相同任务，形成实时评测和数据。",
+ "buyer": "电脑操作模型实验室及Agent评测团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移Agent评测设施；同页Coasty旧运行产品保留，82.81%及其他成绩仅机构页自述，本轮未查独立榜单。60000收入是发布时累计值，不是MRR/ARR。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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",
+ "stage": "公司自述已有竞技场使用和累计收入，现经营及收入合同待核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-33738"
+ "YC-E-33738",
+ "C02-FULL-YC33738",
+ "COARENA-REVENUE-LAUNCH"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：让用户盲评两个电脑操作Agent完成相同任务，形成实时评测和数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"AIOps",
"Machine Learning",
"Reinforcement Learning",
"Data Labeling",
"AI"
- ]
+ ],
+ "businessModel": "公共竞技场、评测和数据服务，另有Coasty Agent；收入来源及免费/付费边界待核",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "YC同页关联CoArena、coarena.ai及Coasty发布；未核法律主体、支付账户及新旧产品收入拆分。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读竞技场盲评流程及同页Coasty性能自述；未打开评测代码、独立榜单或运行Agent，不认定第三方成绩。",
+ "evidenceIds": [
+ "C02-FULL-YC33738",
+ "COARENA-REVENUE-LAUNCH"
+ ]
+ }
},
{
"id": "YC33804",
@@ -24601,28 +25128,30 @@
"year": 2025,
"team": 4,
"location": "Waterloo, Canada",
- "business": "公司简介：Firmware simulation for 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": "构建硬件模拟环境，支持开发者与Agent观察和测试嵌入式固件。",
+ "buyer": "嵌入式软件及固件开发团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留软件测试分类：用于固件开发，未见主营模型训练环境。简介短，支持硬件范围、精度和实际合同待核，不据simulation关键词归模型设施。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-33838"
+ "YC-E-33838",
+ "C04-CAT-YC33838"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：构建硬件模拟环境，支持开发者与Agent观察和测试嵌入式固件。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Hardware",
"Semiconductors",
"Electronics",
"AI"
- ]
+ ],
+ "businessModel": "固件模拟/测试工具；软件许可及硬件模型服务未核"
},
{
"id": "YC33936",
@@ -24693,26 +25222,28 @@
"year": 2025,
"team": 6,
"location": "New York City, NY",
- "business": "公司简介：Open harness for video and other creative 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": "提供面向视频、音乐、游戏及图形制作的模型与创意工具控制工作台。",
+ "buyer": "专业及个人创作团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留创意产品，harness是实现形式而非自动归通用Agent基础设施。Moda旧用户量与本产品付费分开，未打开代码或运行100多工具集成。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-34134"
+ "YC-E-34134",
+ "CONSUMER-CAT-YC34134"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供面向视频、音乐、游戏及图形制作的模型与创意工具控制工作台。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Design",
"Video",
"Marketing"
- ]
+ ],
+ "businessModel": "创意Agent工作台；许可、模型额度和工具/服务费用待拆"
},
{
"id": "YC34431",
@@ -24924,25 +25455,27 @@
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Wet lab infrastructure that turns AI experiments into training data.",
- "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团队运行生物实验，返回供模型学习的实验数据。",
+ "buyer": "需要湿实验数据的AI及生物研究团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "按主要交付暂保留训练数据设施，非推定自研药物或基础模型；简介短，实际实验、客户、经常性收入和合同待核，不能按纯软件订阅比较。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-34794"
+ "YC-E-34794",
+ "C02-FULL-YC34794"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为AI团队运行生物实验，返回供模型学习的实验数据。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Deep Learning",
"AI"
- ]
+ ],
+ "businessModel": "湿实验执行与训练数据交付；项目、实验成本与数据权利待拆"
},
{
"id": "YC34861",
@@ -25095,32 +25628,34 @@
"id": "YC34959",
"name": "Applied Kinetics",
"url": "https://www.ycombinator.com/companies/applied-kinetics",
- "cat": "C02",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI-native manufacturing for data center and energy projects",
- "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": "按数据中心及能源项目规格组织变压器、开关设备、发电与冷却设备制造及交付。",
+ "buyer": "数据中心及能源开发商、EPC和公用事业团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移制造专业业务；AI用于审规格、排产和跟踪订单，不表示主要出售模型调用。报价交期、客户避免的损失和生产网络不当实际收入或纯软件ARR。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-34959"
+ "YC-E-34959",
+ "C02-BOUNDARY-YC34959"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：按数据中心及能源项目规格组织变压器、开关设备、发电与冷却设备制造及交付。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"B2B",
"Manufacturing",
"Energy",
"AI",
"Industrial"
- ]
+ ],
+ "businessModel": "定制实体设备制造、供应链协调及交付支持；货款、服务费和净收入待拆"
},
{
"id": "YC35092",
@@ -25339,26 +25874,28 @@
"year": 2026,
"team": 1,
"location": "Paris, France",
- "business": "公司简介：Open-model inference provider for Europe, private by default.",
- "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": "通过兼容API提供开放模型推理，允许选择欧洲或美国地区。",
+ "buyer": "企业及AI应用开发团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留推理设施；EU隐私默认与零留存均为自述，地区选择分开，不当第三方合规审计。免费额度、创始人旧产品和客户用量不是当前收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-35191"
+ "YC-E-35191",
+ "C02-FULL-YC35191"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过兼容API提供开放模型推理，允许选择欧洲或美国地区。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Enterprise",
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "充值积分、按量推理与企业月结；存储及合同待核"
},
{
"id": "YC35257",
@@ -25420,30 +25957,32 @@
"id": "YC35260",
"name": "OpenCrawl",
"url": "https://www.ycombinator.com/companies/opencrawl",
- "cat": "C09",
+ "cat": "C03",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：High-performant hyper-personalized search indexes.",
- "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Agent发现来源并构建、托管抓取处理及定制搜索索引。",
+ "buyer": "Agent及多模态产品开发团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人搜索移开发设施；面向开发者MCP/CLI/API，不据personalized词认定个人应用。来源权利、准确度、性能与当前合同未独立核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-35260"
+ "YC-E-35260",
+ "CONSUMER-CAT-YC35260"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为Agent发现来源并构建、托管抓取处理及定制搜索索引。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Data Engineering",
"Search",
"AI"
- ]
+ ],
+ "businessModel": "搜索/抓取与上下文数据API；托管用量和数据许可待拆"
},
{
"id": "YC35262",
@@ -25477,29 +26016,32 @@
"id": "YC35263",
"name": "River",
"url": "https://www.ycombinator.com/companies/rivereditor",
- "cat": "C02",
+ "cat": "C05",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The AI computer.",
- "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": "为知识工作提供跨文件、应用、文档、表格及演示的AI协作工作台。",
+ "buyer": "个人创作者及团队知识工作者",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力移办公应用；官网示例Meadow投资者更新内的71400/84200等是演示文件，不归River收入，100000创作者也不等付费用户。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-35263"
+ "YC-E-35263",
+ "C02-FULL-YC35263",
+ "C02-CURRENT-HOME-YC35263"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：为知识工作提供跨文件、应用、文档、表格及演示的AI协作工作台。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Productivity",
"AI"
- ]
+ ],
+ "businessModel": "桌面/网页工作台，个人与团队收费；当前合同与留存未核"
},
{
"id": "YC35265",
@@ -25509,25 +26051,27 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Inference and post-training for realtime 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": "基于客户生产轨迹后训练开放语音模型，并优化及托管实时推理。",
+ "buyer": "实时语音Agent产品团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留模型设施；语音业务场景不等替客户运营呼叫中心。模型速度/成本和行业2028预测均自述，前雇主通话量不归Hopper收入。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-35265"
+ "YC-E-35265",
+ "C02-FULL-YC35265"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：基于客户生产轨迹后训练开放语音模型，并优化及托管实时推理。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Infrastructure",
"AI"
- ]
+ ],
+ "businessModel": "推理托管、后训练和联合评测工程服务；用量及项目收费待拆"
},
{
"id": "YC35266",
@@ -25567,26 +26111,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The AI coding agent for C and C++",
- "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C/C++提供可调用实际工具链的编码、构建、调试和测试Agent。",
+ "buyer": "C/C++系统软件团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "保留编程工具；汽车/芯片/交易系统是客户场景，不直接变行业设备厂商。编译通过或全部可捕获错误均能捕获为宣传，未运行工具或核性能。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-35289"
+ "YC-E-35289",
+ "C04-CAT-YC35289"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为C/C++提供可调用实际工具链的编码、构建、调试和测试Agent。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Enterprise Software",
"AI"
- ]
+ ],
+ "businessModel": "编码Agent及本地部署；许可、模型用量和支持费用待拆"
},
{
"id": "YC35291",
@@ -25620,31 +26166,33 @@
"id": "YC35292",
"name": "Agent Relay",
"url": "https://www.ycombinator.com/companies/agent-relay",
- "cat": "C04",
+ "cat": "C03",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Let your teams' coding agents message each other",
- "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": "让不同设备和工具中的Agent相互发消息，并保留可检索的共享会话历史。",
+ "buyer": "使用多Agent的软件团队及Agent开发者",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从编码应用移通信设施；首要交付是消息连接而非写代码。旧Tailwind八位数ARR是创始人前公司业绩，不能归Agent Relay；setup命令未执行。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-35292"
+ "YC-E-35292",
+ "C04-CAT-YC35292"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：让不同设备和工具中的Agent相互发消息，并保留可检索的共享会话历史。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"Swarm AI",
"Open Source",
"AI"
- ]
+ ],
+ "businessModel": "跨Agent通信与历史记录设施；免费托管及自托管商业边界待核"
},
{
"id": "YC35322",
@@ -25714,56 +26262,60 @@
"year": 2026,
"team": 1,
"location": "Germany",
- "business": "公司简介：An agentic phone that does your busywork",
- "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": "研发可让Agent跨手机应用执行任务的个人手机体验。",
+ "buyer": "个人手机及AI助理用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留个人交互终端；一人团队为旧YC快照，未核量产、出货或实际硬件形态，自动执行及减少屏幕时间是宣传。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-35356"
+ "YC-E-35356",
+ "CONSUMER-CAT-YC35356"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发可让Agent跨手机应用执行任务的个人手机体验。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Telecommunications",
"AI"
- ]
+ ],
+ "businessModel": "Agent手机/系统体验；设备、软件订阅及模型收费未披露"
},
{
"id": "YC35392",
"name": "Dydema",
"url": "https://www.ycombinator.com/companies/dydema",
- "cat": "C02",
+ "cat": "C09",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：A consumer brain-computer interface you can map to anything.",
- "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": "研发个人可穿戴、可编程脑机接口，并采集脑信号数据支持研发。",
+ "buyer": "个人计算交互用户；当前实际付费买家待核",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移消费者个人应用；大规模脑数据是研发路径，未见主营训练数据销售证据。计算速度及可用性是愿景，交货与实际收入未核。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-35392"
+ "YC-E-35392",
+ "C02-BOUNDARY-YC35392"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发个人可穿戴、可编程脑机接口，并采集脑信号数据支持研发。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Hardware",
"Neurotechnology",
"Consumer",
"Big Data",
"AI"
- ]
+ ],
+ "businessModel": "消费者交互硬件及配套软件研发；设备销售、订阅和数据许可未核"
},
{
"id": "YC35393",
@@ -25860,28 +26412,30 @@
"year": 2026,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Robots for high skilled labor powering AI infrastructure",
- "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": "部署适应多任务的机器人，并集成到数据中心及先进制造工作流。",
+ "buyer": "基础设施及先进制造运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "保留机器人交付；训练数据与模块硬件是系统组成，非自动独立数据收入。客户工厂每年200万人工成本不是本公司收入，现场效果和合同待核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-35454"
+ "YC-E-35454",
+ "C10-FULL-YC35454"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：部署适应多任务的机器人，并集成到数据中心及先进制造工作流。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hardware",
"Robotics",
"Manufacturing",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "机器人系统与工程集成；硬件、部署和支持费用待拆"
},
{
"id": "YC35521",
@@ -25891,26 +26445,28 @@
"year": 2026,
"team": 2,
"location": "Vancouver, Canada",
- "business": "公司简介：Continuously improving evals for agentic commerce",
- "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": "通过购物Agent任务、验证者和动态问题构建电商评测与训练数据。",
+ "buyer": "购物Agent与电商AI研发团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "行业是电商，但当前交付为评测设施，非代运营销售服务；奖励、代币与旧项目吞吐量不当公司经常性收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-35521"
+ "YC-E-35521",
+ "AGENT-CAT-YC35521"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：通过购物Agent任务、验证者和动态问题构建电商评测与训练数据。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Crypto / Web3",
"Consumer Products",
"AI"
- ]
+ ],
+ "businessModel": "电商Agent基准与验证网络；奖励、数据及服务收费待核"
},
{
"id": "YC35522",
@@ -26037,28 +26593,30 @@
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：Embodied Scientific Intelligence",
- "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": "研发把科学推理与物理实验结合的通用机器人实验员。",
+ "buyer": "科学研究及实验室团队；实际付费买家待核",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "暂保留机器人研究；自然智能类比与发现愿景不等已运行完整实验员，简介短，模型、硬件、产品及收入待核。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-35652"
+ "YC-E-35652",
+ "C10-FULL-YC35652"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发把科学推理与物理实验结合的通用机器人实验员。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Robotics",
"Energy",
"Advanced Materials",
"AI",
"Biotechnology"
- ]
+ ],
+ "businessModel": "早期科学机器人研发；设备、软件及实验服务模式未披露"
},
{
"id": "YC35685",
@@ -26152,25 +26710,26 @@
"id": "YC35850",
"name": "Dreamscale Labs",
"url": "https://www.ycombinator.com/companies/dreamscale-labs",
- "cat": "C10",
+ "cat": "C02",
"year": 2026,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Real-time cloud inference for robotics.",
- "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": "为机器人模型提供实时云推理、网络与计算优化及部署支持。",
+ "buyer": "机器人研发和模型部署团队",
+ "delivery": "云推理基础设施与部署支持；按需收费为自述，实际单价和合同未核",
+ "notes": "40—50%延迟降低等性能为厂商自述，未下载、编译或运行复现；不因此认定机器人整机业务。 收入、定价与技术能力仍需专项核验。",
"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-35850"
+ "YC-E-35850",
+ "PHYSICAL-CAT-YC35850"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营与长简介：为机器人模型提供实时云推理、网络与计算优化及部署支持。 按交付对象与任务分类，行业买家或创始人经历不直接等于机器人整机研发。",
"directoryTags": [
"Robotics",
"Infrastructure",
@@ -26210,30 +26769,32 @@
"id": "YC35950",
"name": "Resin Technologies",
"url": "https://www.ycombinator.com/companies/resin-technologies",
- "cat": "C08",
+ "cat": "C07",
"year": 2026,
"team": null,
"location": "San Francisco",
- "business": "公司简介：Resin helps engineers design electronics faster and more reliably",
- "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": "提供电子原理图、元件与封装生成、布线及制造导出的ECAD工具。",
+ "buyer": "电子硬件及PCB设计工程团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从创意移电子工程；Codex比喻不改变产出为PCB设计，零件价格与物料清单不是公司收入。兼容和设计可靠性未独立测试。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-35950"
+ "YC-E-35950",
+ "CONSUMER-CAT-YC35950"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供电子原理图、元件与封装生成、布线及制造导出的ECAD工具。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Hardware",
"Electronics",
"AI"
- ]
+ ],
+ "businessModel": "专业电子设计云软件；席位、用量及工程支持收费待拆"
},
{
"id": "YC35983",
@@ -26302,57 +26863,61 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Turn any website into an MCP for your agents, in minutes",
- "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": "将网站和旧系统变成托管API/MCP，供Agent接入并管理鉴权和权限。",
+ "buyer": "Agent开发与企业系统集成团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "速度、价格、覆盖范围及自愈效果仅自述，本轮未打开所链接代码或独立复测；创始人过去F500项目不当当前公司客户或收入。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-36016"
+ "YC-E-36016",
+ "AGENT-CAT-YC36016"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：将网站和旧系统变成托管API/MCP，供Agent接入并管理鉴权和权限。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"Developer Tools",
"B2B",
"Workflow Automation",
"API",
"AI"
- ]
+ ],
+ "businessModel": "网站接口生成、托管及连接设施，实际计费合同待核"
},
{
"id": "YC36048",
"name": "Archgen Labs",
"url": "https://www.ycombinator.com/companies/archgen-labs",
- "cat": "C02",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI-powered EDA tools for faster, cooler 3D chips",
- "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3D芯片布局、时序、热分析及布线等EDA工具。",
+ "buyer": "3D芯片设计及半导体工程团队",
+ "delivery": "已读YC当前主营及相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "从算力设施移芯片设计专业应用；GPU加速是工具实现。自述竞赛排名、热分析速度及GlobalFoundries合作未独立核，2027首次流片是目标，不能记已完成或收入。 成立及团队字段保留原YC快照，不等法律注册或最新雇员核验。",
"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-36048"
+ "YC-E-36048",
+ "C02-BOUNDARY-YC36048"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：提供3D芯片布局、时序、热分析及布线等EDA工具。 按主要买家与交付分类；compute/chip/computer-use关键词不直接等算力交付。",
"directoryTags": [
"Hardware",
"Semiconductors",
"AI"
- ]
+ ],
+ "businessModel": "专业EDA软件与协同研发；许可、项目与支持收费未核"
},
{
"id": "YC36081",
@@ -26564,29 +27129,47 @@
"name": "Native",
"url": "https://www.ycombinator.com/companies/native",
"cat": "C06",
- "year": 2026,
+ "year": null,
"team": 6,
"location": "San Francisco",
- "business": "公司简介：Artificial Intuition for marketing",
- "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": "2026年成立",
+ "business": "以内部Norn预测营销想法，并生成、安排及发布企业社交内容和广告。",
+ "buyer": "中小企业及营销运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销应用；Norn是内部决策模型，API仍属后续方向，不当基础模型销售。官网三年前经营/转向与YC2026成立冲突；200万ARR口径及起算待核，不入同期。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
+ "cohort": "YC自述2026成立；官网旧经营/产品转向与该年冲突，成立口径待核",
"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",
+ "stage": "有公司自述经营金额，旧发布、现产品及实际合同待核",
"sourceType": "YC官方页面中的公司自述",
"evidenceIds": [
- "YC-E-36279"
+ "YC-E-36279",
+ "SALES-CAT-YC36279",
+ "SALES-HOME-06",
+ "SALES-HOME-07",
+ "SALES-HOME-08",
+ "SALES-NATIVE-REGISTRY-GAP",
+ "SALES-LAUNCH-NATIVE"
],
- "revenueStatus": "unknown",
- "profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "revenueStatus": "self",
+ "profileOnly": false,
+ "classificationBasis": "2026-10-31人工复核YC当前主营及相关发布节选：以内部Norn预测营销想法，并生成、安排及发布企业社交内容和广告。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Machine Learning",
"Social Media",
"AI"
- ]
+ ],
+ "businessModel": "营销SaaS及企业服务，含预测模型；品牌、额度、实施与媒体支出待拆",
+ "directoryOrigin": "yc-2025-2026",
+ "entityBasis": "官网及条款Native AS组织号930324787与当前平台对应；官网回顾三年前经营并改变产品，YC自述2026。政府接口未取得，精确法律成立、新产品起算及其他主体未核。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-31",
+ "summary": "已读产品与相关技术自述，未打开模型/源码、运行或独立复测，不把生成效果或自研模型宣传当独立成绩。",
+ "evidenceIds": [
+ "SALES-CAT-YC36279",
+ "SALES-LAUNCH-NATIVE"
+ ]
+ }
},
{
"id": "YC36345",
@@ -26912,89 +27495,97 @@
"id": "YC36776",
"name": "UXDuck",
"url": "https://www.ycombinator.com/companies/uxduck",
- "cat": "C10",
+ "cat": "C07",
"year": 2026,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Build better drones. Run better missions.",
- "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": "提供可适配多类无人载具的操作界面与任务软件。",
+ "buyer": "无人载具开发及任务运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从实体载具移行业软件；模拟无人机演示不证明制造或售出载具，官网读取失败不当停业依据。实际AI使用、部署及商业合同待补。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-36776"
+ "YC-E-36776",
+ "C10-FULL-YC36776",
+ "C10-CURRENT-HOME-YC36776"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供可适配多类无人载具的操作界面与任务软件。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Developer Tools",
"Hardware",
"AI"
- ]
+ ],
+ "businessModel": "行业操作界面软件；许可、部署及支持收费未核"
},
{
"id": "YC36777",
"name": "Sona8",
"url": "https://www.ycombinator.com/companies/sona8",
- "cat": "C03",
+ "cat": "C05",
"year": 2026,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：Voice agents survey employees to map, improve & automate workflows",
- "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": "用语音Agent访谈员工、整理流程问题，并支持跨部门比较与改进追踪。",
+ "buyer": "咨询、企业转型、战略与企业发展团队",
+ "delivery": "YC主营及相关长简介已读；实际合同、交付与付费状态尚未独立核验。",
+ "notes": "按当前买家和访谈任务归企业工作；context layer/基础设施是后续方向，10000次访谈与签约咨询客户不等收入金额。 成立和团队字段仍为原YC快照，不当工商/最新人数核验。",
"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-36777"
+ "YC-E-36777",
+ "AGENT-CAT-YC36777"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：用语音Agent访谈员工、整理流程问题，并支持跨部门比较与改进追踪。 按主要买家、任务及交付分类；Agent标签、功能实现或未来愿景不直接等运行基础设施。",
"directoryTags": [
"HR Tech",
"Infrastructure",
"AI",
"Conversational AI"
- ]
+ ],
+ "businessModel": "企业流程研究/访谈软件，定制服务与后续上下文设施收费待核"
},
{
"id": "YC36840",
"name": "Axonnic",
"url": "https://www.ycombinator.com/companies/axonnic",
- "cat": "C10",
+ "cat": "C02",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Bringing human dexterity to every robot",
- "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": "使用可穿戴肌电传感袖采集技能动作数据，并支持训练及迁移机器人策略。",
+ "buyer": "制造商及机器人模型实验室",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移训练数据设施；机器人不佩戴该袖，硬件是采数工具。官网意向书、试点与发布称袖套出货分别保留，付费试点自述无金额，不把意向当已确认收入。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-36840"
+ "YC-E-36840",
+ "C10-FULL-YC36840",
+ "C10-CURRENT-HOME-YC36840"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：使用可穿戴肌电传感袖采集技能动作数据，并支持训练及迁移机器人策略。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Neurotechnology",
"Robotics",
"Data Labeling"
- ]
+ ],
+ "businessModel": "示范数据采集、策略训练和试点服务，含传感硬件；各项合同待拆"
},
{
"id": "YC36908",
@@ -27004,27 +27595,29 @@
"year": 2026,
"team": 3,
"location": "Bengaluru, India",
- "business": "公司简介：Marketplace for AI inference: the right model at the best price",
- "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": "按客户真实流量选模型、汇集需求并让供应商竞争报价，提供统一推理API和备援。",
+ "buyer": "生产AI产品及模型采购团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留推理设施；客户日消息量和峰值容量不是收入，创始人此前Trupeer 4M ARR不归RouterPlus，不能从使用量直接推ARR或利润。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-36908"
+ "YC-E-36908",
+ "C02-FULL-YC36908"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：按客户真实流量选模型、汇集需求并让供应商竞争报价，提供统一推理API和备援。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Developer Tools",
"Marketplace",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "托管推理采购市场与路由服务；总交易额、供应商转付及平台净收费待拆"
},
{
"id": "YC36940",
@@ -27093,28 +27686,30 @@
"year": 2026,
"team": 4,
"location": "San Francisco",
- "business": "公司简介：Long horizon RL environments from real-life data",
- "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": "研发真实场景、长期工作流及多人交互的RL模拟环境与评测。",
+ "buyer": "前沿模型训练及研究团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "暂保留模型训练设施；简介短，本轮无相关发布正文，主营具体交付、付费和技术有效性继续留缺，不按research lab宣传提高技术等级。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-36974"
+ "YC-E-36974",
+ "C02-FULL-YC36974"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：研发真实场景、长期工作流及多人交互的RL模拟环境与评测。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"Machine Learning",
"Reinforcement Learning",
"B2B",
"Data Labeling",
"AI"
- ]
+ ],
+ "businessModel": "训练环境与评测研发；实际产品、许可及服务收费未核"
},
{
"id": "YC37005",
@@ -27270,26 +27865,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Cursor for GTM",
- "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GTM团队构建并运行账户研究、外联、CRM更新及入站资格Agent。",
+ "buyer": "增长工程、销售及收入运营团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留专业销售工作台；harness与Cursor比喻不单独决定通用开发分类。使用闭环、销售归因和客户管线不是公司收入。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-37273"
+ "YC-E-37273",
+ "SALES-CAT-YC37273"
],
"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：让GTM团队构建并运行账户研究、外联、CRM更新及入站资格Agent。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Sales",
"Marketing",
"AI"
- ]
+ ],
+ "businessModel": "GTM专用Agent工作平台；许可、数据、模型及执行收费待拆"
},
{
"id": "YC37274",
@@ -27388,26 +27985,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：a phone where AI is the interface",
- "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": "研发以AI为界面、可执行手机及后台任务的手机系统体验。",
+ "buyer": "个人手机及AI用户",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "暂保留消费者终端；不凭phone名认定自研量产硬件。简介短，真实系统能力、设备出货、主体和付费待核。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-37467"
+ "YC-E-37467",
+ "CONSUMER-CAT-YC37467"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：研发以AI为界面、可执行手机及后台任务的手机系统体验。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Hardware",
"Consumer",
"AI"
- ]
+ ],
+ "businessModel": "AI手机/系统应用；设备、软件与用量收费未披露"
},
{
"id": "YC37533",
@@ -27446,26 +28045,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Training Data For Speech Models.",
- "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": "设计并采集用于语音模型训练的音频数据集。",
+ "buyer": "语音模型训练团队",
+ "delivery": "已读YC当前主营及所附相关发布；实际合同、交付和付费状态尚未独立核验。",
+ "notes": "保留训练数据设施；简介短，无相关发布正文，合同、数据权利、客户与收入均待核，未把公司名称当已验证的完整业务能力。 成立及团队保留原YC快照；本轮不视为法律注册或最新人数核验。",
"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-37566"
+ "YC-E-37566",
+ "C02-FULL-YC37566"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布：设计并采集用于语音模型训练的音频数据集。 按主要买家和当前交付分类；旧产品与现主营分别记录，模型训练数据与终端业务不按关键词混分。",
"directoryTags": [
"AI",
"Conversational AI",
"ML"
- ]
+ ],
+ "businessModel": "音频训练数据设计采集；许可、复用权及贡献者成本未核"
},
{
"id": "YC37600",
@@ -27586,32 +28187,34 @@
"id": "YC37732",
"name": "Hundred",
"url": "https://www.ycombinator.com/companies/hundred",
- "cat": "C09",
+ "cat": "C07",
"year": 2026,
"team": 3,
"location": "San Francisco",
- "business": "公司简介：100% automated inspection for consumer electronics parts",
- "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": "为消费电子制造商提供受控成像及自动外观缺陷检测系统。",
+ "buyer": "电子零部件工厂及生产质量团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移工业质量检测；consumer指下游电子产品。450亿美元缺陷损失与小于100微米能力自述不是收入或独立检测证据，未操作仪器。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-37732"
+ "YC-E-37732",
+ "CONSUMER-CAT-YC37732"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为消费电子制造商提供受控成像及自动外观缺陷检测系统。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Hard Tech",
"Hardware",
"Machine Learning",
"Computer Vision",
"Industrial"
- ]
+ ],
+ "businessModel": "工业检测设备、视觉软件和集成；设备、许可及维护合同待拆"
},
{
"id": "YC37830",
@@ -27678,25 +28281,27 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：Kiwi is your GTM agent's favorite data 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": "为GTM团队维护数据、上下文、连接和技能，使Agent输出可追溯到SQL及快照。",
+ "buyer": "销售数据、增长工程及GTM团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留销售数据任务；自我改进与SQL引用不等输出准确性已核。实际买家、数据权利、收费与外包人工比例待补。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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-37863"
+ "YC-E-37863",
+ "SALES-CAT-YC37863"
],
"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GTM团队维护数据、上下文、连接和技能，使Agent输出可追溯到SQL及快照。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Collaboration",
"AI"
- ]
+ ],
+ "businessModel": "GTM数据与Agent支持软件/实施；平台、数据仓库和连接费待拆"
},
{
"id": "YC37896",
@@ -27760,31 +28365,47 @@
"id": "YC37997",
"name": "Phone Harness",
"url": "https://www.ycombinator.com/companies/phone-harness",
- "cat": "C09",
+ "cat": "C03",
"year": 2026,
"team": 1,
"location": "San Francisco",
- "business": "公司简介：Let your agent control your phone",
- "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": "让自带Agent控制本地或托管iPhone/Android的界面、输入及屏幕读取。",
+ "buyer": "Agent开发者及多设备自动化团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人手机应用移Agent运行/控制设施；不是自研基础模型。已读官网链接仓库、许可证及源码入口，网页/raw缓存版本不一不拼成固定版本，未运行、授权设备或验证可靠性。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-37997"
+ "YC-E-37997",
+ "CONSUMER-CAT-YC37997",
+ "CONSUMER-HOME-11",
+ "CONSUMER-PHONE-REPO",
+ "CONSUMER-PHONE-SOURCE",
+ "CONSUMER-PHONE-LICENSE"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：让自带Agent控制本地或托管iPhone/Android的界面、输入及屏幕读取。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"Open Source",
"API",
"Automation",
"AI"
- ]
+ ],
+ "businessModel": "开放源码控制工具与托管手机服务；许可、会话及设备收费待拆",
+ "technicalReview": {
+ "level": "public-artifact",
+ "reviewedAt": "2026-10-30",
+ "summary": "官网直接链接的公开仓库、MIT许可证及helpers.py源码入口可读；网页与raw缓存可能不同版本，未钉commit、安装运行、接设备或独立复测，不认定可靠性/性能已验证。",
+ "evidenceIds": [
+ "CONSUMER-PHONE-REPO",
+ "CONSUMER-PHONE-SOURCE",
+ "CONSUMER-PHONE-LICENSE"
+ ]
+ }
},
{
"id": "YC37998",
@@ -27794,25 +28415,28 @@
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：AI agency that manages paid ads on Meta, Google, LinkedIn, etc.",
- "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": "提供广告研究、素材、分析及投放Agent，并可由人工专家托管广告账户。",
+ "buyer": "品牌、代理及付费营销团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、付费和交付尚未独立核验。",
+ "notes": "保留营销；官网自助和人工管理双线，与旧纯AI代理发布分开。50每Demo是报价非已收收入，旧HireSweet400万/前公司出售/同行营收不归Adside。 团队仍为原YC快照；成立资料冲突另列，不把团队或融资规模视为审计。",
"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",
+ "price": "官网原文$290/品牌/月，年付折算190/月；人工托管10%广告费且最低3500/月。当前合同、币种及计费底表未核",
"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-37998"
+ "YC-E-37998",
+ "SALES-CAT-YC37998",
+ "SALES-HOME-02"
],
"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：提供广告研究、素材、分析及投放Agent，并可由人工专家托管广告账户。 按实际买家与交付分类；营销软件、人工代理、托管运营和创作工具标明模式，不等同质ARR。",
"directoryTags": [
"Swarm AI",
"Marketing"
- ]
+ ],
+ "businessModel": "按品牌AI平台加人工托管服务；软件费、管理费与广告预算待拆"
},
{
"id": "YC38061",
@@ -27847,29 +28471,31 @@
"id": "YC38127",
"name": "DeepMark",
"url": "https://www.ycombinator.com/companies/deepmark",
- "cat": "C09",
+ "cat": "C03",
"year": 2025,
"team": 5,
"location": "San Francisco",
- "business": "公司简介：A live watermark inside AI voice that survives phone calls",
- "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AI语音中嵌入可读身份标记，并解析到可验证身份记录。",
+ "buyer": "语音Agent、银行及呼叫系统开发团队",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从个人应用移身份设施；音频是身份载体而非创作产品。水印跨电话存活和防冒充能力自述未独立测试，认证记录与财务审计无关。 成立及团队保留原YC快照，不当法律注册或当前人数核验。",
"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-38127"
+ "YC-E-38127",
+ "CONSUMER-CAT-YC38127"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：在AI语音中嵌入可读身份标记，并解析到可验证身份记录。 按买家和交付分类；consumer/design/audio等词不单独代表个人应用或创意服务。",
"directoryTags": [
"B2B",
"Cybersecurity"
- ]
+ ],
+ "businessModel": "AI语音身份验证设施；API、许可与服务收费未核"
},
{
"id": "YC38226",
@@ -27904,60 +28530,64 @@
"id": "YC38391",
"name": "Boxes.dev",
"url": "https://www.ycombinator.com/companies/boxesdev",
- "cat": "C04",
+ "cat": "C03",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：A better place to run your coding 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": "提供并行云电脑运行编码Agent，并从桌面、手机及工具入口管理会话。",
+ "buyer": "编码Agent使用者及工程团队",
+ "delivery": "已读YC当前简介及相关发布节选；实际产品、合同和付费状态尚未独立核验。",
+ "notes": "从编程应用移Agent运行设施；提供运行环境不等自研编码模型。无限并行与自带订阅须核实际配额及合同，使用量、收入及GPU资产未知。 成立及团队字段保留原YC快照，不等注册或最新人数核验。",
"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-38391"
+ "YC-E-38391",
+ "C04-CAT-YC38391"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：提供并行云电脑运行编码Agent，并从桌面、手机及工具入口管理会话。 按产出、买家和交付分类；编码、IDE或自研模型等标签不单独决定业务类目。",
"directoryTags": [
"Developer Tools",
"B2B",
"AI"
- ]
+ ],
+ "businessModel": "托管Agent计算环境与调度；云资源、订阅和自带模型费用待拆"
},
{
"id": "YC38492",
"name": "Mantle",
"url": "https://www.ycombinator.com/companies/mantle-2",
- "cat": "C10",
+ "cat": "C07",
"year": 2026,
"team": 2,
"location": "San Francisco",
- "business": "公司简介：The pit crew for machines and robots.",
- "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": "为设备及机器人制造商直接提供部署、维修和维护的现场服务。",
+ "buyer": "设备及机器人制造商",
+ "delivery": "已读YC当前主营及相关发布节选；实际合同、交付和付费尚未独立核验。",
+ "notes": "从机器人制造移专业运维服务；当前简介明确非软件或市场平台，AI是否为交付核心待补证。5000亿美元行业维护支出不是Mantle收入，未提供官网线索。 成立及团队字段保留原YC快照，不等注册或当前雇员核验。",
"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-38492"
+ "YC-E-38492",
+ "C10-FULL-YC38492"
],
"revenueStatus": "unknown",
"profileOnly": true,
- "classificationBasis": "主营简介的规则初分",
+ "classificationBasis": "2026-10-30人工复核YC当前主营及相关发布节选：为设备及机器人制造商直接提供部署、维修和维护的现场服务。 按当前实体产出、买家及交付分类；数据、评测、模型和现场服务不因robotics名称直接当机器人制造。",
"directoryTags": [
"Hardware",
"Robotics",
"AI",
"Industrial"
- ]
+ ],
+ "businessModel": "实体现场运维服务，人员与备件成本为关键；合同及收费未核"
},
{
"id": "YC38953",
@@ -29279,6 +29909,776 @@
"AIMOGA-WRC"
]
}
+ },
+ {
+ "id": "AI086",
+ "name": "企智芯",
+ "url": "https://vipqzx.com/",
+ "cat": "C05",
+ "year": 2025,
+ "team": null,
+ "location": "中国北京（公司官网自述）",
+ "business": "面向企业将AI文案、SCRM、人事、财务与项目工作流集成到管理软件。",
+ "buyer": "企业管理、运营及业务团队；具体付费客户未核",
+ "delivery": "公开模块说明和流程演示；本轮未登录或实际运行。",
+ "cohort": "官网自述2025年成立，精确注册未独立核验",
+ "teamBasis": "本轮未取得完整员工数，不以官网团队背景、案例或服务客户数字代替",
+ "price": "本轮未取得明确收费标准或签约价格",
+ "stage": "官网公开产品/服务，成立与能力为公司自述，未核实际履约及收入",
+ "sourceType": "公司官网定向检索及公开原始自述",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "QZX-ABOUT",
+ "QZX-HOME"
+ ],
+ "notes": "采用和效率宣传缺少底表；流程演示中的合同、收款、利润与客户经营数据不作企智芯收入。",
+ "businessModel": "企业管理软件及AI功能；收费、部署与实施合同未核，不能先定为已实现订阅ARR",
+ "entityBasis": "官网关于页及页脚列企智芯（北京）科技有限公司；未独立核验注册代码及域名归属链。",
+ "classificationBasis": "按企业经营与通用工作流交付归C05；面向业务用户的落地服务不按技术术语归为模型基础设施。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网模块与AI功能自述；未核独立测试、实际客户验收或源代码。",
+ "evidenceIds": [
+ "QZX-ABOUT",
+ "QZX-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI087",
+ "name": "九昇智能（NineRise Intelligence）",
+ "url": "https://www.9shengai.com/",
+ "cat": "C05",
+ "year": 2025,
+ "team": null,
+ "location": "中国杭州（官网自述南湖未来科学园）",
+ "business": "以诊断咨询、企业培训、智能体定制与持续陪跑帮助中小企业部署AI业务流程。",
+ "buyer": "中小企业经营团队，另承接政企与私有化场景；付费客户清单未核",
+ "delivery": "公开套餐、技术说明及案例；交付形式混合专业服务、工具建设和运营。",
+ "cohort": "官网自述2025年6月成立，精确注册未独立核验",
+ "teamBasis": "本轮未取得完整员工数，不以官网团队背景、案例或服务客户数字代替",
+ "price": "公开诊断/培训/定制/陪跑分档标价；例如年度顾问¥59800，币种未另确认，均不是收入",
+ "stage": "官网公开产品/服务，成立与能力为公司自述，未核实际履约及收入",
+ "sourceType": "公司官网定向检索及公开原始自述",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "NR-ABOUT",
+ "NR-SERVICES",
+ "NR-TECH",
+ "NR-CASES",
+ "NR-PARTNER"
+ ],
+ "notes": "官网注明案例经营数据未经第三方审计；案例成果、包价及年度服务不作已确认ARR，未核收入数值。",
+ "businessModel": "咨询培训、定制实施与30/90天及年度陪跑服务；经常性软件许可、顾问与项目费须分开核",
+ "entityBasis": "官网列杭州九昇智能科技有限公司与英文品牌；原始登记代码、当前股权及法律沿革未核。",
+ "classificationBasis": "按企业经营与通用工作流交付归C05；面向业务用户的落地服务不按技术术语归为模型基础设施。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读RAG、模型适配、编排、评测等技术自述及官网案例；没有独立运行或评测记录。",
+ "evidenceIds": [
+ "NR-ABOUT",
+ "NR-SERVICES",
+ "NR-TECH",
+ "NR-CASES",
+ "NR-PARTNER"
+ ]
+ }
+ },
+ {
+ "id": "AI088",
+ "name": "Ontem",
+ "url": "https://www.ontempayments.com/",
+ "cat": "C06",
+ "year": 2026,
+ "team": 2,
+ "location": "美国纽约",
+ "business": "自动处理商业服务企业的开票、催收和核销，连接现有ERP、邮箱与支付资料。",
+ "buyer": "商业服务公司的财务与应收团队",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "signed ARR尚未核上线履约；销售管线和目标交易量不是公司收入。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR26-ONTEM",
+ "SR26-ONTEM-HOME",
+ "SR26-ONTEM-TERMS"
+ ],
+ "businessModel": "应收软件与实施服务；未来融资服务与客户代收款需另列",
+ "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。 官网条款运营者只写Ontem，完整法人名称仍缺。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-ONTEM-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI089",
+ "name": "Cybernetic Physics",
+ "url": "https://cyberneticphysics.com/",
+ "cat": "C10",
+ "year": 2026,
+ "team": 4,
+ "location": "美国加州Stanford（机构名录位置）",
+ "business": "集成第三方人形/移动操作机器人，执行数据中心布线、机架与维护任务。",
+ "buyer": "数据中心运营商与建设客户",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "投资机构页称live ARR；机器人项目与持续运营合同未取底表，订单台数与官网日志展示不作收入。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR26-CYBERNETIC-PHYSICS",
+ "SR26-CYBERNETIC-PHYSICS-HOME"
+ ],
+ "businessModel": "机器人集成、部署及持续运维；硬件、实施和服务收入分拆待核",
+ "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-CYBERNETIC-PHYSICS-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI090",
+ "name": "Lazyweb",
+ "url": "https://www.lazyweb.com/",
+ "cat": "C06",
+ "year": 2026,
+ "team": 2,
+ "location": "美国旧金山",
+ "business": "利用AI研究、生成和部署产品增长实验，优化网页与转化流程。",
+ "buyer": "产品增长团队、初创企业及独立开发者",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "机构页称live ARR；官网示例工作区的月收入与客户增长演算不是Lazyweb自身收入。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR26-LAZYWEB",
+ "SR26-LAZYWEB-HOME"
+ ],
+ "businessModel": "产品增长软件与代理工作流；订阅、用量及实施费用需按合同核",
+ "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-LAZYWEB-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI091",
+ "name": "Bota",
+ "url": "https://getbota.com/",
+ "cat": "C03",
+ "year": 2026,
+ "team": 4,
+ "location": "美国加州Mountain View（机构名录位置）",
+ "business": "通过录音设备、转写及API为AI产品提供真实对话上下文和设备运营。",
+ "buyer": "AI平台、企业团队及个人；当前业务分部收入未核",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "机构页标题$710K cARR、正文超过$700K contracted ARR；不当已实现ARR。官网订阅支持说明不证明合同已履约。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR26-BOTA",
+ "SR26-BOTA-HOME",
+ "SR26-BOTA-TERMS-ACCESS"
+ ],
+ "businessModel": "录音硬件、API/软件及设备支持订阅；签约、出货和上线收入须拆分",
+ "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。 机构链接bota.dev重定向getbota.com；条款不可读，硬件/API主体归属继续待核，不与同名企业合并。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-BOTA-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI092",
+ "name": "Elu",
+ "url": "https://elu.dev/",
+ "cat": "C04",
+ "year": 2026,
+ "team": 2,
+ "location": "美国旧金山",
+ "business": "分析用户会话和产品行为，定位软件问题并生成、验证修复。",
+ "buyer": "软件开发与产品团队",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "仅有ARR增长倍数而无绝对金额；销售管线、接入公司数及估计客户价值不是Elu收入。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR26-ELU",
+ "SR26-ELU-HOME"
+ ],
+ "businessModel": "产品分析与代码修复软件，支持云/私有化部署；许可和实施合同待核",
+ "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-ELU-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI093",
+ "name": "Athena（athena.lawyer）",
+ "url": "https://www.athena.lawyer/",
+ "cat": "C07",
+ "year": 2026,
+ "team": 6,
+ "location": "美国旧金山",
+ "business": "由律师负责并使用自建AI辅助尽调、文书与交易执行的固定费用律所服务。",
+ "buyer": "并购、商业地产及创业融资交易客户",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "承诺法律服务费不是已确认收入或ARR；客户关系包括design partners，不当全部付费客户。Legora旧ARR不继承。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR26-ATHENA",
+ "SR26-ATHENA-HOME",
+ "SR26-ATHENA-LEGAL"
+ ],
+ "businessModel": "固定法律服务费，AI作为内部交付工具；不是默认出售SaaS订阅",
+ "entityBasis": "官网法律声明列Athena Circle, a Professional Law Corporation与California Entity No. B20260352606；未查登记原件。不与YC30268 AthenaHQ品牌可见性软件合并。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-ATHENA-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI094",
+ "name": "Tenera",
+ "url": "https://trytenera.ai/",
+ "cat": "C05",
+ "year": 2026,
+ "team": 3,
+ "location": "美国旧金山",
+ "business": "根据用户行为数据生成模拟用户，预测功能、定价与流程变化的影响。",
+ "buyer": "企业产品、用户研究与增长决策团队",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "机构页称超过$300K ARR；试点合同、销售管线、创始人旧公司业绩和网页模拟转化不是Tenera收入。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR26-TENERA",
+ "SR26-TENERA-HOME"
+ ],
+ "businessModel": "用户模拟与产品研究软件；试点、订阅和服务分拆待核",
+ "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页技术/交付自述；未独立运行产品、模型、机器人或复现测试。",
+ "evidenceIds": [
+ "SR26-TENERA-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI095",
+ "name": "PreMan",
+ "url": "https://www.preman.live/",
+ "cat": "C04",
+ "year": 2026,
+ "team": 2,
+ "location": "美国旧金山",
+ "business": "模拟代理使用API/MCP与软件工作流，生成测试并支持故障修复验证。",
+ "buyer": "软件开发、QA和API/MCP服务团队",
+ "delivery": "公开网页与名录可读；实际交付、合同和付费状态未独立验证。",
+ "notes": "机构页称$170K ARR；创始人Surt AI旧ARR另属其他企业，SDK公开不证明收入或整个产品性能。",
+ "cohort": "2026年成立，据Speedrun Founded字段；SR006/007批次与成立、推出时点分开",
+ "teamBasis": "Speedrun列Employees，人数具体截至日未注明；不以创始人旧团队或名校背景相加",
+ "price": "本轮未取得已签定价或完整收费分摊；具体业务模式见说明",
+ "stage": "公开产品与投资机构简介，收入/承诺声明待逐项核口径",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR26-PREMAN",
+ "SR26-PREMAN-HOME",
+ "SR26-PREMAN-SDK"
+ ],
+ "businessModel": "测试/修复平台、SDK与托管服务；许可和用量收费待核",
+ "entityBasis": "官网页脚PreMan, Inc.并链接PreMan-Inc组织的SDK；精确注册未核，不将SDK组织名当注册证明。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；AI Infra/模型等标签不直接代替主营判断。",
+ "technicalReview": {
+ "level": "public-artifact",
+ "reviewedAt": "2026-10-30",
+ "summary": "官网链接的MIT许可SDK及README可访问；未安装运行，未验证托管修复或完整QA能力。",
+ "evidenceIds": [
+ "SR26-PREMAN-HOME",
+ "SR26-PREMAN-SDK"
+ ]
+ }
+ },
+ {
+ "id": "AI096",
+ "name": "Hotbox",
+ "url": "https://www.hotbox.app/",
+ "cat": "C06",
+ "year": 2025,
+ "team": 3,
+ "location": "美国旧金山",
+ "business": "识别Instagram评论与故事中的购买意图，通过私信问答、结账与CRM支持品牌限量发售。",
+ "buyer": "消费品牌、票务及社交电商增长团队",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "同页标题$450K ARR与正文pre-launch $350K ARR并存，时序未知，均仅交叉核对；$4M管线、客户成交和创始人旧公司业绩排除。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR006批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "本轮未取得明确套餐或已签收费；网页商品演示价格不是Hotbox收费",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR25-HOTBOX",
+ "SR25-HOTBOX-HOME"
+ ],
+ "businessModel": "社交电商转化软件；订阅、实施或结果收费分摊待核",
+ "entityBasis": "机构成立字段与官网链接对应；精确法律注册、当前股权及集团合并范围待核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-HOTBOX-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI097",
+ "name": "OneGC",
+ "url": "https://onegc.com/",
+ "cat": "C07",
+ "year": 2025,
+ "team": 3,
+ "location": "美国旧金山",
+ "business": "AI整理合同、公司治理与雇佣事项，结合律师审阅和办理，为初创企业提供持续法务服务。",
+ "buyer": "初创企业创始人及法务团队",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "机构页$1.18M以上ARR旁列420K试点，覆盖关系未清；不相加或相减推付费ARR。机构年订阅额度描述与当前官网固定月费并列，律所与平台收入拆分待核。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR007批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "官网Starter $999/月，Growth $1,999/月起，企业定制；标价并非实际合同或收入",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR25-ONEGC",
+ "SR25-ONEGC-HOME"
+ ],
+ "businessModel": "技术平台加律师专业服务；覆盖事项固定月费，特殊事项另报固定费用",
+ "entityBasis": "官网自述OneGC Law为提供法律服务的加州专业公司，OneGC, Inc.为独立技术平台公司；登记及各主体收入合并范围尚未独立核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-ONEGC-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI098",
+ "name": "Omi Health",
+ "url": "https://omihealth.com/",
+ "cat": "C07",
+ "year": 2025,
+ "team": 2,
+ "location": "美国纽约",
+ "business": "宠物年度血液/唾液检测、兽医支持与AI健康计划及数据管理。",
+ "buyer": "宠物家庭",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "机构把2000人等待名单折算约$1M estimated ARR，并非已收费收入；当前官网4000多宠物家庭不证明付费人数。Ritual旧ARR排除。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR006批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "官网$500/年，含年度检测和支持；不按等待名单乘标价当实际收入",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR25-OMI-HEALTH",
+ "SR25-OMI-HEALTH-HOME"
+ ],
+ "businessModel": "年度会员包含实体检测、兽医服务和软件；服务成本及软件收入比例待核",
+ "entityBasis": "机构成立字段与官网链接对应；精确法律注册、当前股权及集团合并范围待核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-OMI-HEALTH-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI099",
+ "name": "First Voyage（Momo）",
+ "url": "https://momoselfcare.com/",
+ "cat": "C09",
+ "year": 2025,
+ "team": 2,
+ "location": "美国旧金山",
+ "business": "以AI虚拟宠物和任务奖励支持睡眠记录、每日反思与习惯养成。",
+ "buyer": "个人消费者",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "机构的任务完成量与次日留存不等付费或收入；$1.5M ARR属于创始人此前Coachify，不归First Voyage。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR005批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "本轮未核明确套餐或已签收费",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR25-FIRST-VOYAGE",
+ "SR25-FIRST-VOYAGE-HOME"
+ ],
+ "businessModel": "消费者自我照护应用；订阅、内购与具体收费本轮未核",
+ "entityBasis": "机构成立字段与官网链接对应；精确法律注册、当前股权及集团合并范围待核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-FIRST-VOYAGE-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI100",
+ "name": "DRS",
+ "url": "https://teamdrs.ai/",
+ "cat": "C08",
+ "year": 2025,
+ "team": 10,
+ "location": "美国旧金山",
+ "business": "消费级AI照片与视频创作应用工作室，跨产品复用增长、订阅和运营基础设施。",
+ "buyer": "照片与视频创作消费者",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "机构自述三款应用合计$1.3M ARR，第二款$400K是产品里程碑，不能再次相加；创始人旧公司ARR、收购金额与人数排除。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR007批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "官网列Glow与Make的应用入口；本轮未读取各商店当前套餐及已付费合同",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR25-DRS",
+ "SR25-DRS-HOME"
+ ],
+ "businessModel": "多应用组合经营；官网列订阅/定价基础设施，内购净收入及平台抽成分摊待核",
+ "entityBasis": "机构成立字段与官网链接对应；精确法律注册、当前股权及集团合并范围待核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-DRS-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI101",
+ "name": "Hammock",
+ "url": "https://www.usehammock.co/",
+ "cat": "C07",
+ "year": 2025,
+ "team": 5,
+ "location": "美国纽约",
+ "business": "雇主HSA/FSA及HRA福利管理，用AI发现合资格支出，结合卡片、薪资对接和人员支持。",
+ "buyer": "雇主、HR及福利经纪团队",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "机构旧描述侧重公司健康保险，当前官网侧重HSA/FSA与福利账户管理；$50M ARR属Berry Street、$1B属WeightWatchers履历，均不归Hammock。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR006批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "官网按员工/月及所选模块报价，未公开具体金额",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR25-HAMMOCK",
+ "SR25-HAMMOCK-HOME"
+ ],
+ "businessModel": "福利管理软件及配套服务，按员工每月计费并按模块报价；资金账户余额不是软件收入",
+ "entityBasis": "官网页脚Voyager HLTH Inc.；品牌与该主体关联仅据官网，精确注册、其他金融/服务提供方及收费主体待核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-HAMMOCK-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI102",
+ "name": "Cedar（招聘网络）",
+ "url": "https://agentcedar.com/",
+ "cat": "C05",
+ "year": 2025,
+ "team": 4,
+ "location": "美国旧金山",
+ "business": "利用员工关系访谈与AI代理构建推荐招聘网络，帮助企业发现候选人。",
+ "buyer": "企业招聘及人才团队",
+ "delivery": "公开机构介绍可读；官网交付说明可读，未独立运行或核验客户合同。",
+ "notes": "机构标题$2.5M contracted revenue与正文closed $3M并存，无期间、确认或经常性定义；均不作实际ARR。Hootsuite旧ARR及客户招聘成本排除。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR006批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "本轮未取得公开套餐或已签收费细则",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "SR25-CEDAR",
+ "SR25-CEDAR-HOME"
+ ],
+ "businessModel": "招聘网络与推荐代理；订阅、服务或成功推荐收费未核",
+ "entityBasis": "机构getcedar.ai链接导向agentcedar.com，页脚Cedar AI Agents, Inc.；法律登记及收入签约主体尚未独立核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网与机构页交付自述；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-CEDAR",
+ "SR25-CEDAR-HOME"
+ ]
+ }
+ },
+ {
+ "id": "AI103",
+ "name": "Loops AI（loopsai.com）",
+ "url": "https://loopsai.com/",
+ "cat": "C06",
+ "year": 2025,
+ "team": 21,
+ "location": "美国旧金山",
+ "business": "电商商品数据补全、意图搜索、购物助手及客户支持代理，结合部署和持续优化服务。",
+ "buyer": "零售及电商运营团队",
+ "delivery": "公开机构介绍可读；官网仅返回标识，正文留缺，未独立运行或核验客户合同。",
+ "notes": "CEO履历中的当前Loops $500K以上ARR仅自述；客户部署$10M以上销售不等Loops收入，70多客户和试点也不等全部付费。",
+ "cohort": "2025年成立，据Speedrun Founded字段；SR006批次与成立、推出日期分开",
+ "teamBasis": "Speedrun列Employees，人数截至日未注明；不把创始人旧公司人数相加",
+ "price": "本轮未核具体套餐或合同，官网正文读取不足",
+ "stage": "公开产品或业务介绍；收入、客户付费与实际交付尚未独立验证",
+ "sourceType": "a16z Speedrun投资机构介绍及公司官网",
+ "revenueStatus": "self",
+ "evidenceIds": [
+ "SR25-LOOPS-AI",
+ "SR25-LOOPS-AI-HOME"
+ ],
+ "businessModel": "电商软件与人工部署、持续优化服务；软件、用量及服务收费分摊待核",
+ "entityBasis": "机构成立字段与官网链接对应；精确法律注册、当前股权及集团合并范围待核。",
+ "classificationBasis": "按当前主要买家、任务和交付归类；行业、AI标签与创始人旧履历不代替主营判断。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "仅机构页技术自述可读，官网正文读取不足；未独立运行产品、模型或复现性能测试。",
+ "evidenceIds": [
+ "SR25-LOOPS-AI"
+ ]
+ }
+ },
+ {
+ "id": "MR017",
+ "name": "LLM Gateway",
+ "url": "https://llmgateway.io/",
+ "cat": "C02",
+ "year": 2025,
+ "location": "美国（平台资料）",
+ "business": "多供应商模型API路由、计费、密钥管理及监控，另有模型使用订阅产品。",
+ "buyer": "开发者及企业模型平台团队",
+ "price": "API页按token及5%平台费、BYOK免费、企业询价；另有DevPass/Lounge订阅，历史收入分摊未核",
+ "businessModel": "模型网关订阅与用量",
+ "entityBasis": "官网条款自述Polar Lights LLC，精确注册和支付账户合并范围未核。",
+ "notes": "成立年份为平台经营者资料；MRR为9月历史快照且连接过期，充值、使用、供应商成本和订阅须拆分，不能当当前纯SaaS净收入。",
+ "evidenceIds": [
+ "MR2-LLM-WEB",
+ "MR2-LLM-MD",
+ "MR2-LLM-HOME",
+ "MR2-LLM-TERMS",
+ "MR2-LLM-PRICE",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网产品与部署说明；未读取源代码、安装运行或独立测试路由/可靠性。",
+ "evidenceIds": [
+ "MR2-LLM-HOME"
+ ]
+ },
+ "team": null,
+ "delivery": "平台有支付连接历史，法律主体、全账户收入和实际产品效果未独立验证。",
+ "cohort": "2025年创立（平台资料），产品/业务口径，非法律注册确认",
+ "teamBasis": "平台人数及经营者资料未转换为精确团队数",
+ "stage": "有平台支付数据，实际成本、留存和公司合并口径待核",
+ "sourceType": "支付平台连接指标、经营者可编辑资料及可读官网",
+ "revenueStatus": "platform",
+ "classificationBasis": "按当前交付分类：模型路由基础设施与内容创作软件分开，不能因为均调用模型而合成同一业务。"
+ },
+ {
+ "id": "MR018",
+ "name": "Gomotion AI（TrustMRR iker）",
+ "url": "https://trustmrr.com/startup/iker",
+ "cat": "C08",
+ "year": 2026,
+ "location": "西班牙（平台资料）",
+ "business": "将主题自动生成YouTube纪录片式视频，包含脚本、配音、素材和编辑。",
+ "buyer": "视频频道经营者与内容团队",
+ "price": "平台列Creator $27/月、Studio $59/月、Agency $107/月；当前官网、合同和额度未核",
+ "businessModel": "软件订阅",
+ "entityBasis": "本轮仅平台产品记录，无独立官网/注册主体证明；不与同名其他公司合并。",
+ "notes": "平台2026年7月起步字段，非工商确认；网页与Markdown缓存有不同同步时点，较早数值另列。",
+ "evidenceIds": [
+ "MR2-GOMO-WEB",
+ "MR2-GOMO-MD",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "team": null,
+ "delivery": "平台有支付连接历史，法律主体、全账户收入和实际产品效果未独立验证。",
+ "cohort": "2026年创立（平台资料），产品/业务口径，非法律注册确认",
+ "teamBasis": "平台人数及经营者资料未转换为精确团队数",
+ "stage": "有平台支付数据，实际成本、留存和公司合并口径待核",
+ "sourceType": "支付平台连接指标及经营者可编辑资料；独立官网未取得",
+ "revenueStatus": "platform",
+ "classificationBasis": "按当前交付分类：模型路由基础设施与内容创作软件分开，不能因为均调用模型而合成同一业务。"
+ },
+ {
+ "id": "MR019",
+ "name": "Promptwise（promptwise.com）",
+ "url": "https://promptwise.com/",
+ "cat": "C08",
+ "year": 2025,
+ "location": "美国（平台资料）",
+ "business": "聚合图像、视频与音频模型，为创作者提供生成、UGC与流程画布软件。",
+ "buyer": "创作者、品牌及内容团队",
+ "price": "官网当前月费含积分，额外额度另计；官网现套餐与平台$9—349范围分开，不用于推实际收入",
+ "businessModel": "软件订阅",
+ "entityBasis": "官网和条款自述ZeroTen Media Inc；2025年12月为平台产品起步字段，主体注册与财务合并范围未核。",
+ "notes": "平台团队为11—25范围，精确人数留空；收入快照与期间表金额不同，保留差异，不混入MRR或据此推断虚报。",
+ "evidenceIds": [
+ "MR2-PROMPT-WEB",
+ "MR2-PROMPT-MD",
+ "MR2-PROMPT-HOME",
+ "MR2-PROMPT-TERMS",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网创意工作区及模型聚合说明；未独立运行或测试生成质量。",
+ "evidenceIds": [
+ "MR2-PROMPT-HOME",
+ "MR2-PROMPT-TERMS"
+ ]
+ },
+ "team": null,
+ "delivery": "平台有支付连接历史，法律主体、全账户收入和实际产品效果未独立验证。",
+ "cohort": "2025年创立（平台资料），产品/业务口径，非法律注册确认",
+ "teamBasis": "平台人数及经营者资料未转换为精确团队数",
+ "stage": "有平台支付数据，实际成本、留存和公司合并口径待核",
+ "sourceType": "支付平台连接指标、经营者可编辑资料及可读官网",
+ "revenueStatus": "platform",
+ "classificationBasis": "按当前交付分类：模型路由基础设施与内容创作软件分开，不能因为均调用模型而合成同一业务。"
+ },
+ {
+ "id": "AI104",
+ "name": "Aparti",
+ "url": "https://www.aparti.ai/",
+ "cat": "C07",
+ "year": 2025,
+ "team": null,
+ "location": "美国旧金山（公司主页）",
+ "business": "家事律所的财务、收费及案件工作流软件，另有消费者文档准备试点Amie。",
+ "buyer": "家事律所及自助离婚文件准备用户",
+ "delivery": "官网、公司主页和条款可读；实际付费、合同及交付效果未独立核验。",
+ "notes": "公司公开主页自述2025成立；此前成立字段不可读的缺项由本轮补证。Dealroom上线时间与公司成立分开，律所客户回款、案件金额、融资和企业估值不作公司ARR。",
+ "cohort": "2025年成立，据公司自述主页；精确法律注册待核",
+ "teamBasis": "公司页2—10为范围，关联5个账号不等精确员工数",
+ "price": "本轮未取得已签收费；旧价格与当前B2B软件、Amie文档服务分摊仍待核",
+ "stage": "公开公司/产品资料，付费及商业成熟度未独立验证",
+ "sourceType": "公司自述主页、官网、条款及投资/公开名录关联",
+ "revenueStatus": "unknown",
+ "evidenceIds": [
+ "FOLLOWUP-APARTI-YEAR",
+ "FOLLOWUP-APARTI-HOME",
+ "FOLLOWUP-APARTI-TERMS",
+ "FOLLOWUP-APARTI-DEALROOM",
+ "TC25-POL-APARTI-ANTLER"
+ ],
+ "businessModel": "律所工作流软件与消费者文档交付；订阅和项目服务收入待拆分",
+ "entityBasis": "域名、创始人及Antler团队资料对应；法律注册名称与日期未独立核，不因Amie单独产品再增公司。",
+ "classificationBasis": "按家事法律买家与收费/文档任务归行业专业应用，不当基础模型或律师事务所。",
+ "technicalReview": {
+ "level": "description",
+ "reviewedAt": "2026-10-30",
+ "summary": "已读官网及条款技术/交付自述；未独立运行、评测或验证案件结果。",
+ "evidenceIds": [
+ "FOLLOWUP-APARTI-HOME",
+ "FOLLOWUP-APARTI-TERMS"
+ ]
+ }
}
],
"observations": [
@@ -29963,12 +31363,12 @@
"name": "Nexor AI",
"kind": "原文称ARR",
"value": 2500000,
- "unit": "USD",
+ "unit": "原文$，币种待核",
"timing": "推出后5个月，日历时点未注明",
"evidence": "E103",
"scope": "公司整体",
"selection": "signal",
- "reason": "投资方资料，未经审计，非同期比较",
+ "reason": "投资方资料使用$但未明确USD；更正旧币种推断，未经审计且无具体日历截至日，不进同期比较",
"bound": "=",
"comparisonGroup": null
},
@@ -32391,6 +33791,728 @@
"reason": "投资人上市公告披露标的期间收入，未经审计；不是ARR、MRR或年化收入，不与母公司、股东和融资金额混合，不进可比样本",
"bound": "=",
"comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-ONTEM-SIGNED",
+ "company": "AI088",
+ "name": "Ontem",
+ "kind": "签署ARR声明，未核上线",
+ "value": 25000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-ONTEM",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "原文signed ARR，签约与上线/履约未区分；无币种、截至日或合同底表，不作已实现ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-ONTEM-PIPELINE",
+ "company": "AI088",
+ "name": "Ontem",
+ "kind": "销售管线",
+ "value": 1000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-ONTEM",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "销售机会不是签约或已实现公司收入",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-ONTEM-VOLUME-TARGET",
+ "company": "AI088",
+ "name": "Ontem",
+ "kind": "目标年化交易量",
+ "value": 60000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-ONTEM",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "原文will reach的目标交易量，非已实现收入或ARR；不从阅读日推断目标已达成",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-CYBERNETIC-ARR",
+ "company": "AI089",
+ "name": "Cybernetic Physics",
+ "kind": "原文称live ARR",
+ "value": 828000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-CYBERNETIC-PHYSICS",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "推出8周里程碑，具体截至日、币种、硬件/项目/运维经常性分摊未核",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-LAZYWEB-ARR",
+ "company": "AI090",
+ "name": "Lazyweb",
+ "kind": "原文称live ARR",
+ "value": 1000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-LAZYWEB",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "推出两个月相对里程碑；币种、日历时点、折扣退款与订阅合同未核，不进同期比较",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-BOTA-CARR",
+ "company": "AI091",
+ "name": "Bota",
+ "kind": "标题cARR，正文contracted ARR",
+ "value": 710000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-BOTA",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "标题$710K、正文>$700K为同一里程碑，不重复相加；仅签约口径，硬件及软件分摊、上线履约未知，不当已实现ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-ELU-PIPELINE",
+ "company": "AI092",
+ "name": "Elu",
+ "kind": "销售管线",
+ "value": 2000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-ELU",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "8倍ARR增长未给绝对金额；销售管线及官网estimated customer value不是公司收入",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-ATHENA-FEES",
+ "company": "AI093",
+ "name": "Athena（athena.lawyer）",
+ "kind": "承诺法律服务费",
+ "value": 700000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-ATHENA",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "committed legal fees非已确认收入或经常性ARR；16项关系含design partnerships，不能当全部付费客户",
+ "bound": "约",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-TENERA-ARR",
+ "company": "AI094",
+ "name": "Tenera",
+ "kind": "原文称ARR",
+ "value": 300000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-TENERA",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "三周里程碑的下界；合同、币种及具体截至日未知；试点和管线不直接算ARR",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR26-O-PREMAN-ARR",
+ "company": "AI095",
+ "name": "PreMan",
+ "kind": "原文称ARR",
+ "value": 170000,
+ "unit": "原文$，币种待核",
+ "timing": "页面仅相对时长或未给业务截至日；2026-10-30读取",
+ "evidence": "SR26-PREMAN",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "未给财务截至日、币种与订阅定义；不把创始人旧Surt AI收入归PreMan",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "DAYJOB-O-ARR-LAUNCH",
+ "company": "YC31370",
+ "name": "Dayjob",
+ "kind": "发布文自述ARR",
+ "value": 496000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给具体日历业务截至日；2026-10-30读取",
+ "evidence": "PHYSICAL-CAT-YC31370",
+ "scope": "旧业务或自述里程碑，非同期比较记录",
+ "selection": "crosscheck",
+ "reason": "同页Q&A另称653K，未能确定两项声明的具体日期、先后或同期间可比性；不能相加或当两家公司，币种与合同边界未核",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "DAYJOB-O-ARR-QA",
+ "company": "YC31370",
+ "name": "Dayjob",
+ "kind": "Q&A自述ARR",
+ "value": 653000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给具体日历业务截至日；2026-10-30读取",
+ "evidence": "PHYSICAL-CAT-YC31370",
+ "scope": "旧业务或自述里程碑，非同期比较记录",
+ "selection": "crosscheck",
+ "reason": "自述2025年8月销售后七个月增长里程碑，不从相对月份推精确截至日；与496K保留并列，不择大入样本",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "DAYJOB-O-LEGACY-REVENUE",
+ "company": "YC31370",
+ "name": "Dayjob",
+ "kind": "前期ERP业务收入自述（期间未注明）",
+ "value": 150000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给具体日历业务截至日；2026-10-30读取",
+ "evidence": "PHYSICAL-CAT-YC31370",
+ "scope": "旧业务或自述里程碑，非同期比较记录",
+ "selection": "excluded",
+ "reason": "2022年起步的ERP旧业务口径，收入期间与币种未知，不转为新AI产品ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "DAYJOB-O-CUSTOMER-UPLIFT",
+ "company": "YC31370",
+ "name": "Dayjob",
+ "kind": "客户首年收入增加",
+ "value": 800000,
+ "unit": "原文£，币种未独立核",
+ "timing": "页面未给具体日历业务截至日；2026-10-30读取",
+ "evidence": "PHYSICAL-CAT-YC31370",
+ "scope": "旧业务或自述里程碑，非同期比较记录",
+ "selection": "excluded",
+ "reason": "客户收益不是Dayjob公司收入，也不是收费金额或ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SAUDARA-O-SOURCING",
+ "company": "YC31481",
+ "name": "Saudara AI",
+ "kind": "五个月代采货值",
+ "value": 1000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给具体日历业务截至日；2026-10-30读取",
+ "evidence": "PHYSICAL-CAT-YC31481",
+ "scope": "旧业务或自述里程碑，非同期比较记录",
+ "selection": "excluded",
+ "reason": "原文sourced金额，未披露经纪费或净收入，不当经常性ARR",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-HOTBOX-HEAD",
+ "company": "AI096",
+ "name": "Hotbox",
+ "kind": "标题自述ARR",
+ "value": 450000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-HOTBOX",
+ "scope": "公司整体",
+ "selection": "crosscheck",
+ "reason": "与同页发布前350K口径/时点未核，不能取最大值作当前实际收入",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-HOTBOX-PRELAUNCH",
+ "company": "AI096",
+ "name": "Hotbox",
+ "kind": "发布前自述ARR",
+ "value": 350000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-HOTBOX",
+ "scope": "公司整体",
+ "selection": "crosscheck",
+ "reason": "发布前承诺、签约和已开始付费未拆，不能确定较新一值",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-HOTBOX-PIPELINE",
+ "company": "AI096",
+ "name": "Hotbox",
+ "kind": "销售管线",
+ "value": 4000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-HOTBOX",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "潜在成交不是已实现公司收入或ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-ONEGC-ARR",
+ "company": "AI097",
+ "name": "OneGC",
+ "kind": "含试点关系待核的ARR声明",
+ "value": 1180000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-ONEGC",
+ "scope": "公司整体",
+ "selection": "crosscheck",
+ "reason": "旁列420K in pilot，包含/另计及已付费关系不明，不认定纯已实现ARR",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-ONEGC-PILOT",
+ "company": "AI097",
+ "name": "OneGC",
+ "kind": "试点金额声明",
+ "value": 420000,
+ "unit": "原文420K，括号沿用$语境，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-ONEGC",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "试点与1.18M声明覆盖关系未知，不单独相加/相减，也不视为已付费ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-OMI-WAITLIST",
+ "company": "AI098",
+ "name": "Omi Health",
+ "kind": "等待名单假设折算年收入",
+ "value": 1000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-OMI-HEALTH",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "2000等待名单的预计转化，不是实际ARR或基于已付费收入的估算",
+ "bound": "约",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-DRS-PORTFOLIO",
+ "company": "AI100",
+ "name": "DRS",
+ "kind": "应用组合自述ARR",
+ "value": 1300000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-DRS",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "当前公司三应用合计自述，收入是否扣平台费、币种与时点未核",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-DRS-SECOND-APP",
+ "company": "AI100",
+ "name": "DRS",
+ "kind": "第二款应用ARR里程碑",
+ "value": 400000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-DRS",
+ "scope": "单应用子集",
+ "selection": "crosscheck",
+ "reason": "单产品子集与公司组合口径不同，不能叠加130万或作为独立公司",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-CEDAR-CONTRACTED",
+ "company": "AI102",
+ "name": "Cedar（招聘网络）",
+ "kind": "签约收入声明",
+ "value": 2500000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-CEDAR",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "contracted未给合同期限、履行和回款，不能当实际收入或ARR",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-CEDAR-CLOSED",
+ "company": "AI102",
+ "name": "Cedar（招聘网络）",
+ "kind": "成交金额声明",
+ "value": 3000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-CEDAR",
+ "scope": "口径待核的成交声明",
+ "selection": "crosscheck",
+ "reason": "closed revenue与标题签约额的时点和范围未拆，不证明已确认收入或经常性",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-LOOPS-ARR",
+ "company": "AI103",
+ "name": "Loops AI（loopsai.com）",
+ "kind": "CEO自述当前公司ARR",
+ "value": 500000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-LOOPS-AI",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "履历明确指当前Loops，仍为自述；币种、具体截至日及软件/部署费拆分未核",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "SR25-O-LOOPS-CUSTOMER-SALES",
+ "company": "AI103",
+ "name": "Loops AI（loopsai.com）",
+ "kind": "客户部署带来销售",
+ "value": 10000000,
+ "unit": "原文$，币种待核",
+ "timing": "页面未给日历财务截至日；2026-10-30读取，非业务时点",
+ "evidence": "SR25-LOOPS-AI",
+ "scope": "非同期比较记录",
+ "selection": "excluded",
+ "reason": "客户交易额不等Loops收费、净收入或经常性ARR",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "MULTIPLIER-O-ARR",
+ "company": "YC31343",
+ "name": "Multiplier",
+ "kind": "WithAI/Multiplier发布自述ARR",
+ "value": 100000,
+ "unit": "原文$，币种待核",
+ "timing": "自述三个月后里程碑，未给日历财务截至日；2026-10-30读取",
+ "evidence": "AGENT-CAT-YC31343",
+ "scope": "公司整体",
+ "selection": "signal",
+ "reason": "公司发布自述，软件与定制部署/服务收入未拆；品牌/法律主体边界、币种和合同底表待核，不进入同期比较",
+ "bound": ">",
+ "comparisonGroup": null
+ },
+ {
+ "id": "MR2-O-LLM-MRR",
+ "company": "MR017",
+ "name": "LLM Gateway",
+ "kind": "平台历史MRR",
+ "value": 78764,
+ "unit": "USD",
+ "timing": "平台最后同步2026-09-07T02:22:35.854Z；连接过期",
+ "evidence": "MR2-LLM-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "platform",
+ "reason": "按平台显示取整值保留；平台文档定义美元口径，MRR不等近30日收入或经审计ARR，原始合同及确认口径待核。",
+ "bound": "=",
+ "comparisonGroup": "trustmrr-usd-mrr",
+ "metric": "mrr",
+ "observedAt": "2026-09-07",
+ "provider": "Stripe",
+ "connectionExpired": true,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-LLM-30D",
+ "company": "MR017",
+ "name": "LLM Gateway",
+ "kind": "平台历史近30日收入快照",
+ "value": 259539,
+ "unit": "USD",
+ "timing": "同一历史同步快照，非研究日前30天",
+ "evidence": "MR2-LLM-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "platform",
+ "reason": "按平台显示取整值保留；平台文档定义美元口径，MRR不等近30日收入或经审计ARR，原始合同及确认口径待核。",
+ "bound": "=",
+ "comparisonGroup": "trustmrr-usd-revenue-30d",
+ "metric": "revenue-30d",
+ "observedAt": "2026-09-07",
+ "provider": "Stripe",
+ "connectionExpired": true,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-GOMO-MRR-WEB",
+ "company": "MR018",
+ "name": "Gomotion AI（TrustMRR iker）",
+ "kind": "网页平台MRR",
+ "value": 67864,
+ "unit": "USD",
+ "timing": "网页最后同步2026-10-30 12:27 PM，时区未注明",
+ "evidence": "MR2-GOMO-WEB",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "platform",
+ "reason": "按平台显示取整值保留；平台文档定义美元口径，MRR不等近30日收入或经审计ARR，原始合同及确认口径待核。",
+ "bound": "=",
+ "comparisonGroup": "trustmrr-usd-mrr",
+ "metric": "mrr",
+ "observedAt": "2026-10-30",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-GOMO-30D-WEB",
+ "company": "MR018",
+ "name": "Gomotion AI（TrustMRR iker）",
+ "kind": "网页近30日收入",
+ "value": 84341,
+ "unit": "USD",
+ "timing": "网页标题近30日；最后同步2026-10-30 12:27 PM，时区未注明",
+ "evidence": "MR2-GOMO-WEB",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "platform",
+ "reason": "按平台显示取整值保留；平台文档定义美元口径，MRR不等近30日收入或经审计ARR，原始合同及确认口径待核。",
+ "bound": "=",
+ "comparisonGroup": "trustmrr-usd-revenue-30d",
+ "metric": "revenue-30d",
+ "observedAt": "2026-10-30",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-GOMO-MRR-MD",
+ "company": "MR018",
+ "name": "Gomotion AI（TrustMRR iker）",
+ "kind": "较早Markdown MRR",
+ "value": 67299,
+ "unit": "USD",
+ "timing": "Markdown同步2026-10-29T18:27:36.658Z",
+ "evidence": "MR2-GOMO-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "crosscheck",
+ "reason": "不同时间缓存快照，另供核对，不与较晚网页重复计产品或拼接数值",
+ "bound": "=",
+ "comparisonGroup": null,
+ "metric": "mrr",
+ "observedAt": "2026-10-29",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-GOMO-30D-MD",
+ "company": "MR018",
+ "name": "Gomotion AI（TrustMRR iker）",
+ "kind": "较早Markdown近30日快照",
+ "value": 83526,
+ "unit": "USD",
+ "timing": "Markdown同步2026-10-29T18:27:36.658Z",
+ "evidence": "MR2-GOMO-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "crosscheck",
+ "reason": "较早缓存快照不与10月30日网页拼成同一时刻收入",
+ "bound": "=",
+ "comparisonGroup": null,
+ "metric": "revenue-30d",
+ "observedAt": "2026-10-29",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-PROMPT-MRR",
+ "company": "MR019",
+ "name": "Promptwise（promptwise.com）",
+ "kind": "平台MRR",
+ "value": 65431,
+ "unit": "USD",
+ "timing": "Markdown同步2026-10-30T11:20:20.475Z；网页MRR相同",
+ "evidence": "MR2-PROMPT-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "platform",
+ "reason": "按平台显示取整值保留；平台文档定义美元口径，MRR不等近30日收入或经审计ARR，原始合同及确认口径待核。",
+ "bound": "=",
+ "comparisonGroup": "trustmrr-usd-mrr",
+ "metric": "mrr",
+ "observedAt": "2026-10-30",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-PROMPT-30D-SNAPSHOT",
+ "company": "MR019",
+ "name": "Promptwise（promptwise.com）",
+ "kind": "平台近30日收入快照",
+ "value": 94596,
+ "unit": "USD",
+ "timing": "Markdown快照字段与网页标题相同；同步2026-10-30T11:20:20.475Z",
+ "evidence": "MR2-PROMPT-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "platform",
+ "reason": "按平台显示取整值保留；平台文档定义美元口径，MRR不等近30日收入或经审计ARR，原始合同及确认口径待核。",
+ "bound": "=",
+ "comparisonGroup": "trustmrr-usd-revenue-30d",
+ "metric": "revenue-30d",
+ "observedAt": "2026-10-30",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "MR2-O-PROMPT-30D-TABLE",
+ "company": "MR019",
+ "name": "Promptwise（promptwise.com）",
+ "kind": "Markdown期间表近30日收入",
+ "value": 94095,
+ "unit": "USD",
+ "timing": "与快照同响应中的期间表，窗口对应关系待核",
+ "evidence": "MR2-PROMPT-MD",
+ "scope": "产品/业务，完整法律主体及账户范围未核",
+ "selection": "crosscheck",
+ "reason": "期间表与快照边界不同，不能取最大、相加或用近30日收入替代MRR",
+ "bound": "=",
+ "comparisonGroup": null,
+ "metric": "revenue-30d",
+ "observedAt": "2026-10-30",
+ "provider": "Stripe",
+ "connectionExpired": false,
+ "origin": "payment-platform"
+ },
+ {
+ "id": "COARENA-O-CUMULATIVE",
+ "company": "YC33738",
+ "name": "CoArena",
+ "kind": "竞技场发布自述约两周累计收入",
+ "value": 60000,
+ "unit": "原文$，币种待核",
+ "timing": "2026-08-22公开发布称两周前上线；具体财务起止日未给",
+ "evidence": "COARENA-REVENUE-LAUNCH",
+ "scope": "CoArena竞技场自述；Coasty及全主体收入边界未核",
+ "selection": "historical",
+ "reason": "累计收入非MRR或ARR；免费公开入口与实验室服务收入来源待拆，确认口径、币种和底表未核，不进入同期比较",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "OCTAPULSE-O-CONTRACT",
+ "company": "YC31141",
+ "name": "OctaPulse",
+ "kind": "六位数年合同/付费试点自述（数量级下界）",
+ "value": 100000,
+ "unit": "币种未注明，仅六位数数量级",
+ "timing": "2026-02-20年合同发布；2026-10-30当前简介称付费试点，无准确合同起止日",
+ "evidence": "OCTAPULSE-CONTRACT-LAUNCH",
+ "scope": "公司试点及合同金额，非公司已确认收入",
+ "selection": "excluded",
+ "reason": "原文六位数仅100000至999999数量级，不是精确100000；币种、回款、收入确认及软件/硬件/服务拆分未核。年合同与当前试点可能重合，不相加、不当ARR或同期收入",
+ "bound": "≥",
+ "comparisonGroup": null
+ },
+ {
+ "id": "PINGO-O-MRR-JUL25",
+ "company": "YC30582",
+ "name": "Pingo",
+ "kind": "2025年7月自述MRR",
+ "value": 200000,
+ "unit": "原文$，币种待核",
+ "timing": "2025-08-03发布称as of July；未注明月内准确日期",
+ "evidence": "CONSUMER-INCOME-PINGO",
+ "scope": "Pingo应用业务，法律主体及账户合并范围未核",
+ "selection": "historical",
+ "reason": "公司历史MRR自述，非支付平台连接数据；币种、月度口径和当前收入未知，不乘12当已核ARR，不进入2026同期样本",
+ "bound": "=",
+ "comparisonGroup": null,
+ "metric": "mrr"
+ },
+ {
+ "id": "SEMIOTIC-O-LAUNCH-REVENUE",
+ "company": "YC30828",
+ "name": "Semiotic",
+ "kind": "上线四周累计设计服务收入自述",
+ "value": 78000,
+ "unit": "原文$，币种待核",
+ "timing": "2025-11-04发布称上线四周；精确财务起止日未给",
+ "evidence": "CONSUMER-INCOME-SEMIOTIC",
+ "scope": "AI设计服务业务；与创始人旧工作室边界未核",
+ "selection": "historical",
+ "reason": "四周服务收入不等MRR/ARR，项目、人力和模型成本未拆；币种和确认底表未核，不年化或与纯软件订阅混比",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "TRYNEARBY-O-RESTAURANTS",
+ "company": "YC32815",
+ "name": "TryNearby",
+ "kind": "公司自述付费餐厅数",
+ "value": 120,
+ "unit": "家餐厅",
+ "timing": "2026-08-17公开发布，精确经营截至日未给",
+ "evidence": "CONSUMER-INCOME-TRYNEARBY",
+ "scope": "付费采用餐厅，非收入金额",
+ "selection": "adoption",
+ "reason": "120以上为采用规模，不与399标价相乘推MRR，不将客户营收提升或前公司ARR当本公司收入",
+ "bound": "≥",
+ "comparisonGroup": null
+ },
+ {
+ "id": "BLUMA-O-HISTORICAL-MRR",
+ "company": "YC30989",
+ "name": "Bluma",
+ "kind": "旧发布自述28k MRR",
+ "value": 28000,
+ "unit": "币种未注明",
+ "timing": "发布展示2025-11-20，称四周达到28k MRR；确切经营截至日未给",
+ "evidence": "SALES-LAUNCH-BLUMA",
+ "scope": "Bluma内容工具业务，产品阶段与全主体范围未核",
+ "selection": "historical",
+ "reason": "公司自述，页面可编辑；2026后续beta无付费墙另列，不按访问日变成当前MRR。未给币种和财务日，不纳入平台样本或年化ARR",
+ "bound": "=",
+ "comparisonGroup": null,
+ "metric": "mrr"
+ },
+ {
+ "id": "NATIVE-O-ARR-CLAIM",
+ "company": "YC36279",
+ "name": "Native",
+ "kind": "六个月达到2M ARR自述",
+ "value": 2000000,
+ "unit": "原文$，币种待核",
+ "timing": "Norn发布展示2026-10-13；六个月起算及准确财务截至日未给",
+ "evidence": "SALES-LAUNCH-NATIVE",
+ "scope": "Native平台自述；原有公司/新产品与经营起算待核",
+ "selection": "crosscheck",
+ "reason": "YC2026成立与官网三年前经营及产品转向冲突；法律登记接口未读，不定成立年，不把新产品里程碑当新公司全年收入。币种、ARR定义和账单底表未核，不入同期",
+ "bound": "=",
+ "comparisonGroup": null
+ },
+ {
+ "id": "PALISADE-O-GMV",
+ "company": "YC32136",
+ "name": "Palisade",
+ "kind": "公司自述带来客户市场GMV",
+ "value": 2700000,
+ "unit": "原文$，币种待核",
+ "timing": "2026-08-14发布称自批次开始；具体交易期间未给",
+ "evidence": "SALES-LAUNCH-PALISADE",
+ "scope": "客户在线市场交易量，非公司收入",
+ "selection": "excluded",
+ "reason": "GMV不等平台收入或ARR；未核佣金、退款和确认政策，不由交易额反推收费，不与公司经常性收入混比",
+ "bound": ">",
+ "comparisonGroup": null
}
],
"evidence": [
@@ -33018,8 +35140,8 @@
"publishedAt": null,
"accessedAt": "2026-10-30",
"kind": "投资方公司资料",
- "summary": "五个月达到250万美元ARR和270家客户；8名员工",
- "limitation": "页面未注明数字的统计日期，非独立审计"
+ "summary": "自述推出五个月达到$2.5M ARR和270家客户，机构页列8名员工；$币种待核。",
+ "limitation": "页面未注明数字的统计日期，非独立审计 原记录美元表述已更正，当前原文未明确USD；人数和财务截至日未注明。"
},
{
"id": "E104",
@@ -47925,6 +50047,4912 @@
"kind": "媒体栏目发现入口",
"summary": "已读取栏目卡片入口，定向登记本批候选。",
"limitation": "动态分页；只登记本批4项，不代表全部卡片、全部参赛者或两年档案已核。"
+ },
+ {
+ "id": "QZX-ABOUT",
+ "companyId": "AI086",
+ "title": "企智芯官网成立与运营名称",
+ "url": "https://vipqzx.com/about.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方自述",
+ "summary": "官网列企智芯（北京）科技有限公司成立于2025年，定位企业数字化管理系统。",
+ "limitation": "未取得精确登记或独立主体核验；采用规模、效率与投入占比均未给可复算底表，不由此反推收入或团队人数。"
+ },
+ {
+ "id": "QZX-HOME",
+ "companyId": "AI086",
+ "title": "企智芯官网模块和流程展示",
+ "url": "https://vipqzx.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品自述",
+ "summary": "展示获客、SCRM、人事、财务、工单、审批等模块及AI文案/汇报功能。",
+ "limitation": "仅读公开页面，未进入登录、执行交易或测试功能。流程中的50000元合同/收款及利润是演示路径，非公司自身收入；不能把产品功能当实际客户财务或合规认证。"
+ },
+ {
+ "id": "NR-ABOUT",
+ "companyId": "AI087",
+ "title": "九昇智能官网成立与主体",
+ "url": "https://www.9shengai.com/about/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方自述",
+ "summary": "官网列杭州九昇智能科技有限公司、NineRise Intelligence及2025年6月成立，面向中小企业AI落地。",
+ "limitation": "原始登记未独立查询；创始背景、官网经营定位和总部自述不证明员工规模或财务业绩。"
+ },
+ {
+ "id": "NR-SERVICES",
+ "companyId": "AI087",
+ "title": "九昇智能产品服务与公开标价",
+ "url": "https://www.9shengai.com/services/index.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方定价资料",
+ "summary": "公开诊断、培训、智能体定制和陪跑方案；页面分别标价，企业/私有化定制标128000起。",
+ "limitation": "原文¥未另确认币种；标价不是成交、回款或已确认收入，实施、培训、订阅和持续顾问服务需拆分，不以价目表反推ARR。"
+ },
+ {
+ "id": "NR-TECH",
+ "companyId": "AI087",
+ "title": "九昇智能技术架构自述",
+ "url": "https://www.9shengai.com/technology/index.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方技术自述",
+ "summary": "公开RAG、模型适配、流程编排和权限/评测/日志等能力说明。",
+ "limitation": "本轮未运行智能体、查看源代码/模型权重或独立复现评测；术语和案例速度不转为技术强弱排名。"
+ },
+ {
+ "id": "NR-CASES",
+ "companyId": "AI087",
+ "title": "九昇智能案例及证据边界",
+ "url": "https://www.9shengai.com/cases/index.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方案例自述",
+ "summary": "页面列政府和企业场景，并注明经营数据未经第三方审计、效果受项目条件影响。",
+ "limitation": "案例主体多为匿名或行业描述，未取合同/验收/付款或客户独立确认；客户经营成效不是供应商公司收入，案例条数不作独立付费客户数。"
+ },
+ {
+ "id": "NR-PARTNER",
+ "companyId": "AI087",
+ "title": "九昇智能持续陪跑服务",
+ "url": "https://www.9shengai.com/services/partner/index.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方定价与交付自述",
+ "summary": "陪跑按30天、90天和年度顾问提供，年度顾问页面标¥59800，以项目推进和复盘为交付。",
+ "limitation": "期限一年不证明自动续订或软件ARR；未核实际订单、服务工时、续约及收入分摊，未把包价新增为收入观测。"
+ },
+ {
+ "id": "KR-HEMU",
+ "companyId": null,
+ "title": "合木智能：硬氪发现线索",
+ "url": "https://eu.36kr.com/zh/p/3963006194728324",
+ "publishedAt": "2026-09-02",
+ "accessedAt": "2026-10-30",
+ "kind": "中文媒体报道相关段落",
+ "summary": "报道列2026年5月成立，定位模具制造语义计算，提供陪跑服务和智能体软硬件。",
+ "limitation": "仅核相关成立与业务段落，未取得公司/孵化方原始成立资料；不把融资或创始人旧团队、论文和模型成绩当新公司收入或独立能力验证。"
+ },
+ {
+ "id": "KR-QUANTUM",
+ "companyId": null,
+ "title": "昆腾动力：硬氪发现线索",
+ "url": "https://www.36kr.com/p/3917874427555457",
+ "publishedAt": "2026-07-31",
+ "accessedAt": "2026-10-30",
+ "kind": "中文媒体报道相关段落",
+ "summary": "报道列2026年上半年成立，从物流仓储任务切入具身智能平台。",
+ "limitation": "仅核相关成立与业务段落，未取得公司/孵化方原始成立资料；不把融资或创始人旧团队、论文和模型成绩当新公司收入或独立能力验证。"
+ },
+ {
+ "id": "KR-WORLDMIND",
+ "companyId": null,
+ "title": "寰宇心生（WorldMind）：硬氪发现线索",
+ "url": "https://www.36kr.com/p/3973553316081920",
+ "publishedAt": "2026-09-08",
+ "accessedAt": "2026-10-30",
+ "kind": "中文媒体报道相关段落",
+ "summary": "报道列2026年9月成立，描述具身智能与神经认知世界模型。",
+ "limitation": "仅核相关成立与业务段落，未取得公司/孵化方原始成立资料；不把融资或创始人旧团队、论文和模型成绩当新公司收入或独立能力验证。"
+ },
+ {
+ "id": "HEMU-REG-LEAD",
+ "companyId": null,
+ "title": "合木智能：第三方工商字段",
+ "url": "https://vc.pedaily.cn/company/902387.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "第三方公开企业目录",
+ "summary": "公开页列2026-05-18成立和91510100MAKDFXM749；概览与工商区字段完整度不同。",
+ "limitation": "本轮只取得检索返回相关内容，未独立核验登记原件或确认当前字段。两日相邻融资记录可能重复，不相加，不当收入。"
+ },
+ {
+ "id": "QUANTUM-REG-LEAD",
+ "companyId": null,
+ "title": "昆腾动力：第三方主体线索",
+ "url": "https://www.gasgoo.com/robot/data/6113-%E6%9D%AD%E5%B7%9E%E6%98%86%E8%85%BE%E5%8A%A8%E5%8A%9B%E6%99%BA%E8%83%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "第三方公开企业目录",
+ "summary": "公开检索列杭州昆腾动力智能有限公司、2026-03-17及91330110MAK9DCMB56。",
+ "limitation": "未直接核对注册原件或公司原始沿革；与quantum.com存储业务及同名新能源企业分开，不把投资或母体财务归新公司。"
+ },
+ {
+ "id": "SR26-ONTEM",
+ "companyId": "AI088",
+ "title": "Ontem：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/ontem",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、2 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-ONTEM-HOME",
+ "companyId": "AI088",
+ "title": "Ontem：官网当前交付自述",
+ "url": "https://www.ontempayments.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "自动处理商业服务企业的开票、催收和核销，连接现有ERP、邮箱与支付资料。",
+ "limitation": "signed ARR尚未核上线履约；销售管线和目标交易量不是公司收入。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-CYBERNETIC-PHYSICS",
+ "companyId": "AI089",
+ "title": "Cybernetic Physics：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/cybernetic-physics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、4 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-CYBERNETIC-PHYSICS-HOME",
+ "companyId": "AI089",
+ "title": "Cybernetic Physics：官网当前交付自述",
+ "url": "https://cyberneticphysics.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "集成第三方人形/移动操作机器人，执行数据中心布线、机架与维护任务。",
+ "limitation": "投资机构页称live ARR；机器人项目与持续运营合同未取底表，订单台数与官网日志展示不作收入。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-LAZYWEB",
+ "companyId": "AI090",
+ "title": "Lazyweb：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/lazyweb",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、2 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-LAZYWEB-HOME",
+ "companyId": "AI090",
+ "title": "Lazyweb：官网当前交付自述",
+ "url": "https://www.lazyweb.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "利用AI研究、生成和部署产品增长实验，优化网页与转化流程。",
+ "limitation": "机构页称live ARR；官网示例工作区的月收入与客户增长演算不是Lazyweb自身收入。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-BOTA",
+ "companyId": "AI091",
+ "title": "Bota：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/bota",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、4 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-BOTA-HOME",
+ "companyId": "AI091",
+ "title": "Bota：官网当前交付自述",
+ "url": "https://getbota.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "通过录音设备、转写及API为AI产品提供真实对话上下文和设备运营。",
+ "limitation": "机构页标题$710K cARR、正文超过$700K contracted ARR；不当已实现ARR。官网订阅支持说明不证明合同已履约。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-ELU",
+ "companyId": "AI092",
+ "title": "Elu：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/elu",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、2 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-ELU-HOME",
+ "companyId": "AI092",
+ "title": "Elu：官网当前交付自述",
+ "url": "https://elu.dev/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "分析用户会话和产品行为，定位软件问题并生成、验证修复。",
+ "limitation": "仅有ARR增长倍数而无绝对金额；销售管线、接入公司数及估计客户价值不是Elu收入。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-ATHENA",
+ "companyId": "AI093",
+ "title": "Athena（athena.lawyer）：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/athena",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、6 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-ATHENA-HOME",
+ "companyId": "AI093",
+ "title": "Athena（athena.lawyer）：官网当前交付自述",
+ "url": "https://www.athena.lawyer/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "由律师负责并使用自建AI辅助尽调、文书与交易执行的固定费用律所服务。",
+ "limitation": "承诺法律服务费不是已确认收入或ARR；客户关系包括design partners，不当全部付费客户。Legora旧ARR不继承。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-TENERA",
+ "companyId": "AI094",
+ "title": "Tenera：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/tenera",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、3 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-TENERA-HOME",
+ "companyId": "AI094",
+ "title": "Tenera：官网当前交付自述",
+ "url": "https://trytenera.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "根据用户行为数据生成模拟用户，预测功能、定价与流程变化的影响。",
+ "limitation": "机构页称超过$300K ARR；试点合同、销售管线、创始人旧公司业绩和网页模拟转化不是Tenera收入。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-PREMAN",
+ "companyId": "AI095",
+ "title": "PreMan：Speedrun成立、团队与业务资料",
+ "url": "https://speedrun.a16z.com/companies/preman",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构中的公司自述",
+ "summary": "名录列Founded 2026、2 Employees及主营；财务声明原口径见关联观测与公司说明。",
+ "limitation": "机构具有投资利益关系；无精确注册/人数截至日或独立审计。不由批次、相对时长推精确成立或财务截至日，原文$不自动当USD。"
+ },
+ {
+ "id": "SR26-PREMAN-HOME",
+ "companyId": "AI095",
+ "title": "PreMan：官网当前交付自述",
+ "url": "https://www.preman.live/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方产品材料",
+ "summary": "模拟代理使用API/MCP与软件工作流，生成测试并支持故障修复验证。",
+ "limitation": "机构页称$170K ARR；创始人Surt AI旧ARR另属其他企业，SDK公开不证明收入或整个产品性能。 本轮只读公开网页，不运行代码、设备、账户或财务接口；效果宣传不当独立测试。"
+ },
+ {
+ "id": "SR26-ONTEM-TERMS",
+ "companyId": "AI088",
+ "title": "Ontem条款中的业务与运营者",
+ "url": "https://www.ontempayments.com/terms",
+ "publishedAt": "2026-03-11",
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方条款",
+ "summary": "条款描述应收自动化、第三方支付与会计集成，运营者只写Ontem。",
+ "limitation": "只核业务/运营者和支付段落，完整法人与收费合同未取得；条款生效不等成立日，第三方支付处理不等公司收入。"
+ },
+ {
+ "id": "SR26-BOTA-TERMS-ACCESS",
+ "companyId": "AI091",
+ "title": "Bota条款读取限制",
+ "url": "https://getbota.com/terms/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网读取核查",
+ "summary": "从官网条款入口直接读取返回Cache miss，未取得可核条款正文。",
+ "limitation": "硬件、设备支持、订阅退款及法人归属须补核，不把官网终身支持宣传当已签经常性收入或审计。"
+ },
+ {
+ "id": "SR26-ATHENA-LEGAL",
+ "companyId": "AI093",
+ "title": "Athena官网法律运营主体",
+ "url": "https://www.athena.lawyer/legal-notices",
+ "publishedAt": "2026-08-12",
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方法律声明",
+ "summary": "官网列Athena Circle, a Professional Law Corporation及加州实体编号；法律服务以签署委托协议为准。",
+ "limitation": "仅核主体、服务归属与协议边界；未查注册原件、律师名录或实际委托。更早律所案例不自动归新主体，承诺费用不等收入。"
+ },
+ {
+ "id": "SR26-PREMAN-SDK",
+ "companyId": "AI095",
+ "title": "PreMan官网关联的公开SDK",
+ "url": "https://github.com/PreMan-Inc/PreMan-Sdk",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方关联公开代码",
+ "summary": "官网链接的公开仓库列MIT许可及TypeScript SDK/CLI，README描述API监控、MCP访问和修复工作流。",
+ "limitation": "本轮只核仓库/README相关段落可访问，未安装、运行、审读全部代码或独立验证性能；SDK开放不代表托管平台全部开源或有已验证收入。"
+ },
+ {
+ "id": "NEXOR-CURRENCY-RECHECK",
+ "companyId": "AI043",
+ "title": "Nexor币种及原文ARR复核",
+ "url": "https://speedrun.a16z.com/companies/nexor-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构原始资料复核",
+ "summary": "当前公开页使用$2.5M ARR，未明示USD；没有具体日历业务截至日。",
+ "limitation": "更正旧记录直接写USD及美元的推断，保留原值与来源历史；不修改平台MRR统计，不从机构所在地推币种。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC30191",
+ "companyId": "YC30191",
+ "title": "Partcl主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/partcl",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "芯片设计自动化工具，以物理约束模型和GPU加速时序分析、门尺寸与布局。 创始人过去机器人经历不代表当前主营；加速倍数未独立复测。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC30353",
+ "companyId": "YC30353",
+ "title": "Axal主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/axal",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "小批量PCB设计、组装、测试及交付服务。 当前主营AI使用程度未确认；页面保留旧AI技术债工具发布，不把旧产品能力自动归当前服务。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC30559",
+ "companyId": "YC30559",
+ "title": "Godela主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/godela",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "用AI物理引擎辅助工程与科学仿真、设计和原型研发。 模型用于行业仿真任务，不仅因物理世界或硬件标签归机器人整机。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31102",
+ "companyId": "YC31102",
+ "title": "Fuchsia主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/fuchsia",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "用AI辅助硬件认证要求、技术文件、测试计划和实验室协调。 Noetic为页面保留的旧发布名；没有独立性能或合规效果验证。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31158",
+ "companyId": "YC31158",
+ "title": "Terranox AI主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/terranox-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用地质数据与AI模型开展北美铀矿勘探。 探矿项目、矿产价值和行业资本投入不等软件ARR；不据AI标签认定基础模型供应商。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31245",
+ "companyId": "YC31245",
+ "title": "Squid主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/squid",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以统一、可版本化的电网模型支持网络规划与决策证据管理。 电网业务属于能源专业应用；合作与客户项目价值不等公司收入。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31346",
+ "companyId": "YC31346",
+ "title": "Rudus主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/rudus",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "识别建筑图纸的混凝土构件并生成工程量及估价材料。 提高投标数和节省时间是厂商自述，不是独立验证或公司收入。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31370",
+ "companyId": "YC31370",
+ "title": "Dayjob主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/dayjob",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "接入现有ERP，用AI辅助短途货车调度及路线优化。 YC成立栏列2025，但创始人说明2022已开始ERP业务、2025年1月转型；成立主体链未核，year暂留空。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31417",
+ "companyId": "YC31417",
+ "title": "Pairio主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/pairio",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过语音、照片、视频和设备手册辅助工厂人员排查故障并沉淀维修知识。 四家德国工厂使用为公司自述，付费和效果未独立核；不据服务工厂归机器人整机。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31481",
+ "companyId": "YC31481",
+ "title": "Saudara AI主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/saudara-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "人工经纪结合AI处理海外工厂采购、报价、质检与物流。 五个月采购$1M+是代采货值，非公司净收入或ARR；40+品牌为自述，收费与付费客户口径未知。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC31400",
+ "companyId": "YC31400",
+ "title": "shotwell.ai主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/shotwellai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为机器人遥操作和第一视角数据提供密集语义标注、任务遵循验证与数据质量检查。 应用买家是机器人团队，但交付是训练数据设施；速度宣传未独立复核。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "PHYSICAL-CAT-YC35850",
+ "companyId": "YC35850",
+ "title": "Dreamscale Labs主营、交付及沿革复核",
+ "url": "https://www.ycombinator.com/companies/dreamscale-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为机器人模型提供实时云推理、网络与计算优化及部署支持。 40—50%延迟降低等性能为厂商自述，未下载、编译或运行复现；不因此认定机器人整机业务。",
+ "limitation": "本轮已读主营、发布及相关创始人描述；法律主体、实际合同与技术性能未独立核验。保留原始发现审计，不把宣传、客户效益或采购量当收入。"
+ },
+ {
+ "id": "TC25-POL-LIST",
+ "companyId": null,
+ "title": "2025参赛候选名单核对",
+ "url": "https://techcrunch.com/2025/12/31/the-10-top-government-legal-startups-from-disrupt-startup-battlefield/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "媒体名单读取",
+ "summary": "仅用于发现下列候选；标题数量与正文条目数不一致。",
+ "limitation": "标题写10，正文逐项可见11；参赛年不等成立年。业务、日期、收费与主体判断分别引用原始资料。"
+ },
+ {
+ "id": "TC25-POL-APARTI-HOME",
+ "companyId": null,
+ "title": "Aparti产品与价格",
+ "url": "https://www.aparti.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "家庭法律财务计算、资料读取与文档软件；列单席年费$599及多席套餐，法院免费。",
+ "limitation": "未核实际交易、币种和公司成立年；示例当事人收入、抚养金额与标价不作公司收入。认证申请不等已获认证。"
+ },
+ {
+ "id": "TC25-POL-APARTI-TERMS",
+ "companyId": null,
+ "title": "Aparti条款",
+ "url": "https://www.aparti.ai/terms",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "Amie为AI辅助文档准备和信息服务，费用不含律师、法院及第三方费用。",
+ "limitation": "条款日期不等成立年；软件与文档服务的实际收费和法律主体待核。"
+ },
+ {
+ "id": "TC25-POL-APARTI-ANTLER",
+ "companyId": null,
+ "title": "Antler Aparti投资介绍",
+ "url": "https://www.antler.co/blog/announcing-the-fall-2025-u-s-portfolio-showcase",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构官方介绍",
+ "summary": "2025-09-22投资机构列Aparti及Igor Sheremet、Anna Naidis、Ingrid Avendaño团队。",
+ "limitation": "投资和展示年不直接证明公司成立年，创始人旧公司业绩不转移。"
+ },
+ {
+ "id": "TC25-POL-APARTI-YEAR-ACCESS",
+ "companyId": null,
+ "title": "Aparti成立字段获取缺项",
+ "url": "https://techindex.law.stanford.edu/companies/aparti",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "原始资料访问缺项",
+ "summary": "检索名录有Founded 2025线索，直达未成功；公司LinkedIn读取被robots拒绝。",
+ "limitation": "仅保留发现线索，未把检索摘录当全文，尚需可读原始成立资料。"
+ },
+ {
+ "id": "TC25-POL-ASCENDER-HOME",
+ "companyId": null,
+ "title": "Ascender产品与历史",
+ "url": "https://ascendersystems.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "攀爬机器人原型与可留置通信/照明设备；官网记录2022年Deck the Palms原型、2023年Ascender比赛。",
+ "limitation": "明确为更早项目沿革，精确法律成立年仍未知；机器人展示与捐赠入口不作付费收入或独立能力评测。"
+ },
+ {
+ "id": "TC25-POL-BOT-HOME",
+ "companyId": null,
+ "title": "Bot Mediation业务与团队",
+ "url": "https://botmediation.com/about/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "AI辅助诉讼双方调解；列Curtis Holdsworth、Darren Fancher联合创始人。",
+ "limitation": "团队页面人数不等完整员工数；客户和解或节省费用不等公司收入。"
+ },
+ {
+ "id": "TC25-POL-BOT-TERMS",
+ "companyId": null,
+ "title": "Bot Mediation早期条款",
+ "url": "https://botmediation.com/terms-and-conditions/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "条款标2024-09-25更新，业务在2025前已有公开材料。",
+ "limitation": "网页日期不是精确注册日，现合同与实际收入未核。"
+ },
+ {
+ "id": "TC25-POL-BOT-SEC-LEAD",
+ "companyId": null,
+ "title": "Bot Mediation历史申报线索",
+ "url": "https://www.sec.gov/Archives/edgar/data/2020914/000202091424000001/primary_doc.xml",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "监管原始资料访问缺项",
+ "summary": "检索可见同名公司2024年申报及Curtis Powell Holdsworth签名；直达Cache miss。",
+ "limitation": "只记原始申报检索线索，未声称读完文件；融资发行与募资不等公司经营收入。"
+ },
+ {
+ "id": "TC25-POL-DEPTH-HOME",
+ "companyId": null,
+ "title": "Depth官网读取缺项",
+ "url": "https://www.depth.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "当前网页标题为Consequence Intelligence Infrastructure，但未取得可读正文。",
+ "limitation": "不从标题推完整产品或注册日期，另核公司主页。"
+ },
+ {
+ "id": "TC25-POL-DEPTH-PROFILE",
+ "companyId": null,
+ "title": "Depth公司公开主页",
+ "url": "https://www.linkedin.com/company/depthai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "公司页列Founded 2021、depth.ai及St Petersburg；描述物理事件后果建模。",
+ "limitation": "公司自述不是独立注册核查；第三方历史年收入估算未导入公司或ARR样本。"
+ },
+ {
+ "id": "TC25-POL-ILIAS-HOME",
+ "companyId": null,
+ "title": "ILias官网",
+ "url": "https://www.iliasai.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "数字嗅觉数据与气味技术公司。",
+ "limitation": "首页未给精确注册与收入，不以AI或专利宣传推独立性能。"
+ },
+ {
+ "id": "TC25-POL-ILIAS-HISTORY",
+ "companyId": null,
+ "title": "ILias官方历史",
+ "url": "https://www.iliasai.com/pages/history.html",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "列2022年1月Establishment、2023研发及2024研究所企业/迁址事项。",
+ "limitation": "研究所、投资与公司成立分开；主体链精确注册未核，所列沿革均早于研究年份。"
+ },
+ {
+ "id": "TC25-POL-JUSTI-HOME",
+ "companyId": null,
+ "title": "JustiGuide当前官网",
+ "url": "https://justi.guide/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "AI移民资料评估和文档准备，独立律师复核；页脚EST. 2026。",
+ "limitation": "EST字段可能为当前产品/品牌起点，不直接等公司成立；演示评分、评论数及免费入口不作收入。"
+ },
+ {
+ "id": "TC25-POL-JUSTI-PRESS",
+ "companyId": null,
+ "title": "JustiGuide官方媒体资料",
+ "url": "https://www.justi.guide/press/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官方About条目列Founded 2024，并有2025已参与活动材料。",
+ "limitation": "与当前官网EST. 2026语义和沿革需核；不直接选择较新年份入新公司，不把获奖当注册证明。"
+ },
+ {
+ "id": "TC25-POL-ORCH-HOME",
+ "companyId": null,
+ "title": "Orchestra城市模型官网",
+ "url": "https://orchestraos.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "Omniscience城市世界模型及保险/公共安全应用，官网位于Palo Alto。",
+ "limitation": "厂商世界模型与自主解决宣传未独立验证；成立年、合同收入未明。"
+ },
+ {
+ "id": "TC25-POL-ORCH-TEAM",
+ "companyId": null,
+ "title": "Orchestra城市模型团队页",
+ "url": "https://orchestraos.com/company",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "公司团队资料可访问，未取得明确成立日期。",
+ "limitation": "同名不能自动匹配其他公司；团队展示不当完整员工规模。"
+ },
+ {
+ "id": "TC25-POL-ORCH-YC-DISTINCT",
+ "companyId": null,
+ "title": "同名Orchestra区分",
+ "url": "https://www.ycombinator.com/companies/orchestra",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方公司介绍复核",
+ "summary": "YC32167官网为orchestra.ai，主营推理云与小模型优化；本候选orchestraos.com为城市模型。",
+ "limitation": "不按名称合并年份、团队、ARR或公司ID，两个业务是否存在关系仍需法律主体证据。"
+ },
+ {
+ "id": "TC25-POL-PONDEROSA-HOME",
+ "companyId": null,
+ "title": "Ponderosa灭火无人机",
+ "url": "https://ponderosa.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "FireSparrow重载无人机与消防员协作、早期火情抑制。",
+ "limitation": "合作试验与未来集群愿景不等商用合同或经常性收入。"
+ },
+ {
+ "id": "TC25-POL-PONDEROSA-PROFILE",
+ "companyId": null,
+ "title": "Ponderosa官方公司主页",
+ "url": "https://www.linkedin.com/company/ponderosa-ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2021，域名ponderosa.ai与Chico相符。",
+ "limitation": "关联档案和人数范围不当精确团队统计，试飞活动不当付费采用。"
+ },
+ {
+ "id": "TC25-POL-PYTHO-HOME",
+ "companyId": null,
+ "title": "Pytho当前产品",
+ "url": "https://www.pytho.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "AI辅助准备度周期中的计划、演练和评估，列Pytho AI, Inc.。",
+ "limitation": "未核实际部署、付费合同或性能；军事采购规模不当公司收入。"
+ },
+ {
+ "id": "TC25-POL-PYTHO-PROFILE",
+ "companyId": null,
+ "title": "Pytho官网链接的公司主页",
+ "url": "https://www.linkedin.com/company/pytho-ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官方链接主页介绍准备度软件与pytho.ai，当前读取未见Founded字段。",
+ "limitation": "关联8人及2—10范围不作为精确员工数；不从履历或平台更新倒推成立。"
+ },
+ {
+ "id": "TC25-POL-PYTHO-YEAR-ACCESS",
+ "companyId": null,
+ "title": "Pytho原始成立资料仍缺",
+ "url": "https://www.highergov.com/awardee/pytho-ai-inc-439474802/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "第三方发现与访问缺项",
+ "summary": "检索有2023成立及登记线索，直达重定向到价格页；未取得政府原始登记。",
+ "limitation": "第三方检索不能当已读政府登记或精确注册证据；不将平台价格当Pytho定价。"
+ },
+ {
+ "id": "TC25-POL-SHOTHAWK-HOME",
+ "companyId": null,
+ "title": "ShotHawk原链接访问状态",
+ "url": "https://shothawkai.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "报道原链接当前为Coming Soon页面。",
+ "limitation": "未当产品正文；另以同域名公司主页核历史，未推断停业。"
+ },
+ {
+ "id": "TC25-POL-SHOTHAWK-PROFILE",
+ "companyId": null,
+ "title": "ShotHawk公司公开主页",
+ "url": "https://www.linkedin.com/company/shothawkai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2022、Peoria及shothawkai.com。",
+ "limitation": "自述与报道2023精确沿革仍有差异，但均早于2025；资金、试点与主动响应宣传不作收入或独立安全验证。"
+ },
+ {
+ "id": "TC25-POL-TORCH-HOME",
+ "companyId": null,
+ "title": "Torch户外资产监测官网",
+ "url": "https://www.torchsystems.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "太阳能多传感器硬件结合AI与监测软件，为公用事业、工业与城市设施识别异常。",
+ "limitation": "设备数不是客户数或收入，硬件、部署、持续监测合同需拆分；不与同名医疗软件合并。"
+ },
+ {
+ "id": "TC25-POL-TORCH-PROFILE",
+ "companyId": null,
+ "title": "Torch公司公开主页",
+ "url": "https://www.linkedin.com/company/torchsystems/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "当前直达列Founded 2023，域名torchsystems.com；检索缓存曾列2021。",
+ "limitation": "日期缓存与主体沿革差异保留，均在2025前；融资、传感器数量与人员档案不是ARR或完整人数。"
+ },
+ {
+ "id": "TC25-FIN-LIST",
+ "companyId": null,
+ "title": "2025金融与房地产参赛名单登记",
+ "url": "https://techcrunch.com/2025/12/28/the-14-fintech-real-estate-proptech-startups-from-disrupt-startup-battlefield/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "媒体名单读取",
+ "summary": "仅作为候选发现入口。",
+ "limitation": "逐项按原始资料核业务及年份，参赛年不等成立年；不复制报道业务介绍为独立验证。"
+ },
+ {
+ "id": "TC25-FIN-CLOX-HOME",
+ "companyId": null,
+ "title": "Clox文档智能",
+ "url": "https://clox.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "文档篡改检测、抽取、关系图与金融工作流集成。",
+ "limitation": "演示工资、行业欺诈损失与效率百分比不是公司收入；准确率及合规标识未独立验证。"
+ },
+ {
+ "id": "TC25-FIN-CLOX-YEAR",
+ "companyId": null,
+ "title": "Clox公司公开主页",
+ "url": "https://www.linkedin.com/company/clox-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "公司自述Founded 2024，网站clox.ai一致。",
+ "limitation": "精确注册未核；公开人数范围和关联档案不当完整团队人数。"
+ },
+ {
+ "id": "TC25-FIN-CYPHR-HOME",
+ "companyId": null,
+ "title": "Cyphr当前业务",
+ "url": "https://www.cyphrai.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "为中小企业及资本提供方生成经营准备度评分、资料包与融资匹配。",
+ "limitation": "示例企业2019年及政策/债券金额不等Cyphr成立或收入；不能与同名英国设计公司合并。"
+ },
+ {
+ "id": "TC25-FIN-CYPHR-YEAR",
+ "companyId": null,
+ "title": "Techstars Cyphr名录",
+ "url": "https://jobs.techstars.com/companies/cyphr-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资孵化机构名录",
+ "summary": "机构名录列founded in 2022，域名cyphrai.com。",
+ "limitation": "机构字段不是精确法律登记，当前AI产品上线与公司成立分开。"
+ },
+ {
+ "id": "TC25-FIN-IDENTIFEE-HOME",
+ "companyId": null,
+ "title": "Identifee银行工作台",
+ "url": "https://identifee.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "整合银行核心数据、CRM、业务分析及AI工作流。",
+ "limitation": "示例存款、贷款、交易管线与客户收入增长不等平台收入；客户数自述不等合同核验。"
+ },
+ {
+ "id": "TC25-FIN-IDENTIFEE-YEAR",
+ "companyId": null,
+ "title": "Identifee公司公开主页",
+ "url": "https://www.linkedin.com/company/identifee/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2019，链接identifee.com。",
+ "limitation": "第三方历史估算年收入和收购标记未独立核，不导入新公司ARR。"
+ },
+ {
+ "id": "TC25-FIN-KRUNCHER-HOME",
+ "companyId": null,
+ "title": "Kruncher投资研究工作台",
+ "url": "https://kruncher.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "面向私募市场整合内部资料和市场信号，辅助公司跟踪、投资备忘与分析。",
+ "limitation": "ACME演示公司及样例财务不属于Kruncher，基金规模、投资标的ARR和预测不导入公司收入。"
+ },
+ {
+ "id": "TC25-FIN-KRUNCHER-YEAR",
+ "companyId": null,
+ "title": "Kruncher公司公开主页",
+ "url": "https://www.linkedin.com/company/kruncher/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2024，链接kruncher.ai。",
+ "limitation": "仅公司自述；总部、团队展示和客户管理资产规模不等收入。"
+ },
+ {
+ "id": "TC25-FIN-LOOTLOCK-HOME",
+ "companyId": null,
+ "title": "Lootlock家庭游戏消费管理",
+ "url": "https://www.lootlock.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "家长设置零花钱、任务奖励、游戏消费限制和支出报告。",
+ "limitation": "儿童余额、充值和支出属于客户资金，不是公司收入；当前AI核心用途未专项确认。"
+ },
+ {
+ "id": "TC25-FIN-LOOTLOCK-TERMS",
+ "companyId": null,
+ "title": "Lootlock历史条款与主体",
+ "url": "https://www.lootlock.com/terms-of-service",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "2024-11-19条款列Payd Digital DBA Lootlock及Connecticut，网站沿革含lootlock.io。",
+ "limitation": "条款日期不是精确注册年；旧业务及DBA关系与新公司成立分开。"
+ },
+ {
+ "id": "TC25-FIN-MUSE-HOME",
+ "companyId": null,
+ "title": "Muse嵌入式税务AI",
+ "url": "https://www.musetax.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "向金融机构提供税务与财务洞察的嵌入式API及平台。",
+ "limitation": "客户退税、节税或工资改善不等Muse收入，速度宣传未复测；与其他同名Muse分开。"
+ },
+ {
+ "id": "TC25-FIN-MUSE-YEAR",
+ "companyId": null,
+ "title": "Muse官方成立沿革",
+ "url": "https://www.musetax.com/about-us",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网说明两位CPA于2022年2月创立Muse。",
+ "limitation": "精确注册与收入底表未核，不把创始人累计从业年数当公司年龄或人数。"
+ },
+ {
+ "id": "TC25-FIN-TICKER-HOME-ACCESS",
+ "companyId": null,
+ "title": "ticker官网访问缺项",
+ "url": "https://tickerapp.io/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "普通读取返回Content length is too large，未取得可核正文。",
+ "limitation": "不把超大响应报错当停业，也不从报道描述确认当前产品或AI技术。"
+ },
+ {
+ "id": "TC25-FIN-TICKER-PROFILE-ACCESS",
+ "companyId": null,
+ "title": "ticker公司主页访问缺项",
+ "url": "https://www.linkedin.com/company/ti-kerapp/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "原始资料访问缺项",
+ "summary": "直达robots拒绝；检索有2023线索，未获取可读原始公司字段。",
+ "limitation": "不使用镜像冒充原始全文，不把第三方人员或收入估算导入。"
+ },
+ {
+ "id": "TC25-FIN-GENIA-HOME",
+ "companyId": null,
+ "title": "Genia结构设计与套餐",
+ "url": "https://www.genia.design/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "AI辅助结构设计、工程量与计算结果导出；首页同时列按结果交付叙述和月/年信用点套餐。",
+ "limitation": "首页套餐与后续创始人按交付收费自述须核当前合同；工程师签章、客户项目价值与套餐价不等公司ARR。"
+ },
+ {
+ "id": "TC25-FIN-GENIA-YEAR",
+ "companyId": null,
+ "title": "Genia公司公开主页及定价变化",
+ "url": "https://www.linkedin.com/company/genia-engineering/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "公司自述Founded 2023；创始人更新称结构设计包交付且工程师收款时收费。",
+ "limitation": "相对发布时长不推精确变更日；收入合同及独立性能未核，不与加拿大同名AI咨询公司合并。"
+ },
+ {
+ "id": "TC25-FIN-INVESTWISE-HOME-ACCESS",
+ "companyId": null,
+ "title": "Investwise原始链接访问缺项",
+ "url": "https://www.learninvestwise.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "直达502，未取得官网正文。",
+ "limitation": "成立、主体、当前AI主营均未确认；不能把发现文章类别或第三方同名业务直接归入主表。"
+ },
+ {
+ "id": "TC25-FIN-SMARTBRICKS-HOME",
+ "companyId": null,
+ "title": "Smart Bricks地产智能",
+ "url": "https://smart-bricks.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "地产投资发现、承保分析、尽调与持续监测，覆盖机构及个人场景。",
+ "limitation": "网页标Illustrative example的资产值、贷款、收益率和投资利润不等公司收入；应用AI宣传未独立评测。"
+ },
+ {
+ "id": "TC25-FIN-SMARTBRICKS-YEAR",
+ "companyId": null,
+ "title": "Techstars Smart Bricks名录",
+ "url": "https://jobs.techstars.com/companies/smart-bricks?l=77",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资孵化机构名录",
+ "summary": "机构名录列2024成立并链接smart-bricks.com。",
+ "limitation": "投资年与成立分开，融资及地产估值不当收入；人数范围非精确团队数。"
+ },
+ {
+ "id": "TC25-FIN-SOUNDSPACE-HOME",
+ "companyId": null,
+ "title": "Soundspace当前入口",
+ "url": "https://soundspace.co/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "提供录音、排练、播客等场地会员、预约与空间入口。",
+ "limitation": "入口不足以确认AI核心交付或成立年份；同名音响、其他域名音乐企业不能直接合并。"
+ },
+ {
+ "id": "TC25-FIN-SOUNDSPACE-TERMS",
+ "companyId": null,
+ "title": "Soundspace主体及服务条款",
+ "url": "https://soundspace.co/terms",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "条款列SOUNDSPACE LLC、音乐排练预约、订阅及一次性产品，提及sndspc.com。",
+ "limitation": "未见明确成立年；场地订阅不自动等AI软件订阅，会员收入与场地合作方分摊未核。"
+ },
+ {
+ "id": "TC25-FIN-SURFAICE-HOME",
+ "companyId": null,
+ "title": "Surfaice当前交付",
+ "url": "https://www.surfaice.pro/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "面向零售地产的租约管理、门店开发Agent、AI辅助人工服务及流程改造。",
+ "limitation": "人工服务、实施与软件需按合同拆分，设计施工业务标未来计划不当已交付；客户资本预算及旧雇主业绩不转移。"
+ },
+ {
+ "id": "TC25-FIN-SURFAICE-INVESTOR",
+ "companyId": null,
+ "title": "Shadow Ventures历史投资公告",
+ "url": "https://shadow.vc/blog/announcing-our-investment-in-surfaice",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构原始公告",
+ "summary": "2024-12-03投资公告链接surfaice.pro，介绍重复建设项目的AI工作流及人工核验。",
+ "limitation": "只能证明更早业务，非精确注册日或独立技术测试；投资款不等收入。"
+ },
+ {
+ "id": "TC25-FIN-UNLISTED-HOME",
+ "companyId": null,
+ "title": "Unlisted房产平台",
+ "url": "https://unlistedhomes.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "展示未挂牌房产、潜在买家联系及业主信息编辑入口。",
+ "limitation": "房产估值、历史成交、挂牌或候补数量不是公司收入，模型估值不作已实现交易。"
+ },
+ {
+ "id": "TC25-FIN-UNLISTED-YEAR",
+ "companyId": null,
+ "title": "Unlisted公司公开主页",
+ "url": "https://www.linkedin.com/company/unlistedinc/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述2022成立，域名UnlistedHomes.com一致。",
+ "limitation": "关联档案与2—10人数范围差异不能当精确员工数，法律登记未核。"
+ },
+ {
+ "id": "TC25-FIN-ZOWN-HOME",
+ "companyId": null,
+ "title": "Zown地产经纪",
+ "url": "https://zownhomes.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "住房购买服务与首付款补助/返佣入口。",
+ "limitation": "房产成交额、给买家的补助及经纪毛佣金需分清，不能年化交易额为软件ARR。"
+ },
+ {
+ "id": "TC25-FIN-ZOWN-YEAR",
+ "companyId": null,
+ "title": "Zown公司公开主页",
+ "url": "https://ca.linkedin.com/company/thezown",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2024，链接zownhomes.com；说明买家补助由赚取佣金支持。",
+ "limitation": "地域、合作经纪及返佣后的净额分摊未核，不把员工档案或客户交易数当订阅数。"
+ },
+ {
+ "id": "TC25-BIO-LIST",
+ "companyId": null,
+ "title": "2025生物技术参赛名单登记",
+ "url": "https://techcrunch.com/2025/12/24/the-9-top-biotech-startups-from-disrupt-startup-battlefield/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "媒体名单读取",
+ "summary": "仅作为候选发现入口。",
+ "limitation": "参赛年不是成立年，业务和阶段另读原始资料；不把生物技术类别直接等同AI公司。"
+ },
+ {
+ "id": "TC25-BIO-CASNX-HOME",
+ "companyId": null,
+ "title": "CasNx器官工程研发",
+ "url": "https://www.casnx.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "在体外供体器官上研发CRISPR处理，官网链接科学出版物及研究合作入口。",
+ "limitation": "研究论文、合作和未来器官疗法不当商业收入或获批产品；当前AI核心角色未专项核实。"
+ },
+ {
+ "id": "TC25-BIO-CASNX-YEAR",
+ "companyId": null,
+ "title": "UF孵化方CasNx沿革",
+ "url": "https://innovate.research.ufl.edu/uf-researchers-rewriting-organ-biology-with-revolutionary-transplant-technology/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "大学孵化机构原始介绍",
+ "summary": "UF Innovate 2025-08-19介绍其客户公司CasNx于2024年成立。",
+ "limitation": "机构介绍不是精确注册核验；基础研究与公司能力、未来临床价值及收入分开。"
+ },
+ {
+ "id": "TC25-BIO-CHIPIRON-HOME",
+ "companyId": null,
+ "title": "Chipiron MRI与历史里程碑",
+ "url": "https://www.chipiron.co/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "研发超低场MRI，官网自述AI降噪及图像重建，并列2023—2024技术和融资沿革。",
+ "limitation": "2026—2028验证、临床与FDA路线图是计划；截至研究日不当已经完成审批。融资、补助不作收入，设备与软件持续收费需拆分。"
+ },
+ {
+ "id": "TC25-BIO-EXACTICS-HOME",
+ "companyId": null,
+ "title": "Exactics诊断产品",
+ "url": "https://www.exacticsbiotech.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "研发家庭诊断工具，官网列原型、团队和大学合作。",
+ "limitation": "专利、融资、市场规模与产品研发不是收入；未确认当前AI核心交付或临床性能，不与同名模具企业合并。"
+ },
+ {
+ "id": "TC25-BIO-EXACTICS-YEAR",
+ "companyId": null,
+ "title": "Exactics公司公开主页",
+ "url": "https://www.linkedin.com/company/exactics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2021，链接exacticsbiotech.com。",
+ "limitation": "精确注册日未核；老About链接现跳转团队页，不把旧检索内容当当前全文。"
+ },
+ {
+ "id": "TC25-BIO-AVARA-ACCESS",
+ "companyId": null,
+ "title": "Avara官网访问缺项",
+ "url": "https://avarabio.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "当前仅取得wellness device标题，正文不可读。",
+ "limitation": "不据标题确认完整功能、AI作用、销量或医疗验证。"
+ },
+ {
+ "id": "TC25-BIO-AVARA-TERMS-ACCESS",
+ "companyId": null,
+ "title": "Avara运营者线索与访问缺项",
+ "url": "https://avarabio.com/terms",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方条款访问缺项",
+ "summary": "检索可见Lumos Strategies OÜ运营者线索，直达正文为空。",
+ "limitation": "未将检索摘录当已读条款，需补可读主体链接与AI交付；条款更新日期不是成立年。"
+ },
+ {
+ "id": "TC25-BIO-LUMOS-REGISTRY",
+ "companyId": null,
+ "title": "Lumos Strategies同名官方登记",
+ "url": "https://ariregister.rik.ee/eng/company/17138613",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "官方公司登记",
+ "summary": "爱沙尼亚官方登记列Lumos Strategies OÜ注册于2024-12-19，登记号17138613。",
+ "limitation": "登记可读，但Avara条款正文空白，尚未以可读官网或登记号完成产品—运营者对应；不按名称直接合并主体，未解读删除公告为已注销。"
+ },
+ {
+ "id": "TC25-BIO-MIRAQULES-HOME",
+ "companyId": null,
+ "title": "Miraqules止血材料及沿革",
+ "url": "https://www.miraqules.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官方介绍止血生物材料及StopBleed，自述2018年起步。",
+ "limitation": "当前页夹有模板内容；不当AI模型或临床独立验证，效果倍数、获资助与市场不作收入。"
+ },
+ {
+ "id": "TC25-BIO-NEPHROGEN-HOME",
+ "companyId": null,
+ "title": "Nephrogen AI筛选研发",
+ "url": "https://www.nephrogenbiotech.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述AI结合高通量筛选，研发肾脏与胰腺基因递送载体，官网列科研出版物。",
+ "limitation": "体外/动物或组织研究不等获批治疗；性能倍数、药企赞助和合作资金不自动等ARR，旧研究及顾问履历与公司交付分开。"
+ },
+ {
+ "id": "TC25-BIO-NEPHROGEN-YC",
+ "companyId": null,
+ "title": "Nephrogen机构年份与批次",
+ "url": "https://www.ycombinator.com/companies/nephrogen",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资孵化机构名录",
+ "summary": "YC列Founded 2022、Summer 2020，当前域名一致。",
+ "limitation": "年份与批次时序不一致，精确成立链待核；两项均早于2025，不根据2025参赛新增公司。"
+ },
+ {
+ "id": "TC25-BIO-PRAXISPRO-HOME",
+ "companyId": null,
+ "title": "PraxisPro生命科学商业团队软件",
+ "url": "https://www.praxispro.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "为药企及器械团队提供AI角色扮演、准备度认证和教练工作流。",
+ "limitation": "客户培训收益和药品销售不是公司收入；不因生命科学买家归药物研发模型，合规及效果宣传未独立核。"
+ },
+ {
+ "id": "TC25-BIO-PRAXISPRO-YEAR",
+ "companyId": null,
+ "title": "PraxisPro公司公开主页",
+ "url": "https://www.linkedin.com/company/praxispro-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "自述Founded 2023，域名praxispro.ai对应，主营商业团队智能。",
+ "limitation": "公司自述而非精确登记；模型专用宣传不等独立能力验证，团队范围不填精确人数。"
+ },
+ {
+ "id": "TC25-BIO-REMED-HOME",
+ "companyId": null,
+ "title": "Reme-D诊断试剂",
+ "url": "https://reme-d-inc.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "研发及制造人和动物疾病分子诊断、核酸提取及检测工具。",
+ "limitation": "未核AI核心交付；试剂销售、仪器和研究服务收费需拆分，检测人数或社会效益不等收入。"
+ },
+ {
+ "id": "TC25-BIO-REMED-HISTORY",
+ "companyId": null,
+ "title": "Reme-D早期官方业务记录",
+ "url": "https://reme-d-inc.com/reme-d-is-a-winner-in-the-falling-walls-science-venture/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网记Science Summit 2024的Reme-D业务获奖活动。",
+ "limitation": "仅证明更早业务沿革，不当精确注册、临床获批或独立性能验证。"
+ },
+ {
+ "id": "TC25-BIO-REMED-YEAR-ACCESS",
+ "companyId": null,
+ "title": "Reme-D机构年份读取缺项",
+ "url": "https://jobs.techstars.com/companies/reme-d",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "机构原始资料访问缺项",
+ "summary": "检索有2022成立线索，直达Cache miss。",
+ "limitation": "不当完整机构页已读，精确注册及不同地区主体链留缺；范围外以官方2024业务材料补证。"
+ },
+ {
+ "id": "TC25-BIO-SURGICURE-HOME",
+ "companyId": null,
+ "title": "Surgicure医疗器械",
+ "url": "https://www.surgicuretech.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "HORSESHOE气管导管固定器械，官网列Surgicure Technologies, Inc.。",
+ "limitation": "当前AI核心角色未确认；医院避免损失、ROI估计及安全宣传不等公司收入，不能从专利或Demo推独立临床效果。"
+ },
+ {
+ "id": "TC25-BIO-SURGICURE-SEC",
+ "companyId": null,
+ "title": "Surgicure原始发行申报",
+ "url": "https://www.sec.gov/Archives/edgar/data/2038291/000203829124000004/xslFormDX08/primary_doc.xml",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "监管原始申报",
+ "summary": "发行人Surgicure Technologies, Inc.申报Delaware、2019年组织成立，CIK2038291。",
+ "limitation": "发行人自报、未经SEC独立审核；不是募资等于经营收入，不能与英国同名医疗公司合并。"
+ },
+ {
+ "id": "SR25-HOTBOX",
+ "companyId": "AI096",
+ "title": "Hotbox机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/hotbox",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 3，SR006；标题$450K ARR，正文称发布前两周销售$350K ARR及$4M管线。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-HOTBOX-HOME",
+ "companyId": "AI096",
+ "title": "Hotbox官网交付与收费",
+ "url": "https://www.hotbox.app/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网展示社交互动到私信结账、CRM同步与人工接管；客户转化案例和商品结账演示单列。",
+ "limitation": "演示订单及客户转化不是公司收入；未核性能、客户独立数据或签约收费。"
+ },
+ {
+ "id": "SR25-ONEGC",
+ "companyId": "AI097",
+ "title": "OneGC机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/onegc",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 3，SR007；自述不到三个月超过$1.18M ARR（420K in pilot），50多客户，年订阅法律用量额度。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-ONEGC-HOME",
+ "companyId": "AI097",
+ "title": "OneGC官网交付与收费",
+ "url": "https://onegc.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供合同、雇佣和治理的AI平台与律师服务，覆盖事项按月固定收费，特殊事项另报价；FAQ区分OneGC Law和OneGC, Inc.。",
+ "limitation": "官网套餐不是实际合同；安全、执照及效果宣传未独立验证，律所服务与软件收入不能自动合并成纯SaaS。"
+ },
+ {
+ "id": "SR25-OMI-HEALTH",
+ "companyId": "AI098",
+ "title": "Omi Health机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/omi-health",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 2，SR006；2000宠物家庭进入等待名单，被折算约$1M estimated ARR；非当前付费合同证据。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-OMI-HEALTH-HOME",
+ "companyId": "AI098",
+ "title": "Omi Health官网交付与收费",
+ "url": "https://omihealth.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "joinomi.com链接导向omihealth.com；年费会员包含血液和唾液检测、兽医支持、AI个性化健康计划与数据跟踪。",
+ "limitation": "临床与寿命宣传未独立核；标价、邀请名单及等待人数不是收入，也不当纯软件订阅。"
+ },
+ {
+ "id": "SR25-FIRST-VOYAGE",
+ "companyId": "AI099",
+ "title": "First Voyage（Momo）机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/first-voyage",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 2，SR005；公司自述Momo结合AI宠物和游戏机制，任务完成量及D1留存为使用指标，未列自身收入。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-FIRST-VOYAGE-HOME",
+ "companyId": "AI099",
+ "title": "First Voyage（Momo）官网交付与收费",
+ "url": "https://momoselfcare.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网展示日常反思、睡眠/习惯任务及金币装扮虚拟宠物。",
+ "limitation": "任务和虚拟金币不等现金收入；未独立测试AI能力、心理健康效果或留存，未核收费。"
+ },
+ {
+ "id": "SR25-DRS",
+ "companyId": "AI100",
+ "title": "DRS机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/drs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 10，SR007；三款应用合计$1.3M ARR，第二款上线30天达$400K ARR，第一款同里程碑耗时220天。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-DRS-HOME",
+ "companyId": "AI100",
+ "title": "DRS官网交付与收费",
+ "url": "https://teamdrs.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网列Glow照片/视频、Make视频及Glow Web入口，自述共用订阅、归因、数据与运营实验系统。",
+ "limitation": "未读取应用商店条款或核账户独立性、应用净收入和实际性能；多个入口不自动当多个独立公司。"
+ },
+ {
+ "id": "SR25-HAMMOCK",
+ "companyId": "AI101",
+ "title": "Hammock机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/hammock",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 5，SR006；公司健康保险与AI辅助办理介绍；创始人旧公司的ARR和融资与Hammock分开。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-HAMMOCK-HOME",
+ "companyId": "AI101",
+ "title": "Hammock官网交付与收费",
+ "url": "https://www.usehammock.co/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "当前官网为HSA/FSA、wellness及HRA福利管理，AI发现可报支出；FAQ列员工/月模块报价，页脚Voyager HLTH Inc.。",
+ "limitation": "账户支出、税务节省和客户预算不是公司收入；临床、税务及合规宣传未独立核，不按旧介绍覆盖当前业务。"
+ },
+ {
+ "id": "SR25-CEDAR",
+ "companyId": "AI102",
+ "title": "Cedar（招聘网络）机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/cedar",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 4，SR006；标题$2.5M contracted rev，正文closed $3M；通过关系访谈和代理扩展推荐招聘。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-CEDAR-HOME",
+ "companyId": "AI102",
+ "title": "Cedar（招聘网络）官网交付与收费",
+ "url": "https://agentcedar.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "getcedar.ai导向agentcedar.com；当前首页仅简述招聘合作与介绍网络，页脚Cedar AI Agents, Inc.。",
+ "limitation": "官网细节有限，机构的代理机制仅自述；未核真实付费、合同确认或ARR，与其他同名Cedar公司分开。"
+ },
+ {
+ "id": "SR25-LOOPS-AI",
+ "companyId": "AI103",
+ "title": "Loops AI（loopsai.com）机构成立、团队及业务介绍",
+ "url": "https://speedrun.a16z.com/companies/loops-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构名录及公司自述",
+ "summary": "Founded 2025，Employees 21，SR006；软件结合人工部署与优化；客户销售$10M以上，70多客户和试点；CEO自述当前Loops $500K以上ARR。",
+ "limitation": "机构转载公司声明，精确注册、人数截至日、财务日历时点、币种及合同底表未独立核验；批次不等成立日。"
+ },
+ {
+ "id": "SR25-LOOPS-AI-HOME",
+ "companyId": "AI103",
+ "title": "Loops AI（loopsai.com）官网访问缺项",
+ "url": "https://loopsai.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "当前仅返回Loops标识和电商操作系统标题，未取得功能、定价或条款正文。",
+ "limitation": "不能声称官网正文已读；当前功能取机构页公司自述，客户GMV、旧Peak Games退出与公司ARR分开。"
+ },
+ {
+ "id": "SR25-DIRECTORY-ACCESS",
+ "companyId": null,
+ "title": "Speedrun动态目录读取缺项",
+ "url": "https://speedrun.a16z.com/companies",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "机构名录访问缺项",
+ "summary": "静态读取仅返回搜索/筛选外壳；浏览器导航和后续读取连续超时，未取得公司卡片全集。",
+ "limitation": "不将定向详情页样本当完整SR005/006/007批次或2025—2026年公司目录；登录完整投资者资料仍未读取。"
+ },
+ {
+ "id": "AGENT-CAT-YC30451",
+ "companyId": "YC30451",
+ "title": "BluejayAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/bluejay",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "模拟客户对话，测试、监控和评估语音及聊天Agent。 模拟规模与速度为自述；融资、招聘薪资和旧创业利润不是当前收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30515",
+ "companyId": "YC30515",
+ "title": "Cashew LabsAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/cashew-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建用于递归自我改进、可修改界面及模型后训练的工具。 当前简介为工具研发，同页Saffron Health转诊旧发布与现主营分开，不转移旧医疗效果或创始人此前客户收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30549",
+ "companyId": "YC30549",
+ "title": "AirweaveAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/airweave",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "连接工作应用与私有数据源，为Agent提供可检索上下文、REST/MCP接口。 本轮只读YC，未打开所链接代码或SDK；不把开源宣传当已验证材料或独立性能。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30606",
+ "companyId": "YC30606",
+ "title": "AcrelyAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/acrely",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "供企业构建和部署云端或本地语音Agent。 YC当前状态Inactive，停用原因和时间未知，不等依法注销。旧家居服务客服和地产排程发布与当前平台简介分开，六客户不等当前付费或收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30625",
+ "companyId": "YC30625",
+ "title": "LLM StatsAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/llm-stats",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供模型基准、排行榜和评估服务，帮助比较AI系统表现。 同页保留ZeroEval开发工具旧发布；独立/防污染是机构页自述，未复现测试，不自动给本公司记第三方独立评测级别。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30626",
+ "companyId": "YC30626",
+ "title": "ContextFortAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/contextfort",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "记录浏览器Agent动作并对高风险操作及跨站数据泄漏施加控制。 当前简介为浏览器安全，旧建筑图纸审查与RFI发布另属沿革，客户节省工期不作当前收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30646",
+ "companyId": "YC30646",
+ "title": "HumworkAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/humwork",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过MCP/API将遇到难题的Agent接入实时人类领域专家。 匹配30秒、专业资质及可用性均为自述；专家交易额、旧语音产品分钟数和创始人2021旧创业不归新公司收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30710",
+ "companyId": "YC30710",
+ "title": "ManufactAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/manufact",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为MCP服务和应用提供云部署、鉴权、测试、监控及发布支持。 页面列原名mcp-use；星标、下载和创始人旧项目金额不等公司收入，本轮未打开代码、运行SDK或核官方推荐宣传。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30740",
+ "companyId": "YC30740",
+ "title": "MetisAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/metis",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为生产Agent可靠完成复杂任务提供运行基础设施。 YC状态Acquired，买方、交易金额和独立业务连续性本轮未核；不把被收购当收入或当前仍独立运营。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30756",
+ "companyId": "YC30756",
+ "title": "NotteAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/notte",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为Agent提供云浏览器会话、身份、代理、支付和相邻运行环境。 旧Nottelabs名称和工作流发布保留沿革；支付交易额、安全与性能宣传未独立核，不等公司收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30782",
+ "companyId": "YC30782",
+ "title": "TectoAIAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/tectoai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "帮助企业选择和引入AI工具，评估上线后的行为、合规及治理。 按当前主要买家与治理任务归企业工作，非通用Agent运行时；YC状态Inactive，原因与时间未核，官网读取超时。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30859",
+ "companyId": "YC30859",
+ "title": "LocusAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/locus",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为Agent提供资金访问、支付权限和支出限制，衔接支付及API工具。 同页Locus Founder是叠加基础设施的经营应用，不新增公司；标价和用户盈利承诺不作已实现公司收入，产品线须拆分。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30960",
+ "companyId": "YC30960",
+ "title": "MetorialAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/metorial",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "连接和托管MCP工具，为员工、Agent及AI客户端提供权限治理和追踪。 Magic MCP集成数量、冷启动速度、部署数与可用性均为自述；不把接入量、旧公司项目或客户融资当收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC30986",
+ "companyId": "YC30986",
+ "title": "The HogAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/the-hog",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以统一API提供网页搜索、人员和公司数据、研究、抓取与信号监测。 当前交付为API，旧GTM指挥台作为产品沿革；创始人把别家公司从900K到7M ARR的业绩不归The Hog。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31200",
+ "companyId": "YC31200",
+ "title": "Ressl AIAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/ressl-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供自主Agent训练、基准评估及部署平台。 简介较短，训练是否包含独立模型/环境销售未核；W2026批次不等成立年，原Founded 2025保留。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31206",
+ "companyId": "YC31206",
+ "title": "Samora AIAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/samora-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "托管多语言呼入/呼出Agent、工作流更新及人工升级接管。 客户无需自建呼叫或工程团队，按当前运营服务归C06；已付费、呼叫量及客户效果为自述，没有自身收入金额，不从用户数或收款改善推ARR。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31217",
+ "companyId": "YC31217",
+ "title": "PolymathAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/polymath",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建真实工具和应用组成的长期任务模拟环境，用于训练与评估Agent。 Horizon-SWE分数是本公司基准自述，未读方法全文或复现；环境业务不按模型研究者履历直接归基础模型。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31231",
+ "companyId": "YC31231",
+ "title": "AnchorheadAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/anchorhead",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "组织领域专家设计原始真实任务，提供定制Agent评测集及评分。 服务型评测不直接当纯软件订阅；基准构建、专家资质及评分质量未独立测试。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31253",
+ "companyId": "YC31253",
+ "title": "MavenAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/maven",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过API让语音或聊天Agent在对话中收取卡支付并衔接支付网关。 不按电话客服买家归客服运营服务；支付金额和PCI合规宣传不等收入或已审计安全结论。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31262",
+ "companyId": "YC31262",
+ "title": "Talking ComputersAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/talking-computers",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发面向语音Agent的多模态实时交互模型。 当前官网和YC强调模型研究，同页TC-1/Facility旧应用描述分开；交互性能、类人能力及自主性尚未独立测试。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31343",
+ "companyId": "YC31343",
+ "title": "MultiplierAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/multiplier",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "结合机构数据、知识和Agent，为资产管理团队部署股票研究及组合管理平台。 当前面向金融买家，按行业专业应用归C07；WithAI与Multiplier同页沿革保留，客户资产规模不是公司收入，100K以上ARR仅自述且无日历时点。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31518",
+ "companyId": "YC31518",
+ "title": "RuntimeAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/runtime",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为金融科技支付、风险及合规团队将SOP转为有权限控制、审批和审计轨迹的Agent。 当前官网/YC以支付及风险运营为主，同页编码Agent旧发布另列沿革；客户Rain估值、节约成本、交易量与创始人旧公司退出不归Runtime收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC31557",
+ "companyId": "YC31557",
+ "title": "Amorphic LabsAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/amorphic-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为Agent统一发现、付费及调用工具、数据、技能和API，并按任务路由到供应商。 Agentmuxer是当前产品名，旧个性化销售Demo业务保留沿革；预存余额、供应商采购与免费额度不当ARR。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC35521",
+ "companyId": "YC35521",
+ "title": "ORO AIAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/oro-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过购物Agent任务、验证者和动态问题构建电商评测与训练数据。 行业是电商，但当前交付为评测设施，非代运营销售服务；奖励、代币与旧项目吞吐量不当公司经常性收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC36016",
+ "companyId": "YC36016",
+ "title": "PomeradoAgent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/pomerado",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "将网站和旧系统变成托管API/MCP，供Agent接入并管理鉴权和权限。 速度、价格、覆盖范围及自愈效果仅自述，本轮未打开所链接代码或独立复测；创始人过去F500项目不当当前公司客户或收入。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-CAT-YC36777",
+ "companyId": "YC36777",
+ "title": "Sona8Agent设施初分类与业务沿革复核",
+ "url": "https://www.ycombinator.com/companies/sona8",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "用语音Agent访谈员工、整理流程问题，并支持跨部门比较与改进追踪。 按当前买家和访谈任务归企业工作；context layer/基础设施是后续方向，10000次访谈与签约咨询客户不等收入金额。",
+ "limitation": "只据已读当前主营与相关发布判断，品牌与法律主体未独立核；未运行产品或复现性能，不将名录状态当依法注销、收购完成文件或持续收入证明。"
+ },
+ {
+ "id": "AGENT-HOME-YC31343",
+ "companyId": "YC31343",
+ "title": "官网资产管理AI平台及服务",
+ "url": "https://www.multiplier.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "机构研究平台结合客户数据、模型、连接与white-glove部署，官网当前定位与YC金融买家一致。",
+ "limitation": "连接方和投资人标识不证明实际付费，数据使用许可、法律运营者、报价及收入合同未核。"
+ },
+ {
+ "id": "AGENT-HOME-YC31518",
+ "companyId": "YC31518",
+ "title": "Runtime当前支付风险运营交付",
+ "url": "https://www.runtm.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "当前官网描述支付/风险团队Agent，在客户云中以审批、权限和审计处理业务。",
+ "limitation": "客户估值、节省成本与网页转款演示不是Runtime收入；安全及性能宣传未独立验证。"
+ },
+ {
+ "id": "AGENT-HOME-YC31262",
+ "companyId": "YC31262",
+ "title": "Talking Computers当前交互模型研究",
+ "url": "https://talkingcomputers.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网自述隐身期AI研究实验室，研发面向语音Agent的多模态交互模型。",
+ "limitation": "类人性和性能前沿为公司宣传，无独立测评；不把同页旧Facility应用直接当当前主营。"
+ },
+ {
+ "id": "AGENT-HOME-YC31206",
+ "companyId": "YC31206",
+ "title": "Samora托管语音运营",
+ "url": "https://samora.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述呼叫设计、测试、部署、监控和人工接管，由Samora承担运营环节。",
+ "limitation": "客户标识、累计呼叫及性能宣传不等自身收入；当前付费和人工支持成本未独立核。"
+ },
+ {
+ "id": "AGENT-HOME-YC30782",
+ "companyId": "YC30782",
+ "title": "Tecto官网读取缺项",
+ "url": "https://www.tecto.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "官网直达超时，未取得当前正文。",
+ "limitation": "不把访问失败当停业证明；YC Inactive状态单列，当前合同及经营状态未知。"
+ },
+ {
+ "id": "MR2-USD",
+ "companyId": null,
+ "title": "TrustMRR收入字段币种和单位",
+ "url": "https://trustmrr.com/docs/api/get-startup",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台方法文档",
+ "summary": "平台详情接口文档将MRR、近30日和累计收入定义为USD cents。公开展示美元金额按页面取整保留，不把API分单位再次当美元。",
+ "limitation": "本轮仅读文档，没有申请密钥或访问认证接口；平台归一币种不证明经营者原始合同币种、净收入或财务审计。"
+ },
+ {
+ "id": "MR2-METHOD",
+ "companyId": null,
+ "title": "TrustMRR当前同步与资料边界",
+ "url": "https://trustmrr.com/faq",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台方法说明",
+ "summary": "平台重建指标可与支付商后台公式有差异；经营者资料与支付指标分开，失效连接需要重连。",
+ "limitation": "不能由已连接或订阅数推出毛利、留存和主体独立性；本轮未取得逐笔支付、全部账户或完整MRR历史。"
+ },
+ {
+ "id": "MR2-ACCESS",
+ "companyId": null,
+ "title": "TrustMRR公开发现与缓存边界",
+ "url": "https://trustmrr.com/llms.txt",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台公开访问说明",
+ "summary": "官方列公开Markdown详情与固定缓存发现快照；完整筛选分页和深入历史需认证。",
+ "limitation": "不声称覆盖全平台；本轮定向三项，公开发现端点在网页工具读取失败，未改用认证或规避访问限制。"
+ },
+ {
+ "id": "MR2-LLM-WEB",
+ "companyId": "MR017",
+ "title": "LLM Gateway网页快照",
+ "url": "https://trustmrr.com/startup/llm-gateway",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台支付连接指标及经营者资料",
+ "summary": "平台列2025年5月起步、Stripe MRR 78,764及过期连接，最后同步2026-09-07。",
+ "limitation": "资料年份为经营者字段，非工商核验；页面现时访问不代表收入现时更新。"
+ },
+ {
+ "id": "MR2-LLM-MD",
+ "companyId": "MR017",
+ "title": "LLM Gateway公开Markdown财务快照",
+ "url": "https://trustmrr.com/startup/llm-gateway.md",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台支付连接指标及经营者资料",
+ "summary": "MRR 78,764、近30日快照259,539，财务最后同步2026-09-07T02:22:35.854Z，连接已过期；当前日期序列中的零值不当已验证零收入。",
+ "limitation": "历史快照、积分充值、订阅及供应商代收/转付未勾稽，不能直接当净收入、利润或当前ARR。"
+ },
+ {
+ "id": "MR2-GOMO-WEB",
+ "companyId": "MR018",
+ "title": "Gomotion AI网页快照",
+ "url": "https://trustmrr.com/startup/iker",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台支付连接指标及经营者资料",
+ "summary": "平台列2026年7月起步；页面MRR 67,864，标题近30日84,341，最后同步2026-10-30 12:27 PM，未注明时区。",
+ "limitation": "未取得独立官网与法律主体；不是同名其他视频/动画公司，资料和订阅数不证明技术效果或付费留存。"
+ },
+ {
+ "id": "MR2-GOMO-MD",
+ "companyId": "MR018",
+ "title": "Gomotion AI较早Markdown快照",
+ "url": "https://trustmrr.com/startup/iker.md",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台支付连接指标及经营者资料",
+ "summary": "该响应同步2026-10-29T18:27:36.658Z，MRR 67,299、近30日快照83,526；与较晚网页分别保留。",
+ "limitation": "公开Markdown为缓存，未与较晚网页同刻；不跨响应拼接数值，不把差异推断成虚报。"
+ },
+ {
+ "id": "MR2-PROMPT-WEB",
+ "companyId": "MR019",
+ "title": "Promptwise网页快照",
+ "url": "https://trustmrr.com/startup/promptwise",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台支付连接指标及经营者资料",
+ "summary": "平台列2025年12月起步；MRR 65,431、近30日快照94,596，Stripe同步2026-10-30。",
+ "limitation": "11—25团队、用户和定位为经营者可编辑资料；不转换为精确人数或独立核验成立。"
+ },
+ {
+ "id": "MR2-PROMPT-MD",
+ "companyId": "MR019",
+ "title": "Promptwise Markdown及同期口径差异",
+ "url": "https://trustmrr.com/startup/promptwise.md",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "平台支付连接指标及经营者资料",
+ "summary": "同步2026-10-30T11:20:20.475Z，MRR 65,431，近30日快照94,596；期间表近30日94,095，另列交叉核对。",
+ "limitation": "快照与期间表窗口定义未完全对应，不相加、取最大值或用其替代MRR；经营信息和利润率不当支付核验指标。"
+ },
+ {
+ "id": "MR2-LLM-HOME",
+ "companyId": "MR017",
+ "title": "LLM Gateway当前产品和部署",
+ "url": "https://llmgateway.io/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "多模型API路由、密钥管理、监控与托管/自托管；另列DevPass和Lounge订阅产品。",
+ "limitation": "本轮未打开代码或运行网关；演示账单、吞吐和可靠性宣传不作实测或当前收入。"
+ },
+ {
+ "id": "MR2-LLM-TERMS",
+ "companyId": "MR017",
+ "title": "LLM Gateway运营者与积分计费",
+ "url": "https://llmgateway.io/legal/terms",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方条款",
+ "summary": "条款自述运营者Polar Lights LLC，路由第三方模型，允许积分/按用量及经常性收费，处理时发生供应商成本。",
+ "limitation": "注册时间和主体财务未独立核；条款不证明支付账户全覆盖，也不决定总额或净额确认。"
+ },
+ {
+ "id": "MR2-LLM-PRICE",
+ "companyId": "MR017",
+ "title": "LLM Gateway API报价与收入拆分",
+ "url": "https://llmgateway.io/pricing",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方定价",
+ "summary": "API页列按token及5%平台费、BYOK免费及企业询价；5%在表中写credit usage、FAQ写买积分，计费触发有歧义。",
+ "limitation": "不可把充值总额乘5%反推净收入，或把现时API单项价格解释成历史全部MRR；单项API无订阅与其他订阅产品并列。"
+ },
+ {
+ "id": "MR2-PROMPT-HOME",
+ "companyId": "MR019",
+ "title": "Promptwise创意软件及月费额度",
+ "url": "https://promptwise.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "图像、视频、音频、UGC及流程画布软件；月费带积分与附加额度，当前套餐和平台旧价范围分开。",
+ "limitation": "生成结果、模型质量和标价未独立测试或勾稽实际合同；宣传社区人数不作付费人数。"
+ },
+ {
+ "id": "MR2-PROMPT-TERMS",
+ "companyId": "MR019",
+ "title": "Promptwise官方运营者与聚合模式",
+ "url": "https://promptwise.com/terms/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方条款",
+ "summary": "条款自述ZeroTen Media Inc运营，部分功能路由第三方模型，软件品牌与模型研发分开。",
+ "limitation": "条款生效/更新不是成立日，文尾仍有模板完善提示；未查工商或核全部签约主体，不据条款认定财务独立。"
+ },
+ {
+ "id": "FOLLOWUP-APARTI-YEAR",
+ "companyId": "AI104",
+ "title": "Aparti公司主页成立字段可读",
+ "url": "https://www.linkedin.com/company/aparti-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司自述公开主页",
+ "summary": "公司公开主页列Founded 2025，链接aparti.ai，描述家事法律财务自动化。",
+ "limitation": "公司自填年份不是工商注册；2—10范围与关联5个账号均不作为精确员工数。"
+ },
+ {
+ "id": "FOLLOWUP-APARTI-HOME",
+ "companyId": "AI104",
+ "title": "Aparti当前交付与买家",
+ "url": "https://www.aparti.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "当前首页面向家事律所，提供收费回收、预付款管理和离婚工作流，另有Amie消费者文档准备产品。",
+ "limitation": "旧价格页或旧文档宣传不自动代表当前合同；客户律师费、案件金额和宣传节省不等公司收入。"
+ },
+ {
+ "id": "FOLLOWUP-APARTI-TERMS",
+ "companyId": "AI104",
+ "title": "Aparti及Amie收费与服务边界",
+ "url": "https://www.aparti.ai/terms",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "Amie为文档准备/信息工具，收费不含律师、法院和第三方费用；官网将其列为Aparti消费者试点。",
+ "limitation": "条款日期不是成立年；法律与财务效果未独立核，不将软件服务当律所收入或独立法律服务资质。"
+ },
+ {
+ "id": "FOLLOWUP-APARTI-DEALROOM",
+ "companyId": "AI104",
+ "title": "Aparti公开档案与日期口径",
+ "url": "https://app.dealroom.co/companies/aparti_ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公开商业名录",
+ "summary": "Dealroom列Launch date Feb 2025，简介另称2025成立；域名及公司主页对应，人员为范围。",
+ "limitation": "上线日期、AI生成简介及融资/企业价值不作独立注册或ARR；本轮只读该公开档案。"
+ },
+ {
+ "id": "FOLLOWUP-PAZI-INVESTOR",
+ "companyId": null,
+ "title": "Pythagora投资方既有业务记录",
+ "url": "https://inovo.vc/portfolio/pythagora",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "投资机构官方名录",
+ "summary": "投资方Inovo名录列Pythagora、2024 Entry及pythagora.ai域名。",
+ "limitation": "投资进入年不等精确注册年，仅补早于2025的业务证据；融资金额不当收入。"
+ },
+ {
+ "id": "FOLLOWUP-PAZI-REDIRECT",
+ "companyId": null,
+ "title": "Pythagora旧域名导向Pazi",
+ "url": "https://www.pythagora.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "原域名当前直接跳转pazi.ai；结合Pazi条款及同一YC页面补业务延续链。",
+ "limitation": "域名跳转不是股权或重组文件；保留YC Founded 2026、W2024与2023业务叙述差异，不新增独立公司。"
+ },
+ {
+ "id": "FOLLOWUP-PAZI-OPERATOR",
+ "companyId": null,
+ "title": "Pazi现运营者与资金口径",
+ "url": "https://pazi.ai/terms",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方条款",
+ "summary": "条款仍列Pythagora Technologies Incorporated；Cash Balance为内部服务用量，销售回款Payout与余额分开。",
+ "limitation": "业务资金、广告容量与销售回款不自动等公司已确认收入；不由10%提现平台费推完整净收入，注册日仍未核。"
+ },
+ {
+ "id": "FOLLOWUP-CAPY-SELLER",
+ "companyId": null,
+ "title": "Happycapy iOS官方销售方",
+ "url": "https://apps.apple.com/us/app/happycapy/id6759722520",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方应用商店资料",
+ "summary": "App Store列开发者及销售方TRICKLE PTE. LTD.，订阅和一次性积分包分开，并链接happycapy.ai隐私政策。",
+ "limitation": "销售方名称可核，不证明网页全部签约方、集团沿革或独立创业；标价、评分、技能和模型数量不作收入或独立性能。"
+ },
+ {
+ "id": "FOLLOWUP-CAPY-ACRA",
+ "companyId": null,
+ "title": "Trickle新加坡官方注册记录",
+ "url": "https://data.gov.sg/api/action/datastore_search?resource_id=d_72f37e5c5d192951ddc5513c2b134482&q=202542386D&limit=5",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "政府登记原始资料",
+ "summary": "ACRA公开接口成功返回唯一记录：UEN 202542386D，TRICKLE PTE. LTD.，2025-09-23注册，Live Company。",
+ "limitation": "仅读企业字段，不把注册法人自动等同新创业业务；与Trickle旧团队、产品及其他地区主体的关系仍待核。数据集入口https://data.gov.sg/datasets/d_72f37e5c5d192951ddc5513c2b134482/view。"
+ },
+ {
+ "id": "FOLLOWUP-PYTHO-PRESS-LINK",
+ "companyId": null,
+ "title": "Pytho官网沿革与采访链接",
+ "url": "https://www.pytho.ai/about",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网列当前团队，并直接链接2025-10-27原始采访，补同名主体和文章对应。",
+ "limitation": "官网客户及履历宣传不作合同证据；没有从报道团队数填写当前精确人数。"
+ },
+ {
+ "id": "FOLLOWUP-PYTHO-ORIGINAL-YEAR",
+ "companyId": null,
+ "title": "Pytho起步年份原始采访",
+ "url": "https://techcrunch.com/2025/10/27/defense-startup-pytho-ai-wants-to-turbocharge-military-mission-planning-and-it-will-show-off-its-tech-at-disrupt-2025/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网链接的原始采访",
+ "summary": "官网链接的创始人采访记2023年起步。",
+ "limitation": "为受访者叙述，非注册文件；2025公开亮相不作为新公司成立。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC30474",
+ "companyId": "YC30474",
+ "title": "RunRL算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/runrl",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过客户提供的模型、提示和奖励函数，提供强化学习后训练。 保留模型训练设施分类；化学任务示例是性能宣传，未复现，也不把旧研究实验室经历当本公司收入。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC30491",
+ "companyId": "YC30491",
+ "title": "Novoflow算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/novoflow",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在诊所及医院的EHR中部署Agent，自动处理医疗运营流程。 从算力设施移为医疗专业应用；旧发布的诊所挽回收入、节省费用与利用率效果不归Novoflow收入，当前部署周期与旧一小时上线说法分开。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC30613",
+ "companyId": "YC30613",
+ "title": "Blank Bio算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/blank-bio",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "训练RNA基础模型，研究疾病进展及治疗反应，支持药企临床试验决策。 从算力设施移为行业基础模型；当前官网强调精准肿瘤学，旧RNA序列设计发布保留沿革，开源使用和合作方不等付费收入或临床有效性验证。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC30649",
+ "companyId": "YC30649",
+ "title": "Lilac算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/lilac",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "销售灵活GPU合约，并提供裸机开通、监控、Kubernetes及Slurm运维层。 保留算力设施分类，但不视为纯软件订阅；旧开源调度器发布与当前GPU合约交付分开，潜在客户原有云支出不是Lilac收入。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC30717",
+ "companyId": "YC30717",
+ "title": "Iron Grid算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/iron-grid",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以AI原生数据中心工程为定位，官网介绍电池、风险和复杂系统建模背景。 从算力设施暂移行业专业应用；YC和官网均缺详细产品及合同，不能凭创始人经历推定已售GPU、云推理、保险或工程总包，分类仍需补证。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC30744",
+ "companyId": "YC30744",
+ "title": "SigmanticAI算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/sigmanticai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在VSCode衍生环境中辅助RTL/HDL生成、测试、调试，并连接现有EDA工具。 从算力设施移芯片设计专业应用；首次付费客户、CPU设计与VerilogEval分数仅为发布自述，无收入金额，未独立复现综合或流片结果。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC31362",
+ "companyId": "YC31362",
+ "title": "Discovered Materials算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/discovered-materials",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用AI Agent提出候选材料，并结合物理实验研发半导体材料。 从算力设施移材料研发专业应用；同页Matforge旧名保留，创始人此前研究被采纳和旧公司被收购不归本公司收入，材料效果及发现周期未独立核。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC32154",
+ "companyId": "YC32154",
+ "title": "Zomma算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/zomma",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在金融机构既有软件界面中处理交易警报调查、KYC及争议等后台流程。 从算力设施移金融专业应用；试点、OSWorld成绩为公司自述，客户资产管理规模及创始人前雇主交易额和收入不归Zomma收入。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC33278",
+ "companyId": "YC33278",
+ "title": "PRINCEPS算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/princeps",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为数据中心及云算力相关的SLA、GPU残值和停机风险提供保险定价及承保定位。 从算力设施移保险专业业务；客户产业是compute不等交付算力。创始人既往项目金额不归本公司收入，保险保费不能直接当软件ARR。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC33573",
+ "companyId": "YC33573",
+ "title": "hardware intelligence算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/hardware-intelligence",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供芯片波形压缩、仿真及调试工具WaveZip和Wave。 从算力设施移芯片设计专业应用；波形压缩、性能提升与基准优胜均为自述，本轮未读代码或运行工具，不当已验证能力或收入。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC34959",
+ "companyId": "YC34959",
+ "title": "Applied Kinetics算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/applied-kinetics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "按数据中心及能源项目规格组织变压器、开关设备、发电与冷却设备制造及交付。 从算力设施移制造专业业务；AI用于审规格、排产和跟踪订单，不表示主要出售模型调用。报价交期、客户避免的损失和生产网络不当实际收入或纯软件ARR。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC35392",
+ "companyId": "YC35392",
+ "title": "Dydema算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/dydema",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发个人可穿戴、可编程脑机接口，并采集脑信号数据支持研发。 从算力设施移消费者个人应用；大规模脑数据是研发路径，未见主营训练数据销售证据。计算速度及可用性是愿景，交货与实际收入未核。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-BOUNDARY-YC36048",
+ "companyId": "YC36048",
+ "title": "Archgen Labs算力设施边界与交付复核",
+ "url": "https://www.ycombinator.com/companies/archgen-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供3D芯片布局、时序、热分析及布线等EDA工具。 从算力设施移芯片设计专业应用；GPU加速是工具实现。自述竞赛排名、热分析速度及GlobalFoundries合作未独立核，2027首次流片是目标，不能记已完成或收入。",
+ "limitation": "仅据已读当前主营及相关发布分类；未核法律注册、财务底表或实际交付，性能和合作均非独立验证。不把此前项目、客户效果、资产和融资当当前公司收入。"
+ },
+ {
+ "id": "C02-HOME-YC30717",
+ "companyId": "YC30717",
+ "title": "IronGrid官网工程定位及缺项",
+ "url": "https://www.getirongrid.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网重复AI原生数据中心工程定位，提供创始人建模经历和联系入口，页脚列Iron Grid Solutions, Inc。",
+ "limitation": "未见具体产品、签约买家、收费及工程责任；页脚不是工商核验，展示SOC标识不当已核证书。"
+ },
+ {
+ "id": "C02-HOME-YC30613",
+ "companyId": "YC30613",
+ "title": "Blank Bio当前RNA模型及临床研发定位",
+ "url": "https://www.blank.bio/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述训练RNA基础模型，并以疾病进展及患者筛选应用支持药企临床研发，提供早期访问入口。",
+ "limitation": "合作及融资公告链接未在本轮展开，不把公告标题当收入证据；临床效果、许可及付费未独立核。"
+ },
+ {
+ "id": "C02-FULL-YC30501",
+ "companyId": "YC30501",
+ "title": "Cartpole模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/cartpole",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建用于前沿模型训练的强化学习环境。 现主营为模型训练；同页Jazzberry/Prophet代码查错旧发布保留沿革，不将旧应用直接作当前软件开发主营。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30503",
+ "companyId": "YC30503",
+ "title": "Vesence模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/vesence",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供整合邮件、文件、浏览器及多Agent桌面的跨设备工作台。 现官网与YC均为工作台；旧Word合同审查应用单列沿革，按面向使用者的办公交付归C05，非按云电脑实现归算力。创始人音乐版税不归公司收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30605",
+ "companyId": "YC30605",
+ "title": "Dedalus Labs模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/dedalus-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为Agent提供隔离且跨会话保留文件、软件和状态的计算环境及开发接口。 从算力移Agent运行设施；Dedalus Machines现主营与旧MCP托管发布分开。免费积分不是收入，未读代码或运行SDK。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30608",
+ "companyId": "YC30608",
+ "title": "MangoDesk模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/mangodesk",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建真实工作流的长期强化学习环境，提供评测及后训练数据生产支持。 保留模型训练设施；旧评测标注平台与专家池并列为沿革，创始人前公司七位数ARR不归MangoDesk。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30645",
+ "companyId": "YC30645",
+ "title": "Panels模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/panels",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "组织贡献者采集语音，提供基础语音模型训练及评测数据。 保留训练数据分类，非自研语音模型；贡献者网络规模、覆盖语言与已付费客户不同，未核录音权利及数据质量。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30647",
+ "companyId": "YC30647",
+ "title": "Cyberdesk模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/cyberdesk",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过API让开发者在Windows等旧桌面系统运行可学习任务轨迹的Agent。 由算力移Agent设施；医疗是客户场景，不直接当诊所运营商。速度、确定性与生产使用均为自述，旧项目用户量不归本公司。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30770",
+ "companyId": "YC30770",
+ "title": "Button Computer模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/button-computer",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发夹在衣服上的按键语音AI设备，作为手机和电脑的交互伴侣。 从算力移个人应用终端；公开发布不证明量产或交货。延迟和隐私为公司自述，没有运行验证或自身收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30876",
+ "companyId": "YC30876",
+ "title": "Velum Labs模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/velum-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "监控并执行企业数据栈的数据质量规则，阻止问题数据进入报表。 从算力移企业通用数据工作；OS/infra是定位，已读资料未明确主营模型训练或推理设施，AI能力及具体产品仍需补证。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC30883",
+ "companyId": "YC30883",
+ "title": "hillclimb模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/hillclimb",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "组织数学等领域专家构建训练数据和RL环境，帮助实验室训练研究型Agent。 保留训练数据设施；合作、人才招募及模型表现仅自述，旧Headstarter用户和创始人履历不归当前公司收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31088",
+ "companyId": "YC31088",
+ "title": "RunAnywhere模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/runanywhere",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供开放权重模型云端、BYOC、本地及设备侧推理栈与SDK。 保留推理设施；旧设备侧SDK与Wally现主营一并注明。引用Artificial Analysis的速度是公司转述，本轮未独立核榜单或运行测试；免费积分非收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31128",
+ "companyId": "YC31128",
+ "title": "Cumulus Labs模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/cumulus-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "整合模型路由、缓存、评测、微调及推理引擎，并提供GPU部署资源。 保留模型基础设施；旧多租户资源聚合与现自述Grace GPU栈分开，不由宣传推定自有资产、已付费规模或性能。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31137",
+ "companyId": "YC31137",
+ "title": "Luel模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/luel",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "按规格组织多模态数据采集，并许可已完成的训练数据集。 保留训练数据设施；权利清理与交付速度为自述，未逐项审同意书、许可链及实际交付合同。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31145",
+ "companyId": "YC31145",
+ "title": "RamAIn模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/ramain",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "培训可操作企业浏览器及桌面应用的AI员工，自动完成跨系统业务任务。 从算力移企业通用工作；买家是运营团队而非主要出售开发者运行环境，多个行业案例不分别新增公司，安全及速度未独立核。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31164",
+ "companyId": "YC31164",
+ "title": "Compresr模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/compresr",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供压缩模型上下文的API和面向Agent的代理工具。 保留模型优化设施；开源及压缩倍率为自述，未打开代码或复测精度，不把客户节省的token费用当本公司收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31171",
+ "companyId": "YC31171",
+ "title": "Overshoot模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/overshoot",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "针对客户硬件与工作负载定制优化推理部署镜像。 保留推理设施；现主营是定制优化，旧实时视觉API发布单列，不能当纯软件订阅。达标付款条件不证明已实现收入或毛利。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31191",
+ "companyId": "YC31191",
+ "title": "Traverse模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/traverse",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为企业定制构建并运行模型与推理系统。 保留设施分类但标注服务交付，当前长简介空白、据简介及发布判断；Belvedir创始人提及过去Traverse不直接证明两公司现主体或财务相同。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31219",
+ "companyId": "YC31219",
+ "title": "Voxel Energy模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/voxel-energy",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为数据中心建设集成太阳能、再利用电池及直流微电网供能系统。 从算力移能源工程专业业务；土地合约、储备电池、原型运行与可售容量不同，不当收入或云推理订阅，原型及稳定供电自述未独立核。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31223",
+ "companyId": "YC31223",
+ "title": "Datoric模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/datoric",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为机器人等模型研发定制数据，贯通研究、采集、验证和规模生产。 保留训练数据设施。旧发布称近30日接近七位数收入，但无确切金额、币种或会计区间，不强填数值或年化；创始人2023旧任务收入另分，不归新公司。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31250",
+ "companyId": "YC31250",
+ "title": "The Token Company模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/the-token-company",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供剔除冗余上下文的模型输入压缩中间件及API。 保留模型设施；客户采购提升和减少推理成本不是公司收入，速度、精度与偏好实验仅自述，未独立复测。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31276",
+ "companyId": "YC31276",
+ "title": "TensorTest模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/tensortest",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为创意Agent提供私有评测、RL任务环境及专家示范与偏好训练数据。 从算力移Agent评测设施；TensorTest原Ritivel，旧医药监管写作应用另列沿革，不将旧药企损失或目标写作效率当现收入；TimelineBench为自建评测未独立核。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31359",
+ "companyId": "YC31359",
+ "title": "Twolabs模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/twolabs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建可验证RL环境、评测和专有训练数据，面向模型及机器人策略后训练。 现官网与YC一致保留训练设施；旧养老人形机器人Tobi发布单列沿革，不据旧设计推定当前量产、交付或收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC31396",
+ "companyId": "YC31396",
+ "title": "BayMachines模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/baymachines",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在客户本地部署隔离网络的GPU容器，支持本地AI运行与微调。 保留算力设施；行业标签不改变主要交付。CMMC/NIST要求的支持表述不等取得认证，本轮未核合同、真实客户或独立安全结论。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC32130",
+ "companyId": "YC32130",
+ "title": "Olam Labs模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/olam-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建人与模型交互的多Agent模拟环境、竞技场及行为评测。 由算力移Agent评测设施；付费玩家和token使用无收入金额，免费入口与付费叙述须核合同；自建欺骗指标不当第三方能力验证或公司财务判断。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC32133",
+ "companyId": "YC32133",
+ "title": "Belvedir模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/belvedir",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "将客户运行轨迹转为训练集与RL环境，训练、评测并托管专属模型。 保留训练推理设施；10家使用与成本/性能提升仅自述，不等付费金额。创始人过去Traverse经历不作当前主体合并依据。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC32134",
+ "companyId": "YC32134",
+ "title": "Parasma模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/parasma",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发用人类脑细胞进行计算的训练方法及基础设施。 暂保留替代计算设施研究；Doom及token预测仅自述，不把研究目标当可商用GPU替代。创始人旧数字物品市场挂牌额不是本公司收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC32259",
+ "companyId": "YC32259",
+ "title": "screenpipe模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/screenpipe",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "记录企业电脑上的工作上下文，生成可检索记忆、流程文档及自动化线索。 由算力移企业通用工作；可供Agent作为上下文是用途，不直接等模型训练数据销售。开源、星标、可用性和隐私均未在本轮代码/产品实测。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC32517",
+ "companyId": "YC32517",
+ "title": "Standard Machines模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/standard-machines",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建长周期芯片设计任务的RL环境及模型评测，涵盖设计到验证循环。 保留模型训练设施，与直接卖EDA软件分开；形式验证、确定性与物理评分是自述，竞争公司薪资和流片目标不是收入或已实现产品能力。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC32988",
+ "companyId": "YC32988",
+ "title": "Markov模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/markov",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "采集专业软件使用中的屏幕、鼠标键盘轨迹和标注，供模型实验室训练。 保留数据设施；自述已售15000小时和下载量无售价、币种及收入金额，不由工时反推ARR。全栈训练部署是后续方向，非当前已核交付。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC33051",
+ "companyId": "YC33051",
+ "title": "Tokenless模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/tokenless",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研究并修复RL环境及评测中的缺陷，减少奖励投机并解释Agent行为。 从算力移Agent评测设施；旧Touchy iPhone助手另列沿革，当前研究定位不证明模型性能或付费使用；旧用户和创始人履历不归收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC33054",
+ "companyId": "YC33054",
+ "title": "Lamb Labs模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/lamb-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发将模型权重固化到芯片中的专用AI推理硬件。 保留芯片设施；吞吐及能效均为自述，未核物理样片、量产或实测。旧发布预告下周开源不当已公开材料或订阅收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC33250",
+ "companyId": "YC33250",
+ "title": "isoquant模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/isoquant",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供开放模型推理云和API，优化GPU及模型服务性能。 保留推理设施，官网与现YC定位对应；旧Agent FM编码Agent群聊应用分开，旧付费工程师及活跃度不转当前推理收入，页脚Agent FM Inc不等工商已核。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC33738",
+ "companyId": "YC33738",
+ "title": "CoArena模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/coarena",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让用户盲评两个电脑操作Agent完成相同任务，形成实时评测和数据。 从算力移Agent评测设施；同页Coasty旧运行产品保留，82.81%及其他成绩仅机构页自述，本轮未查独立榜单。60000收入是发布时累计值，不是MRR/ARR。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC34794",
+ "companyId": "YC34794",
+ "title": "Petrichor模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/petrichor",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为AI团队运行生物实验，返回供模型学习的实验数据。 按主要交付暂保留训练数据设施，非推定自研药物或基础模型；简介短，实际实验、客户、经常性收入和合同待核，不能按纯软件订阅比较。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC35191",
+ "companyId": "YC35191",
+ "title": "Munito AI模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/munito-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过兼容API提供开放模型推理，允许选择欧洲或美国地区。 保留推理设施；EU隐私默认与零留存均为自述，地区选择分开，不当第三方合规审计。免费额度、创始人旧产品和客户用量不是当前收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC35263",
+ "companyId": "YC35263",
+ "title": "River模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/rivereditor",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为知识工作提供跨文件、应用、文档、表格及演示的AI协作工作台。 从算力移办公应用；官网示例Meadow投资者更新内的71400/84200等是演示文件，不归River收入，100000创作者也不等付费用户。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC35265",
+ "companyId": "YC35265",
+ "title": "Hopper模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/hopper",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "基于客户生产轨迹后训练开放语音模型，并优化及托管实时推理。 保留模型设施；语音业务场景不等替客户运营呼叫中心。模型速度/成本和行业2028预测均自述，前雇主通话量不归Hopper收入。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC36908",
+ "companyId": "YC36908",
+ "title": "RouterPlus模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/routerplus",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "按客户真实流量选模型、汇集需求并让供应商竞争报价，提供统一推理API和备援。 保留推理设施；客户日消息量和峰值容量不是收入，创始人此前Trupeer 4M ARR不归RouterPlus，不能从使用量直接推ARR或利润。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC36974",
+ "companyId": "YC36974",
+ "title": "Epsilab模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/epsilab-com",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发真实场景、长期工作流及多人交互的RL模拟环境与评测。 暂保留模型训练设施；简介短，本轮无相关发布正文，主营具体交付、付费和技术有效性继续留缺，不按research lab宣传提高技术等级。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-FULL-YC37566",
+ "companyId": "YC37566",
+ "title": "The Agentic Data Co.模型设施与当前交付逐项复核",
+ "url": "https://www.ycombinator.com/companies/the-agentic-data-co",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "设计并采集用于语音模型训练的音频数据集。 保留训练数据设施；简介短，无相关发布正文，合同、数据权利、客户与收入均待核，未把公司名称当已验证的完整业务能力。",
+ "limitation": "读取公开公司页当前简介及附载相关发布，未运行产品、查合同或独立复现性能；机构页内付费使用、客户、数据规模和旧品牌不自动证明当前收入、财务主体或能力等级。"
+ },
+ {
+ "id": "C02-CURRENT-HOME-YC30503",
+ "companyId": "YC30503",
+ "title": "Vesence现工作台与旧律所应用",
+ "url": "https://www.vesence.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "当前官网提供邮件、文件、浏览器和多Agent桌面，面向创始人、工程师及专业团队，支持Office工具。",
+ "limitation": "邀请和演示入口不证明已付费；软件、云桌面及服务收入未拆，旧律所应用和个人音乐版税不归当前平台收入。"
+ },
+ {
+ "id": "C02-CURRENT-HOME-YC35263",
+ "companyId": "YC35263",
+ "title": "River办公工作台与演示财务边界",
+ "url": "https://meetriver.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供文档、表格、演示及跨应用协作，页面中的Meadow投资者更新和指标表属于产品演示。",
+ "limitation": "演示的收入及客户数字不归River，不按演示数字添加收入观测；标价、用户规模与实际合同未勾稽。"
+ },
+ {
+ "id": "C02-CURRENT-HOME-YC33250",
+ "companyId": "YC33250",
+ "title": "isoquant现推理API与旧Agent FM沿革",
+ "url": "https://isoquant.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网当前为开放模型推理，按USD每百万输入/缓存/输出token报价，页脚仍标Agent FM Inc。",
+ "limitation": "报价不是收入，SOC 2 in progress不是已认证；旧群聊应用与现推理服务分开，法律注册和收入连续性未独立核。"
+ },
+ {
+ "id": "C02-CURRENT-HOME-YC31359",
+ "companyId": "YC31359",
+ "title": "Twolabs现后训练设施与旧机器人沿革",
+ "url": "https://twolabs.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网明确交付可验证RL环境、评测和训练数据，面向前沿模型与机器人策略，页脚列Twolabs Inc。",
+ "limitation": "旧Tobi养老机器人发布不等当前制造业务或量产；自我改进目标不当已实现能力，主体注册及合同未核。"
+ },
+ {
+ "id": "COARENA-REVENUE-LAUNCH",
+ "companyId": "YC33738",
+ "title": "CoArena公开发布的累计收入及产品边界",
+ "url": "https://www.ycombinator.com/launches/T3R-coarena-the-biggest-crowdsourced-benchmark-for-computer-use",
+ "publishedAt": "2026-08-22",
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "2026-08-22发布称竞技场两周前上线，累计收入由0到原文$60000；同文称公开竞技场免费，并向实验室提供评测/数据，具体收入来源未拆。",
+ "limitation": "原文$未明币种，近两周为相对叙述而非准确会计区间，收入/收款/合同及Coasty贡献未核；不认定MRR或ARR，不以免费入口与收入并存推断虚报。"
+ },
+ {
+ "id": "C04-CAT-YC30354",
+ "companyId": "YC30354",
+ "title": "Artifact软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/artifact-2",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为硬件工程提供贯通电气设计、采购、制造、集成与测试的协作环境。 从软件开发移专业工程应用；IDE是交互形式，产出为硬件工程设计。350万美元是融资自述，非收入；创始人旧发动机项目不当当前交付。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30404",
+ "companyId": "YC30404",
+ "title": "Vybe软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/vybe",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过预置数据集成、SSO及AI组件，让企业构建和发布内部应用。 保留应用生成分类；Plato及Wolfia是创始人此前公司，不能直接并入Vybe主体、成立日或收入。安全宣传和演示应用不证明审计或客户付费。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30411",
+ "companyId": "YC30411",
+ "title": "cubic软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/cubic",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "自动审查PR并以逻辑排序、架构图等界面支持人工代码评审。 保留开发工具；28%提速为自述，客户标识和公开PR链接未独立核付费。试用及优惠价格不作收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30477",
+ "companyId": "YC30477",
+ "title": "Casco软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/casco",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "对Web、API、基础设施及AI系统执行自动安全测试，提供可选人工监督。 保留软件安全测试；覆盖财富500部署、100多客户和default alive为公司自述，不能当直接客户数、收入或现金流已审计；报告支持认证不等已获认证。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30506",
+ "companyId": "YC30506",
+ "title": "Klavis AI软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/klavis-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供编码及工具使用的长期任务、验证反馈与数据，支持模型后训练。 从编码工具移训练设施；当前YC与官网主张数据交付，旧开源MCP集成发布保留沿革，不把旧集成数当当前付费量。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30523",
+ "companyId": "YC30523",
+ "title": "Mesmer软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/mesmer",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为工程团队诊断交付瓶颈，并持续实施软件工厂及Agent工作流改进。 保留工程交付分类但注明服务模式；官网团队直接向客户仓库提交改进，非纯自助订阅。旧Cursor for CTOs与现主营分开，客户估值和旧Origin业绩不归公司收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30532",
+ "companyId": "YC30532",
+ "title": "Nimbic AI软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/nimbic-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "随代码提交自动生成和更新内部技术文档。 YC长简介空白，已用官网补当前文档生成交付；示例代码、实时更新动画及演示入口不证明已部署或付费，精度与权限安全未独立核。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30548",
+ "companyId": "YC30548",
+ "title": "Theorem软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/theorem-2",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研究更快的程序验证，并用验证反馈支持可靠代码生成及迁移。 保留软件验证分类；训练模型是实现途径，当前买家任务为代码正确性。万倍加速、漏洞发现与安全承诺仅自述，未运行验证器或核独立研究。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30562",
+ "companyId": "YC30562",
+ "title": "Docket软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/docket",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "按自然语言编写E2E测试，并结合实际用户会话维护测试。 保留质量保障工具；不等代开发完整应用或提供员工外包，测试稳定性及覆盖率为自述，用户会话使用权限未核。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30630",
+ "companyId": "YC30630",
+ "title": "Lark软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/lark",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为开发团队以自然语言编写并持续运行UI、API及SDK端到端测试。 当前YC和getlark.ai为测试工具，旧uselark.ai计费和账单Agent发布单列；客户账单吞吐、LLM成本及演示测试数不归当前收入，不与其他同名Lark合并。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30634",
+ "companyId": "YC30634",
+ "title": "Bitrig软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/bitrig",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在真实Xcode项目上辅助构建、模拟、测试及发布原生Swift应用。 保留应用开发分类；旧iPhone开发环境与当前项目工作流分开。创始人过去Apple/Storehouse使用与收购业绩非Bitrig收入，App Store发布不代表自身收入已核。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30675",
+ "companyId": "YC30675",
+ "title": "BootLoop软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/bootloop",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "根据硬件资料生成嵌入式固件，并在实际硬件上自动测试。 保留软件开发：产出为固件代码，与电路/CAD设计工具分开。SpaceX等旧履历、召回损失和交付速度不当当前客户、收入或独立验证。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30688",
+ "companyId": "YC30688",
+ "title": "Fulcrum软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/fulcrum",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "用红队Agent诊断RL环境和Agent行为中的缺陷及奖励投机。 从普通编码移Agent评测设施；同页两条近似发布不当两家产品或两份独立证据。诊断能力和可用性仅自述，未运行系统。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30720",
+ "companyId": "YC30720",
+ "title": "Autosana软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/autosana",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "随代码差异自动生成、维护并运行移动端与Web的E2E测试。 保留测试工具；旧移动QA与2.0移动/Web扩展分开。节省工程时间和客户所属大公司规模不等收入或自身团队规模。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30875",
+ "companyId": "YC30875",
+ "title": "Veria Labs软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/veria-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用Agent持续测试软件漏洞并提供可操作的发现及修复线索。 保留安全测试；CTF经历、漏洞影响及市场传统测试价格不作自身收入。无误报和优于人类等为自述，未对目标运行任何安全测试。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30929",
+ "companyId": "YC30929",
+ "title": "Radius软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/radiusbrowser",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在浏览器中结合页面、代码及运行上下文，帮助开发者指挥编码Agent。 保留开发工具；同页Inspector旧前端IDE与现Radius定位单列，100倍产出是宣传，未试用或测评，未独立核品牌/法律主体。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30942",
+ "companyId": "YC30942",
+ "title": "Scott AI软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/scott-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "帮助工程团队在编码Agent执行前比较方案并对齐软件规格。 保留开发协作工具；不是据多Agent实现就归通用运行设施。旧withjuno联系方式保留沿革，客户/前雇主工程规模不当自身收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC30954",
+ "companyId": "YC30954",
+ "title": "Specific软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/specific",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为编码Agent构建应用提供本地开发环境、后端资源及云部署平台。 保留软件开发平台但注明云服务成本；旧自然语言后端发布与现平台范围分开。前雇主支付吞吐和客户每天新建项目不当公司收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31046",
+ "companyId": "YC31046",
+ "title": "Linzumi软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/linzumi",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过团队聊天发起、监督和审阅多编码Agent任务，并共享需求及决策。 保留工程协作工具；编码Agent是用户已有执行器，非据聊天功能归客服。免费模型访问、千Agent愿景和创始人旧研究不当付费或已实现规模。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31082",
+ "companyId": "YC31082",
+ "title": "Quotient Labs软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/quotient-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在编码工具之上优化上下文、工具调用及token使用，降低模型调用成本。 从代码生产移模型优化设施；Fermat’s Last Token是产品名，47%降费与无质量损失为自建测试自述，不是客户ROI已验证或公司收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31118",
+ "companyId": "YC31118",
+ "title": "/dev/fast软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/devfast",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以交互画布呈现代码、差异和Agent轨迹，支持软件设计及审查。 保留开发工具；现Whiteboard、旧Review及Carson办公Agent发布分开，不新增公司或将旧办公使用当现代码工具收入。开源和安全宣传未在本轮代码核验。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31174",
+ "companyId": "YC31174",
+ "title": "Parameter软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/parameter",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "对应用及基础设施持续执行自动渗透测试并验证漏洞。 保留软件安全测试；原Hex Security名称注明。30多亿美元避免损失是按暴露记录估算的客户风险，非收入或已追回金额，攻击能力未独立运行核验。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31210",
+ "companyId": "YC31210",
+ "title": "Mendral软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/mendral",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "持续观察并处理CI失败、不稳定测试、构建和发布问题。 保留软件交付工具；发布称15团队使用、其中5家付费，无金额和当前续约证明，不用人数乘标价推ARR。创始人Docker/Dagger经历非当前收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31222",
+ "companyId": "YC31222",
+ "title": "Paradev (formerly Superset)软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/paradev",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供管理多编码Agent、代码评审及远程工作区的桌面IDE。 保留开发环境；Paradev原Superset保留品牌沿革，不与其他同名Superset项目合并。使用工程师雇主标识和下载量不等企业付费客户。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31275",
+ "companyId": "YC31275",
+ "title": "Polymorph软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/polymorph",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以安全的多形态应用及软件基础设施为定位，具体产品交付尚少。 暂保留软件开发分类，YC主要为团队背景、官网仅简短定位；不把secure或创始人奖项当产品安全与技术水平证明，需继续补具体交付。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31292",
+ "companyId": "YC31292",
+ "title": "Aurorin CAD软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/aurorin-cad",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用自建参数化及B-Rep几何内核与AI交互，提供机械CAD设计软件。 从普通编码移机械设计应用；Claude code比喻不改变CAD产出，运行速度和几何内核优越性仅自述，未测试工程精度或商业合同。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31332",
+ "companyId": "YC31332",
+ "title": "Stage软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/stage",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "重组代码审查流程，帮助人工和Agent理解并审阅PR。 保留开发工具；Stage、tryluke.dev与stagereview.app在同页出现，精确运营主体未核。免费试用、折扣和五倍速度不作收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31380",
+ "companyId": "YC31380",
+ "title": "Superlog软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/superlog",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "自动安装和维护OpenTelemetry观测，调查故障并提出修复PR。 保留软件运维工具；修复仍需用户合并，不当完全无人运维。创始人此前两家创业及Bluco数百万ARR不归Superlog，自身收入留缺。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31395",
+ "companyId": "YC31395",
+ "title": "Deep Interactions软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/deep-interactions",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "结合需求、数据及团队协作，构建并交付AI应用。 保留应用开发分类；同日下午交付为自述，平台与代建产品服务须拆合同。客户未落地试点的预算损失不是公司收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31458",
+ "companyId": "YC31458",
+ "title": "Reason Machines软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/reason-machines",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供从任务到PR的云端编码Agent，并与其他Agent及工作工具协作。 保留编码主营，官网仍强调自研编码Agent，旧Ara IDE与一般办公任务分开。22%降费等自述未复测，官网演示的人均AI支出不归收入。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31463",
+ "companyId": "YC31463",
+ "title": "Armature软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/armature",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "帮助开发工具被编码Agent发现和采用，并提供MCP分析及可用性评测。 从编码移客户与收入运营，按当前主要增长任务分类；不是自研通用编码Agent。官网演示的选择率及会话数不当收入，旧Agent Experience愿景不作已交付基础设施。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31495",
+ "companyId": "YC31495",
+ "title": "Mentlio软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/mentlio",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "分析工程团队AI支出与代码交付关系，并优化模型路由、上下文和提示。 保留工程分析工具，兼有模型优化，需拆产品收入后再比较。减少约30%支出及交付评分为自述，不当独立ROI或收入；前沿实验室定位不直接等模型研发。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC31570",
+ "companyId": "YC31570",
+ "title": "Rindler软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/rindler",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过Maxxwell桌面界面集中管理多编码Agent会话、状态及编排。 保留开发工具；现Rindler/Maxxwell与旧网站转API发布单列沿革，不用旧通用网页设施标签替代现主营。用户自带执行工具不等平台自研模型。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC32193",
+ "companyId": "YC32193",
+ "title": "Floracene软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/floracene",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让医疗运营人员构建并部署连接生产数据且有权限控制的内部工具。 从通用编码移医疗专业应用；首个客户上线4项工具与2000亿美元行业软件支出不是公司收入。HIPAA合规为自述，未核BAA、审计或真实PHI处理。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC32619",
+ "companyId": "YC32619",
+ "title": "Akon Labs软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/akon-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以GitNexus代码知识图谱为编码Agent提供依赖及执行流上下文，并支持代码审查。 保留代码工程工具；YC短定位Databricks与官网实际图谱说明分开。DeepSWE改进和每次修复成本是公司自建测试，非独立评测或自身收入；开源材料未在本轮打开代码。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC33177",
+ "companyId": "YC33177",
+ "title": "HyperProbe软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/hyperprobe",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "向运行中的服务插入探针读取故障时变量状态，帮助Agent定位并修复生产问题。 保留软件运维工具；低CPU开销、自动PII脱敏和十分钟修复均自述。文中第三方故障赔付和交易事件不归HyperProbe收入，未对运行服务装探针。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC33838",
+ "companyId": "YC33838",
+ "title": "Simantic软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/simantic",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建硬件模拟环境，支持开发者与Agent观察和测试嵌入式固件。 保留软件测试分类：用于固件开发，未见主营模型训练环境。简介短，支持硬件范围、精度和实际合同待核，不据simulation关键词归模型设施。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC35289",
+ "companyId": "YC35289",
+ "title": "ByteAsk软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/byteask",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为C/C++提供可调用实际工具链的编码、构建、调试和测试Agent。 保留编程工具；汽车/芯片/交易系统是客户场景，不直接变行业设备厂商。编译通过或全部可捕获错误均能捕获为宣传，未运行工具或核性能。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC35292",
+ "companyId": "YC35292",
+ "title": "Agent Relay软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/agent-relay",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让不同设备和工具中的Agent相互发消息，并保留可检索的共享会话历史。 从编码应用移通信设施；首要交付是消息连接而非写代码。旧Tailwind八位数ARR是创始人前公司业绩，不能归Agent Relay；setup命令未执行。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-CAT-YC38391",
+ "companyId": "YC38391",
+ "title": "Boxes.dev软件开发初分类与商业模式复核",
+ "url": "https://www.ycombinator.com/companies/boxesdev",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供并行云电脑运行编码Agent，并从桌面、手机及工具入口管理会话。 从编程应用移Agent运行设施；提供运行环境不等自研编码模型。无限并行与自带订阅须核实际配额及合同，使用量、收入及GPU资产未知。",
+ "limitation": "当前主营和相关发布节选用于分类；未运行产品、读取代码、验证漏洞、复现实验或核财务底表。自述客户、性能、合规、旧公司收入及演示不当独立核验。"
+ },
+ {
+ "id": "C04-HOME-YC30506",
+ "companyId": "YC30506",
+ "title": "Klavis当前训练数据与旧MCP沿革",
+ "url": "https://www.klavis.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述长周期编码任务、程序验证、奖励与打包环境，以及真实工具使用工作流数据，主要交付模型后训练资料。",
+ "limitation": "旧MCP集成发布不直接决定现主营，数据许可/质量和合同未核；未执行页面上任何安装或接入步骤。"
+ },
+ {
+ "id": "C04-HOME-YC31463",
+ "companyId": "YC31463",
+ "title": "Armature增长服务与自助软件拆分",
+ "url": "https://armature.tech/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "发现优化由增长工程师共同实施；MCP分析和评测为自助产品，当前主要目标是开发工具被Agent选择和采用。",
+ "limitation": "演示选择率、可用性分数和计费流程不作公司收入；各产品合同及收入占比未核，不将服务统称纯订阅。"
+ },
+ {
+ "id": "C04-HOME-YC31458",
+ "companyId": "YC31458",
+ "title": "Reason Machines现编码Agent及跨Agent协作",
+ "url": "https://reasonmachines.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网强调自研编码Agent与其他Agent协同，展示编码PR及其他工作任务，保留以软件构建为核心分类。",
+ "limitation": "示例Acme任务、130000人均AI支出及已合并PR是产品演示，不归本公司财务或实际交付。未复测代码能力与安全。"
+ },
+ {
+ "id": "C04-HOME-YC30630",
+ "companyId": "YC30630",
+ "title": "Lark现测试平台与旧账单产品",
+ "url": "https://getlark.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供持续UI/API/CLI等测试、开发工具集成及故障证据，页脚标HAMILTON LABS inc。",
+ "limitation": "现测试与旧uselark.ai计费产品分开，页脚不是工商核验；演示运行次数、通过率和报告不等独立性能或收入。"
+ },
+ {
+ "id": "C04-HOME-YC30532",
+ "companyId": "YC30532",
+ "title": "Nimbic官网补足文档生成产品",
+ "url": "https://nimbic-ai.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述连接GitHub仓库、分析代码、生成独立文档库，并随提交更新内部文档。",
+ "limitation": "YC长简介为空，官网补产品定位；连接权限、文档准确性、演示更新时间及已付费未独立核验。"
+ },
+ {
+ "id": "C04-HOME-YC31275",
+ "companyId": "YC31275",
+ "title": "Polymorph短简介及具体交付缺项",
+ "url": "https://usepolymorph.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网仅提出安全软件基础设施方向和团队背景、联系入口，暂无可读详细产品和收费说明。",
+ "limitation": "安全及软件丰裕定位不足以认定已交付通用平台、具体安全标准或模型能力，保留暂分类及产品缺项。"
+ },
+ {
+ "id": "C04-HOME-YC32619",
+ "companyId": "YC32619",
+ "title": "Akon GitNexus代码上下文与企业交付",
+ "url": "https://www.akonlabs.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网以代码依赖/调用图、跨仓库影响分析及企业自托管为核心，并有编码Agent、评审及计费入口。",
+ "limitation": "速度、DeepSWE及每次修复成本为自建测试，不作独立成绩或收入；本轮未打开代码、方法全文或运行安装命令。"
+ },
+ {
+ "id": "C04-HOME-YC30523",
+ "companyId": "YC30523",
+ "title": "Mesmer软件工厂服务与工具边界",
+ "url": "https://mesmer.co/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述每月识别工程瓶颈，由团队直接在客户代码库提交改进，持续测量和实施。",
+ "limitation": "服务人员、软件及月度合作的合同未拆，工程师覆盖与用户反馈不证明付费金额；动画PR和速度展示不是实测。"
+ },
+ {
+ "id": "C10-FULL-YC30430",
+ "companyId": "YC30430",
+ "title": "Almond机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/almond-2",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "制造面向真实任务的轮式双臂机器人Axol。 保留实体机器人；Almond与同页Axol产品对应，不新增公司。此前工厂部署经验不等当前设备销量、可靠性验证或收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30434",
+ "companyId": "YC30434",
+ "title": "Zeon Systems机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/zeon-systems",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "把实验说明转为机器人动作，在既有科学实验室执行工作流。 保留实验室机器人交付；自然语言生成代码是操作方式，不按编程标签归通用编码工具。部署和自主性自述未核，实验数据不直接当主营数据销售。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30509",
+ "companyId": "YC30509",
+ "title": "Boost Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/boost-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "部署移动操作机器人，执行数据中心巡检、维护及远程现场操作。 保留机器人应用；客户产业是数据中心，不等提供云算力。客户节省保险费和SLA损失不是Boost收入，远程人工与自主操作比例待核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30511",
+ "companyId": "YC30511",
+ "title": "Vassar Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/vassar-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为机器人研发提供无减速器关节及机械臂。 保留机器人部件；旧Navrim入门机械臂发布与现高转矩关节定位分开，200标价不是当前全部产品价或已实现收入，仿真迁移效果未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30624",
+ "companyId": "YC30624",
+ "title": "Verne Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/verne-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "结合学习控制模型与机械臂部署，为实体作业学习新技能。 保留实体交付；自研控制模型是机器人系统组成，按小时付费不等纯软件订阅。客户使用及几小时学会技能仅自述，无金额或独立性能验证。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30662",
+ "companyId": "YC30662",
+ "title": "DeepAware AI (Robotics Center of Silicon Valley)机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/deepaware-ai-robotics-center-of-silicon-valley",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "供应机器人及零件，并支持遥操作数据采集、RL环境和生产部署。 保留机器人硬件主营；DeepAware与Robotics Center品牌沿革注明。简介48/72小时交货表述不一，旧数据中心节能产品不当现主营或收入，实际库存和交货未核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30703",
+ "companyId": "YC30703",
+ "title": "Physical Turing机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/physical-turing",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "部署机器人执行工业巡检和安保，并利用部署数据训练控制智能。 保留机器人部署；同页旧Riff音乐编辑器发布另列沿革，不把音乐应用用户或旧定位转到机器人收入，现实际合同与自主程度待核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30712",
+ "companyId": "YC30712",
+ "title": "Relling机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/relling",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "设计、构建并部署可配置的制造机器人工作单元。 YC长简介为空，relling.co跳转现官网补产品；第一十亿机器人是愿景。六周及节省成本是代表性自述，不作已交付数量、审计毛利或收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30728",
+ "companyId": "YC30728",
+ "title": "OS3机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/os3",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "制造移动人形机器人，并结合视频动作模型和部署反馈执行实体任务。 保留机器人系统；数据小时是训练输入，不直接当数据销售收入。旧发布预售与秋季交货计划、现简介已部署叙述分开，标价不等销量或实收。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30928",
+ "companyId": "YC30928",
+ "title": "Darwin机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/darwin",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发从示范学习的通用机器人，用于设备装配、安装及维护。 保留实体机器人；现简介首次部署计划2027年初，不能当2026已交付。旧Thesis AI研究发布及Sphere估值/支付量不归当前机器人收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30930",
+ "companyId": "YC30930",
+ "title": "Cortex AI机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/cortex-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "采集真实工作场景的人类第一视角、机器人轨迹和恢复操作数据，供模型研发。 从机器人制造移训练数据设施；场地收取报酬不是Cortex收入，Carousell估值是创始人旧公司业绩，数据权利、客户及实际交付未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30947",
+ "companyId": "YC30947",
+ "title": "Philon机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/philon",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发可执行不安全、重复或枯燥任务的开放源码通用机器人。 按当前简介暂保留机器人研究；旧Spatial AI数据集发布单列，不直接当现主营。官网未取得可读正文，开源、量产、合同和自主性未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30987",
+ "companyId": "YC30987",
+ "title": "Lightberry机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/lightberry",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为现有机器人接入语音、交互及动作控制，使用户自然语言配置行为。 保留机器人控制系统，未视为自造硬件。与Unitree等合作、情绪智能和完全自主均自述，产品舞台演示不等持续客户收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC30991",
+ "companyId": "YC30991",
+ "title": "Forge Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/forge-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为工业机械臂提供视觉感知和控制系统，先从焊接自动化切入。 保留机器人应用；全流程把原材变成零件是路线图，不当已实现所有制造任务。客户返工、人工成本及盈利压力不是公司收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31141",
+ "companyId": "YC31141",
+ "title": "OctaPulse机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/octapulse",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为鱼场及水产加工提供逐鱼表型测量与视觉数字孪生，机器人单元另在试点选址。 从机器人制造移当前水产专业应用。六位数年合同与付费试点描述的覆盖关系未核，不等已确认收入或ARR；当前机器人试点选址不当已量产，行业规模与客户效益排除。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31180",
+ "companyId": "YC31180",
+ "title": "Seeing Systems机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/seeing-systems",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发并交付模块化自主无人系统样机，面向相关机构客户反馈。 保留实体无人系统；合作方、原型寄送与正式验收采购分开，不据机构名称认定已收款或规模部署；成本与自主性是自述，未核实际系统。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31224",
+ "companyId": "YC31224",
+ "title": "Servo7机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/servo7",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在仓库部署机器人，自动卸载散装集装箱等物流作业。 保留实体交付；当前卸柜与旧通用工业机器人发布分开，客户标识不等独立核付费金额，不按吞吐或劳力节省推收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31226",
+ "companyId": "YC31226",
+ "title": "Libra Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/libra-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "面向太阳能及数据中心基础设施作业配置并部署机器人。 保留机器人系统但注明按成果交付；太阳能现场作业与数据中心试点分开，不等机器人销售或纯SaaS。十倍部署速度及前期承包商访谈不当收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31232",
+ "companyId": "YC31232",
+ "title": "Remy AI机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/remy-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "部署可执行灵巧操作的仓库机器人，首先服务电商第三方物流。 保留仓储机器人；模型训练是交付组成，不直接归基础模型或训练数据销售。劳动成本、市场规模、硬件效果及实际合同未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31285",
+ "companyId": "YC31285",
+ "title": "Brumby机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/brumby",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用自主无人机放牧，并采集牲畜、牧草和水源等牧场信息。 保留实体无人系统；GrazeMate到Brumby品牌沿革保留，软件与机体来源待核。牧场原人工/直升机费用不是公司收入，不能由管理面积推ARR。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31325",
+ "companyId": "YC31325",
+ "title": "Surtr Defense Systems机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/surtr-defense-systems",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供跨硬件的无人系统监测信息融合与操作界面。 从机器人制造移行业软件；ParallaxOS可接不同硬件不代表出售或制造无人机。系统效果、实际客户和合同待核，不记录操作或研发武器的细节。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31333",
+ "companyId": "YC31333",
+ "title": "PerfectBit, Inc.机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/perfectbit-inc",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研究面向真实任务的机器人操作及控制学习策略。 从实体设备暂移行业模型研究；现YC和官网均强调策略，未见自造硬件交付。旧验证训练数据发布单列，技术细节隐身，创始人前Meta工作不当当前成果或收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31341",
+ "companyId": "YC31341",
+ "title": "Most Robotic机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/most-robotic",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以通用家庭机器人和物理AI为方向开展机器人研究。 按当前简介暂保留机器人研究；旧Instance成功检测器/评测发布另列，官网403缺项。研究愿景不等已造可售机器人或独立能力证据。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31366",
+ "companyId": "YC31366",
+ "title": "Nine Fives机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/nine-fives",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "制造可通过浏览器及API操作的射频测试仪器及配套机架软件。 从机器人移专业电子测试设备；AI-ready指易于自动化，是否AI本身为核心产品待补证。官网标价及售罄不证明销量或实际收入，未接入任何仪器。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31369",
+ "companyId": "YC31369",
+ "title": "InLoop Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/inloop-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "部署机械臂完成仓库拣选、包装和履约，结合远程人工处理失败。 保留机器人作业；付费试点仅自述无金额，100000以上集成项目是客户原方案费用，非本公司收入。吞吐与成功率、人工接管成本未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31415",
+ "companyId": "YC31415",
+ "title": "Synphony机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/synphony",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "部署采摘草莓的机器人，并提供农场分析、数据连接和Agent软件。 保留农业实体交付；California草莓及浆果市场规模、劳动力占比和创始人旧应用用户不归Synphony收入，不凭great margins宣传认定毛利。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31509",
+ "companyId": "YC31509",
+ "title": "Rodeo Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/rodeo-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "结合机器人和人工技师，为车队执行维护，先从集中车场换油切入。 保留机器人实体服务；机器人与人工共同交付，不当纯自主系统。6000亿美元维护市场不是收入，赚取收入同时采数为模式叙述，没有可用金额。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC31569",
+ "companyId": "YC31569",
+ "title": "Proprio Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/proprio-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发用于数据中心建设、维护及退役的机器人。 保留实体机器人；首批维护机器人部署计划2027年第一季，不能按2026成立当年已交付。7万亿美元行业资本开支和岗位缺口不作收入或自身团队。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC32156",
+ "companyId": "YC32156",
+ "title": "Enact机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/enact",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过真实机器人任务采集失败及恢复示范，生成针对性后训练数据并内部评测。 从机器人制造移训练数据设施；自有内部评测用于验证数据，不等第三方独立评价或机器人销售，恢复效果与付费金额未核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC32716",
+ "companyId": "YC32716",
+ "title": "Neuromorphic机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/neuromorphic",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在现有湿实验室部署可移动并操作既有设备的实验机器人。 保留实验室机器人系统；通用brain及自然语言接口是系统方向，不能只据brain视为已售通用基础模型。真实自主性、实验安全和合同未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC33022",
+ "companyId": "YC33022",
+ "title": "Praxis Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/praxis-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "组织企业采集第一视角视频、三维及多模态现场数据，供模型实验室训练。 从机器人制造移数据设施；6万可触达工人、五洲及客户企业规模不等公司雇员或收入。真实数据权利、已付费客户及交付质量未独立核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC33053",
+ "companyId": "YC33053",
+ "title": "Shiraz AI机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/shiraz-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在代工制造环境部署从人类示范学习新任务的机器人。 保留实体机器人；一次示范学会和不需额外训练为自述，未独立验证泛化。团队Boston Dynamics/Amazon旧项目不是Shiraz客户或收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC33349",
+ "companyId": "YC33349",
+ "title": "Robocurve机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/robocurve",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建真实机器人任务基准与评测框架，并发布能力测量。 从机器人制造移评测设施；自称独立评价机构不使其自身技术等级自动变独立测试。官网融资、安装量及第三方模型分数不当其收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC35454",
+ "companyId": "YC35454",
+ "title": "Shepherd Robotics机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/shepherd-robotics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "部署适应多任务的机器人，并集成到数据中心及先进制造工作流。 保留机器人交付；训练数据与模块硬件是系统组成，非自动独立数据收入。客户工厂每年200万人工成本不是本公司收入，现场效果和合同待核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC35652",
+ "companyId": "YC35652",
+ "title": "Primordiant机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/primordiant",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发把科学推理与物理实验结合的通用机器人实验员。 暂保留机器人研究；自然智能类比与发现愿景不等已运行完整实验员，简介短，模型、硬件、产品及收入待核。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC36776",
+ "companyId": "YC36776",
+ "title": "UXDuck机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/uxduck",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供可适配多类无人载具的操作界面与任务软件。 从实体载具移行业软件；模拟无人机演示不证明制造或售出载具，官网读取失败不当停业依据。实际AI使用、部署及商业合同待补。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC36840",
+ "companyId": "YC36840",
+ "title": "Axonnic机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/axonnic",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用可穿戴肌电传感袖采集技能动作数据，并支持训练及迁移机器人策略。 从机器人制造移训练数据设施；机器人不佩戴该袖，硬件是采数工具。官网意向书、试点与发布称袖套出货分别保留，付费试点自述无金额，不把意向当已确认收入。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-FULL-YC38492",
+ "companyId": "YC38492",
+ "title": "Mantle机器人初分类与实体交付复核",
+ "url": "https://www.ycombinator.com/companies/mantle-2",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为设备及机器人制造商直接提供部署、维修和维护的现场服务。 从机器人制造移专业运维服务；当前简介明确非软件或市场平台，AI是否为交付核心待补证。5000亿美元行业维护支出不是Mantle收入，未提供官网线索。",
+ "limitation": "据已读当前主营及相关发布节选分类；未查看源码、运行机器人、测试设备、核合作/部署合同或财务底表。机器人愿景、训练数据量、客户支出和旧项目不当实际收入。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC32156",
+ "companyId": "YC32156",
+ "title": "Enact真实恢复数据及训练交付",
+ "url": "https://enact.company/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述执行策略、定位失败、生成示范及恢复数据，并用内部评测验证。",
+ "limitation": "不等销售机器人或第三方审计，数据许可、合同与恢复效果未核。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC33349",
+ "companyId": "YC33349",
+ "title": "Robocurve评测及研究定位",
+ "url": "https://robocurve.org/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供机器人能力评测、Inspect Robots及研究，称公共利益公司，并列融资和框架入口。",
+ "limitation": "机构独立性、法律形式、开源许可和测试有效性未在本轮独立核；融资不是收入，不导入其他模型成绩为本公司收入或自身被测能力。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC36840",
+ "companyId": "YC36840",
+ "title": "Axonnic数据、传感硬件及试点边界",
+ "url": "https://www.axonnic.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网说明用EMG袖、视频和姿态采集示范，再训练机器人；列制造意向书和现场试点，数据权利按合同约定。",
+ "limitation": "机器人不用佩戴传感袖；自录演示、意向书与已收款分开，硬件销量、训练服务和数据许可收入未拆。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC31333",
+ "companyId": "YC31333",
+ "title": "PerfectBit现机器人策略研发",
+ "url": "https://perfectbit.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网明确在研发执行真实任务的机器人策略，称早期且技术细节未披露。",
+ "limitation": "不从创始人履历或旧训练数据发布推当前已售模型/设备，模型范围、注册和财务均待核。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC31366",
+ "companyId": "YC31366",
+ "title": "Nine Fives射频硬件与AI使用缺项",
+ "url": "https://ninefives.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网展示射频测试仪器、浏览器/API控制及机架软件，列USD 800及1200等硬件报价。",
+ "limitation": "可编程和可被Agent控制不证明AI是核心产品；标价、售罄与交货收入不同，未连接或操作仪器。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC30712",
+ "companyId": "YC30712",
+ "title": "Relling跳转后的制造机器人交付",
+ "url": "https://rellingsystems.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "relling.co跳转当前官网，描述预配置、构建和验收后交付制造机器人工作单元，供多任务重配置。",
+ "limitation": "上线周期、成本对比和安全均自述，展示为代表性数字，不是已核合同、设备出货或毛利。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC31341",
+ "companyId": "YC31341",
+ "title": "Most Robotic官网访问缺项",
+ "url": "https://mostrobotic.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "公开读取工具无法取正文，普通HTTP请求返回403，未取得当前官网内容。",
+ "limitation": "未绕过访问限制；不把403当停业或不存在，不据旧Instance发布替代当前官网。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC31141",
+ "companyId": "YC31141",
+ "title": "OctaPulse官网正文缺项",
+ "url": "https://www.tryoctapulse.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "公开网页读取无正文；普通HTTP返回200且可提取文本仅OctaPulse名称，未取得产品正文。",
+ "limitation": "只能使用YC已读主营和发布，不能把可达空壳当官网完整补证或财务核验。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC30947",
+ "companyId": "YC30947",
+ "title": "Philon官网正文缺项",
+ "url": "https://philon.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "网页可达但本轮读取未获得可读正文，仅取得开放源码机器人研究标题。",
+ "limitation": "标题不充当产品全文；代码、模型、机器人及交付仍待核，未据访问状态推停业。"
+ },
+ {
+ "id": "C10-CURRENT-HOME-YC36776",
+ "companyId": "YC36776",
+ "title": "UXDuck官网访问缺项",
+ "url": "https://uxduck.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "公开读取工具未能访问官网，未取得可读正文。",
+ "limitation": "只按YC当前简介暂分类，网页失败不证明停业或产品无效，未据模拟入口核真实设备部署。"
+ },
+ {
+ "id": "OCTAPULSE-CONTRACT-LAUNCH",
+ "companyId": "YC31141",
+ "title": "OctaPulse年合同与当前付费试点口径",
+ "url": "https://www.ycombinator.com/launches/PUE-octapulse-building-the-autonomous-aquaculture-farms-of-the-future",
+ "publishedAt": "2026-02-20",
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "2026-02-20发布自述与Riverence有六位数年合同；当前公司简介自述六位数付费试点。未给准确金额或币种，两者范围和付款情况未核。",
+ "limitation": "年合同不是ARR或已确认收入，付费试点的paid不证明全额到账；只记录数量级下界，不重复加总两个叙述，当前软件、相机及未来机器人合同需拆分。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30314",
+ "companyId": "YC30314",
+ "title": "Pinch创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/pinch",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供在线会议实时语音翻译、桌面转译及音视频配音。 从创意暂移通用沟通工作，翻译会议是当前重要交付；媒体配音线单列。旧自有会议平台与桌面应用分开，音色/延迟未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30329",
+ "companyId": "YC30329",
+ "title": "Waffle创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/waffle",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供短视频编辑及模板，供营销或个人制作社交内容。 保留内容工具；简介短，无附载发布，不把模板数当模型能力或收入，独立主体及实际合同待核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30518",
+ "companyId": "YC30518",
+ "title": "Orchid创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/orchid-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过iMessage提供日程、回复起草及会议预订的个人助理。 保留个人应用；Orchid与旧Zero邮件客户端发布单列，不因旧开源发布认定现助理代码公开。批准后执行和真实可用性未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30569",
+ "companyId": "YC30569",
+ "title": "Fifth Door创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/fifth-door",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让用户创建、分享并与他人一起玩游戏。 保留个人娱乐；当前简介以玩和分享为主，不直接当工程应用生成工具。产品短简介、付费规模和AI能力待补证。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30582",
+ "companyId": "YC30582",
+ "title": "Pingo创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/pingo",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过个性化AI对话与实时纠正帮助用户练习外语口语。 保留个人学习应用；2025年7月200000 MRR为历史自述，原文$币种未核，不能当2026当前MRR或支付平台核验。用户、学习效果和增长率非独立验证。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30637",
+ "companyId": "YC30637",
+ "title": "Design Arena创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/design-arena",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供多模型创作入口与生成结果比较，兼众包设计能力排行榜。 暂保留创意交付，官网现有创作入口与旧设计基准发布并列，不只按旧benchmark标签决定当前收入。Arcada Labs、Intelligence品牌及法律主体边界待核，榜单不当其自身独立能力证明。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30697",
+ "companyId": "YC30697",
+ "title": "Normal创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/normal",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以硬件设计应用研究为当前定位，旧发布涉及硬件认证自动化。 从创意暂移专业工程，YC长简介空白且官网读取失败，不凭旧Vanta for Hardware发布认定当前仍卖合规工具。认证工时及研究宣传未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30700",
+ "companyId": "YC30700",
+ "title": "Nozomio创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/nozomio",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "Nozomio官网自述开发Folk个人AI伙伴，另保留Nia开发上下文产品沿革。 从创意移个人应用；当前官网明确Folk AI friend，旧Nia MCP上下文不直接替代现主营。Folk目标页未读，不与同名CRM合并，当前法律主体及合同待核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30737",
+ "companyId": "YC30737",
+ "title": "Foresight创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/foresight",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "模拟消费者反应，为企业产品及市场决策提供研究。 从消费者应用移企业市场研究；consumer是研究对象不是买家。25倍证据、自述预测能力和客户成本改善不是收入或独立验证。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30759",
+ "companyId": "YC30759",
+ "title": "Certus AI创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/certus-ai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "替餐厅处理电话接单、配送、预订及客户问题。 从个人应用移客户运营；餐厅每店损失、订单与行业规模不是Certus收入，创始人旧餐厅及增长业务不归当前公司。零人工与集成能力未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30789",
+ "companyId": "YC30789",
+ "title": "Interfere创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/interfere",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "持续观察应用问题，帮助工程、产品和设计团队定位根因并跟踪修复。 从创意移软件开发；design指产品团队不是图像生成。官网问题、受影响用户及错误率是演示，不当实际客户或收入，合规标识未独立核证。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30797",
+ "companyId": "YC30797",
+ "title": "Veritus创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/veritus",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为贷款机构提供跨渠道贷款服务及催收Agent。 从个人应用移金融专业业务；consumer lending描述行业。旧发布提自营买债和全州许可推进，不认定已获全部许可；回收额、贷款总量与公司净收入分开。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30828",
+ "companyId": "YC30828",
+ "title": "Semiotic创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/semiotic",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "使用AI设计Agent为企业交付落地页等设计作品。 保留创意服务；上线四周78000收入仅历史自述，非软件MRR。旧人类设计工作室与现服务分开，不把同行100000起价当公司已签价。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30861",
+ "companyId": "YC30861",
+ "title": "Caddy创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/caddy",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过短信提供任务、日程、消息跟进及个性化提醒的个人AI助理。 保留个人应用；旧电脑语音界面与现短信交付单列，前Loom项目不归现客户或收入。长期记忆、主动执行及权限安全未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30885",
+ "companyId": "YC30885",
+ "title": "Semble创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/semble",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "处理施工图标注、工程量计算、PDF协作和现场工作。 从创意移建筑专业应用；design是工程任务，不等通用视觉创作。简介短，AI使用、交付及具体合同仍待补证。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30910",
+ "companyId": "YC30910",
+ "title": "Aleph Lab创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/aleph-lab",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在儿童熟悉的游戏中通过AI伙伴进行外语对话练习。 保留个人学习；Minecraft购买和私人教师时薪不是Aleph收入，课程次数与学习提升自述无独立教学评估。儿童资料处理及实际付费未核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30958",
+ "companyId": "YC30958",
+ "title": "Absurd创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/absurd",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为使用AI的电影团队提供在线制作白板及协作画布。 保留创意交付；旧广告代制与现画布分开，视频播放量不等收入。Kalshi作品并不证明平台订阅或全部制作成本已核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC30966",
+ "companyId": "YC30966",
+ "title": "Karumi创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/karumi",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在潜在客户视频通话中自动进行个性化产品演示。 从个人应用移客户收入运营；虚拟演示用户和客户错失商机不当公司收入。自动转化与多语言能力未独立核，不据Waymo比喻归实体机器人。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31013",
+ "companyId": "YC31013",
+ "title": "Rivet创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/rivet-design",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "把设计师对现有产品界面的视觉修改意图转成可审查代码。 从创意移软件开发，产出为产品代码而非一般图片。当前设计探索与旧可直接修改并提交工作流并列，代码质量和实际合并未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31023",
+ "companyId": "YC31023",
+ "title": "Standard Physics创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/standard-physics",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过数值物理求解器进行流体仿真、设计搜索及建筑实时热控制。 从创意移专业工程；Standard Physics原Inviscid AI，现Reynolds/Archimedes/Inviscid产品线分开。节能、千倍速度和大合同为自述，无收入金额；官网失败留缺。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31140",
+ "companyId": "YC31140",
+ "title": "CodeWisp创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/codewisp",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "根据自然语言生成并发布可玩的Web游戏代码、结构与素材。 从个人游戏应用移软件生成，主要交付是构建可发布游戏。与面向玩家的娱乐Feed分开，生成速度及市场规模不作收入。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31157",
+ "companyId": "YC31157",
+ "title": "Drafted创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/drafted",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供住宅空间输入、平面及立面生成和CAD/PDF导出的建筑设计工具。 从一般创意移建筑专业应用；模型研发是产品组成，不直接当通用基础模型供应。1750万融资、用户与平面图生成量非收入，保持原团队快照不擅改。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31192",
+ "companyId": "YC31192",
+ "title": "SideKit创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/sidekit",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以消费者应用工作室运营Island屏幕时间管理应用。 保留个人应用；工作室与单产品不拆成重复公司。简介短，实际AI能力、付费和主体待核，不将屏幕时间效果直接视为已验证。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31300",
+ "companyId": "YC31300",
+ "title": "Shofo创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/shofo",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "按模型实验室需求检索、筛选并标注视频，交付定制训练数据集。 从创意移训练数据设施；不是面向用户剪辑电影。十亿视频索引和需求示例100000小时不等交付量或收入，公开抓取不自动证明可商用许可。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31302",
+ "companyId": "YC31302",
+ "title": "Remix创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/remix-3",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "从照片、语音及已连接社交内容生成风格化文章、短视频等素材。 保留创意软件；与同名开发框架等不合并。并行Agent数量、用户社交资料与免费生成不是收入，账号及素材使用权待核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31306",
+ "companyId": "YC31306",
+ "title": "Martini创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/martini",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为专业AI影视团队提供协作制作、素材管理及成本追踪工作区。 保留行业创作平台，API是同领域交付而非通用运行环境。第三方模型调用费、用户影片预算和自带fal密钥不当公司收入，未运行集成。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31349",
+ "companyId": "YC31349",
+ "title": "Palette创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/palette-2",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "整合生成、分发及优化流程，为品牌和受众制作互动媒体。 保留创意媒体交付；自我改进及全自动是自述，未核不同产品线现收入，研究者背景不等自研基础模型已发布。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31373",
+ "companyId": "YC31373",
+ "title": "Atrisa创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/atrisa",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "用Agent构建、调试和自动化模拟电路设计。 从创意移电子工程应用；design不是图片创作，Agent不是通用运行设施。简介短，电路正确性、产品成熟度和合同未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31376",
+ "companyId": "YC31376",
+ "title": "Light Anchor创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/light-anchor",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "运用Agent运营消费品牌及电商店铺，并提供品牌增长服务。 从个人应用移商业运营；现7品牌与旧旗舰/实验店发布时间分开。每品牌10000预算不是收入，Upwork任务及Sendbird旧工作不归现财务，不能按品牌数推ARR。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31421",
+ "companyId": "YC31421",
+ "title": "Lamina Labs创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/lamina-labs",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过Simi将提示或文档转为白板讲解视频，提供应用及API。 保留内容生成；基础设施定位不直接等基础模型或通用算力。Simi是产品名不新增公司，速度、语言覆盖和长视频效果未复测，同行制作报价非收入。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31480",
+ "companyId": "YC31480",
+ "title": "Pops创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/pops",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让用户发现、玩、改编并分享AI游戏和互动挑战。 保留个人娱乐，创作属于娱乐体验，不与主要导出代码的应用生成平台混同。反应视频、Feed规模与留存未独立核，不作收入。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31524",
+ "companyId": "YC31524",
+ "title": "AgentPhone创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/agentphone",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为Agent提供可收发消息及通话的电话号码。 从个人应用移通信设施；电信行业规模不是收入。号码身份、真实通话覆盖及权限合规未核，未申请号码或测试发送。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC31572",
+ "companyId": "YC31572",
+ "title": "GBrain创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/gbrain",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供可独用或团队共享的云端记忆助理，异步执行任务。 暂保留个人应用并标团队双线；简介短，完整记忆、夜间任务与技能为自述，实际可用性、安全和付费买家待核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC32129",
+ "companyId": "YC32129",
+ "title": "Egoist Machines创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/egoist-machines",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过AI Passport提供个人上下文携带及按应用授权共享，消费者应用作为入口。 从个人助理移上下文设施；官网199可退款预订与2999计划起价不是收入或已交付硬件。设备路线图、个人数据控制和API能力未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC32160",
+ "companyId": "YC32160",
+ "title": "MusicArena创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/musicarena",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以众包比较评价AI生成音乐及音乐制作。 从创意制作移评测设施；官网仅提取Producer Arena标题，无正文，不能以名称改变推主体或现商业模式。未复现榜单或推断自身独立水平。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC32221",
+ "companyId": "YC32221",
+ "title": "Grocalo创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/grocalo",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "分析创作者受众并制作、个性化和分发社交内容。 从一般创意移营销运营，按主要增长及分发任务分类。20亿观看、400万新增粉丝及客户原粉丝规模不等Grocalo收入，效果和客户关系未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC32815",
+ "companyId": "YC32815",
+ "title": "TryNearby创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/trynearby",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为本地餐厅匹配创作者到店拍摄、编辑和发布，并用Agent协调关系。 从个人应用移本地营销运营；120以上付费餐厅及399月费仅自述，不能相乘得到已确认MRR。餐厅营收提升和创始人旧FaZe/消费应用ARR不归公司。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC34134",
+ "companyId": "YC34134",
+ "title": "Voyager创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/voyager",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供面向视频、音乐、游戏及图形制作的模型与创意工具控制工作台。 保留创意产品，harness是实现形式而非自动归通用Agent基础设施。Moda旧用户量与本产品付费分开，未打开代码或运行100多工具集成。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC35260",
+ "companyId": "YC35260",
+ "title": "OpenCrawl创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/opencrawl",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为Agent发现来源并构建、托管抓取处理及定制搜索索引。 从个人搜索移开发设施；面向开发者MCP/CLI/API，不据personalized词认定个人应用。来源权利、准确度、性能与当前合同未独立核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC35356",
+ "companyId": "YC35356",
+ "title": "Raven创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/sintem",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发可让Agent跨手机应用执行任务的个人手机体验。 保留个人交互终端；一人团队为旧YC快照，未核量产、出货或实际硬件形态，自动执行及减少屏幕时间是宣传。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC35950",
+ "companyId": "YC35950",
+ "title": "Resin Technologies创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/resin-technologies",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供电子原理图、元件与封装生成、布线及制造导出的ECAD工具。 从创意移电子工程；Codex比喻不改变产出为PCB设计，零件价格与物料清单不是公司收入。兼容和设计可靠性未独立测试。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC37467",
+ "companyId": "YC37467",
+ "title": "Cyclon创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/cyclon",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "研发以AI为界面、可执行手机及后台任务的手机系统体验。 暂保留消费者终端；不凭phone名认定自研量产硬件。简介短，真实系统能力、设备出货、主体和付费待核。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC37732",
+ "companyId": "YC37732",
+ "title": "Hundred创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/hundred",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为消费电子制造商提供受控成像及自动外观缺陷检测系统。 从个人应用移工业质量检测；consumer指下游电子产品。450亿美元缺陷损失与小于100微米能力自述不是收入或独立检测证据，未操作仪器。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC37997",
+ "companyId": "YC37997",
+ "title": "Phone Harness创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/phone-harness",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让自带Agent控制本地或托管iPhone/Android的界面、输入及屏幕读取。 从个人手机应用移Agent运行/控制设施；不是自研基础模型。已读官网链接仓库、许可证及源码入口，网页/raw缓存版本不一不拼成固定版本，未运行、授权设备或验证可靠性。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-CAT-YC38127",
+ "companyId": "YC38127",
+ "title": "DeepMark创意及消费者初分类与交付复核",
+ "url": "https://www.ycombinator.com/companies/deepmark",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在AI语音中嵌入可读身份标记，并解析到可验证身份记录。 从个人应用移身份设施；音频是身份载体而非创作产品。水印跨电话存活和防冒充能力自述未独立测试，认证记录与财务审计无关。",
+ "limitation": "当前主营及相关发布节选用于分类；未核实际使用、法律主体、合同或财务底表。性能、客户效果、融资、行业规模和旧项目不当收入或独立能力验证。"
+ },
+ {
+ "id": "CONSUMER-HOME-01",
+ "companyId": "YC30700",
+ "title": "Nozomio当前Folk定位",
+ "url": "https://www.nozomio.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网自述产品实验室，正开发帮助个人专注的Folk AI friend。",
+ "limitation": "Folk目标页未取得，旧Nia与现Folk产品线分开，不与同名CRM合并或推现收入。"
+ },
+ {
+ "id": "CONSUMER-HOME-02",
+ "companyId": "YC30697",
+ "title": "Normal官网访问缺项",
+ "url": "https://www.normal.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "公开读取工具无法取得当前官网正文。",
+ "limitation": "YC当前定位为硬件设计应用研究、旧发布是硬件认证自动化，两者不强行当同一现交付；不据失败推停业。"
+ },
+ {
+ "id": "CONSUMER-HOME-03",
+ "companyId": "YC30789",
+ "title": "Interfere生产问题分析软件",
+ "url": "https://interfere.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网描述应用监控、问题根因及修复跟进，并有SDK、CLI和开发者入口。",
+ "limitation": "页面错误率、受影响用户、工单及认证展示不当实测或已审计收入；未连接客户应用。"
+ },
+ {
+ "id": "CONSUMER-HOME-04",
+ "companyId": "YC31023",
+ "title": "Standard Physics官网访问缺项",
+ "url": "https://standardphysics.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "公开读取工具无法取得当前官网正文。",
+ "limitation": "只据已读YC现主营及旧Inviscid发布暂分类，不把失败当无产品或收入，未运行求解器。"
+ },
+ {
+ "id": "CONSUMER-HOME-05",
+ "companyId": "YC30700",
+ "title": "Folk目标页访问缺项",
+ "url": "https://folk.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "Nozomio官网指向的Folk目标页本轮未能取得正文。",
+ "limitation": "以Nozomio自述保留个人伙伴线索，不能由域名猜运营实体、上线时间或收入。"
+ },
+ {
+ "id": "CONSUMER-HOME-06",
+ "companyId": "YC30582",
+ "title": "Pingo当前学习应用与历史收入边界",
+ "url": "https://pingo.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供口语练习、个性化记忆及Pingo Pro试用后订阅，页脚列Pingo AI, Inc。",
+ "limitation": "800万学习者与评价均宣传，不等付费数；官网未补历史MRR币种或2026当前收入，主体注册未独立核。"
+ },
+ {
+ "id": "CONSUMER-HOME-07",
+ "companyId": "YC30828",
+ "title": "Semiotic官网访问缺项",
+ "url": "https://semiotic.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "本轮公开读取工具未取得当前官网正文。",
+ "limitation": "收入仅据2025发布自述，不把旧案例站或其他同名公司直接当现合同主体；当前收入未知。"
+ },
+ {
+ "id": "CONSUMER-HOME-08",
+ "companyId": "YC32815",
+ "title": "TryNearby官网正文缺项",
+ "url": "https://trynearby.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "公开页未返回可读正文。",
+ "limitation": "用已读YC介绍及发布保留商业模式；不能把空壳当已读当前报价或合同底表。"
+ },
+ {
+ "id": "CONSUMER-HOME-09",
+ "companyId": "YC30637",
+ "title": "DesignArena创作入口及评测双线",
+ "url": "https://www.designarena.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网当前可生成网站、图像、视频及文档，并提供比较与排行榜，页脚为DesignArena by Intelligence。",
+ "limitation": "没有各线收入占比，不仅据旧众包基准强定收入模式；品牌/法律主体与自述全球使用规模未独立核。"
+ },
+ {
+ "id": "CONSUMER-HOME-10",
+ "companyId": "YC32160",
+ "title": "MusicArena官网正文缺项",
+ "url": "https://musicarena.io/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官网访问缺项",
+ "summary": "本轮仅取得Producer Arena页面标题，无可读正文。",
+ "limitation": "不把标题或名称变化当主体对应、已读方法或当前收入；YC音乐基准发布单列。"
+ },
+ {
+ "id": "CONSUMER-HOME-11",
+ "companyId": "YC37997",
+ "title": "Phone Harness本地与托管设备",
+ "url": "https://phone-harness.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供自带Agent控制本地或托管手机，并直接链接公开仓库，标MIT许可及Phone Harness Inc。",
+ "limitation": "本地工具与云设备是不同交付，租用/许可费用未核，未申请账号、执行安装或控制任何设备。"
+ },
+ {
+ "id": "CONSUMER-HOME-12",
+ "companyId": "YC32129",
+ "title": "AI Passport上下文与未来硬件",
+ "url": "https://ego.ist/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方资料",
+ "summary": "官网提供按应用授权的个人上下文层，并将Domovoy列为研发中，199可退款预订和2999计划起价分开。",
+ "limitation": "订金、未来价格与已确认收入不同，未核数据权利或隐私安全，不能按硬件愿景认定当前量产。"
+ },
+ {
+ "id": "CONSUMER-INCOME-PINGO",
+ "companyId": "YC30582",
+ "title": "Pingo公开发布经营口径",
+ "url": "https://www.ycombinator.com/launches/O6R-pingo-ai-ai-companion-that-helps-you-learn-languages",
+ "publishedAt": "2025-08-03",
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "2025年7月自述MRR为原文$200000，发布时称累计30万用户。",
+ "limitation": "币种、精确财务日和2026当前收入未核，MRR非当月收款，用户不当付费数。"
+ },
+ {
+ "id": "CONSUMER-INCOME-SEMIOTIC",
+ "companyId": "YC30828",
+ "title": "Semiotic公开发布经营口径",
+ "url": "https://www.ycombinator.com/launches/Okf-semiotic-ai-design-firm",
+ "publishedAt": "2025-11-04",
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "发布称上线四周实现原文$78000收入，明确AI设计服务公司模式。",
+ "limitation": "四周累计服务收入不等月度经常性MRR，不年化为ARR；币种、收入确认及现主体未核。"
+ },
+ {
+ "id": "CONSUMER-INCOME-TRYNEARBY",
+ "companyId": "YC32815",
+ "title": "TryNearby公开发布经营口径",
+ "url": "https://www.ycombinator.com/launches/Src-trynearby-every-local-business-needs-to-be-discoverable-that-150b-market-is-moving-toward-local-creators",
+ "publishedAt": "2026-08-17",
+ "accessedAt": "2026-10-30",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "发布称120以上付费餐厅，399月费服务包含本地创作者到店拍摄、编辑和发帖。",
+ "limitation": "月费与用户数不能直接相乘视为已确认MRR；免费/折扣、实际实收、创作者报酬和支持成本未核，旧公司ARR和餐厅销售提升排除。"
+ },
+ {
+ "id": "CONSUMER-PHONE-REPO",
+ "companyId": "YC37997",
+ "title": "Phone Harness官方链接公开仓库",
+ "url": "https://github.com/ShawnPana/phone-harness",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方公开代码材料",
+ "summary": "官网直接链接该公开仓库，README描述本地及托管设备接口与限制。",
+ "limitation": "仅材料可访问，不执行README安装指令；星标和Sponsor段落不是收入，未核云服务可靠性或安全。"
+ },
+ {
+ "id": "CONSUMER-PHONE-SOURCE",
+ "companyId": "YC37997",
+ "title": "Phone Harness公开控制接口源码",
+ "url": "https://github.com/ShawnPana/phone-harness/blob/main/src/phone_harness/helpers.py",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方公开代码材料",
+ "summary": "源码文件和raw入口可读，包含设备操作、屏幕读取等接口包装；查看了文件开头及接口节选。",
+ "limitation": "GitHub网页与raw缓存行数不同，未钉同一commit，不能拼成固定版本或代码审计；未运行或连接设备，不推可用率。"
+ },
+ {
+ "id": "CONSUMER-PHONE-LICENSE",
+ "companyId": "YC37997",
+ "title": "Phone Harness公开MIT许可",
+ "url": "https://github.com/ShawnPana/phone-harness/blob/main/LICENSE",
+ "publishedAt": null,
+ "accessedAt": "2026-10-30",
+ "kind": "公司官方公开代码材料",
+ "summary": "许可证正文可读，标MIT及2026作者版权。",
+ "limitation": "许可证可访问不证明全部依赖/托管服务许可、法律主体、成立或独立性能；不复制或执行项目。"
+ },
+ {
+ "id": "SALES-CAT-YC30362",
+ "companyId": "YC30362",
+ "title": "Ambral客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/ambral",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "汇总客户互动和活动，识别续约、流失及扩展机会并执行客户管理任务。 保留客户运营；数亿美元归因扩展收入是客户成果，非Ambral收入。旧Wonder估值、创始人旧项目用户和被收购经历不归当前财务。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30476",
+ "companyId": "YC30476",
+ "title": "Nomi客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/nomi",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "依据销售通话及企业话术，在实时通话中提供表达、提问和异议建议。 保留销售工具；客户从100000到360000及成交率提升是效果自述，非公司收入。同行50月费不当Nomi实收，转录与安全未核。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30642",
+ "companyId": "YC30642",
+ "title": "Orange Slice客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/orange-slice",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "通过AI生成的TypeScript列和数据连接，丰富销售线索并运行GTM研究。 保留销售数据工具；可写代码是实现形式，不直接归通用编码。推荐客户500每月是转介支出承诺，不当收入或已实现分成；数据权利和当前报价未核。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30721",
+ "companyId": "YC30721",
+ "title": "Knowlify客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/knowlify",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为企业制作广告视频并提供Meta投放管理，成品经人工审查。 保留营销服务；官网明确旧自助讲解视频应用仅向现客户开放，新客户为广告代理。每周25成品、90天退款条件非收入，媒体费用与服务收费分开。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30732",
+ "companyId": "YC30732",
+ "title": "Humoniq客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/humoniq",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为航空及交通企业处理电话、邮件和聊天支持，并衔接旅行系统完成请求。 保留客户运营；Flightfox旧业务2200万/2500万年收入不同叙述均非Humoniq收入。替代外包与全天自动化仅自述，不推实际付费或毛利。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30739",
+ "companyId": "YC30739",
+ "title": "Quotain客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/quotain",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以真实交易、CRM与过往通话构建AI买家，供销售人员模拟练习和教练评分。 保留销售赋能；模拟买家不是模型训练数据供应或实际客户成交。免费练习、评分效果和客户规模无收入金额。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30822",
+ "companyId": "YC30822",
+ "title": "Lapis客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/lapis",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "创建、发布并优化付费广告、落地页和归因分析。 保留营销运营；旧AI搜索可见性分析发布与现广告引擎分开。1500团队、30企业和20倍提升为自述，不等收入；赞助结果与模型渠道实际接入未独立核。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30844",
+ "companyId": "YC30844",
+ "title": "Uplane客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/uplane",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "生成广告及配套落地页，并结合CRM/ERP分配跨渠道预算及优化营销。 保留营销运营；客户ROAS提升和预算优化不是公司收入，替代代理宣传不证明所有人员已被软件替代或相应毛利。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC30989",
+ "companyId": "YC30989",
+ "title": "Bluma客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/bluma",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供短视频广告生成、UGC样式、模板及节点画布编辑工作流。 从营销运营移创意制作，官网和新版发布重编辑与素材产出，未见替客户管理媒体预算。旧28k MRR为模糊时点自述，币种未给，不当当前平台MRR或ARR。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC31051",
+ "companyId": "YC31051",
+ "title": "Corvera客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/corvera",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "整合分销及零售数据，为消费品品牌生成每日销售行动、外联及跟进。 保留销售功能，旧后勤库存应用与现销售切入分开。客户250000机会、2000万品牌销售和7倍替代分析师效果非Corvera收入，620万融资及同行35亿也排除。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC31117",
+ "companyId": "YC31117",
+ "title": "Cignara客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/cignara",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为大型B2C企业自动处理语音/聊天销售、支持及遗留系统工作流。 保留客户运营；全收入周期和LG等使用为自述，不把客户销售提升当收入。B2C是客户业务类型，不等消费者个人应用。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC31203",
+ "companyId": "YC31203",
+ "title": "Sitefire客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/sitefire",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "识别影响品牌AI可见性的内容，并生成和执行面向Agent的营销动作。 保留营销；AI流量、品牌客户和顶线增长不作自身收入。工具内容能供Agent使用不等主营通用开发设施，自动效果未独立核。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC31207",
+ "companyId": "YC31207",
+ "title": "Caretta客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/caretta",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在销售实时通话中回答产品问题及异议，并更新组织知识库。 保留销售工具；Slack入口与记忆为交付方式，不按通用聊天或模型研究分类。录音权利、效果和合同未独立核。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC31263",
+ "companyId": "YC31263",
+ "title": "Veriad客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/veriad",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为企业广告提供策略、预算、创意审核、投放、优化及跨渠道衡量。 保留营销运营，旧AI compliance officers与现adOS分开，不仅据旧合规标签归通用GRC。展示100000媒体预算和客户广告支出不等公司收入；合规不是已核法律意见。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC31455",
+ "companyId": "YC31455",
+ "title": "tday.com客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/tdaycom",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "从软件产品及代码变更生成品牌营销内容，并发布、衡量表现。 保留营销闭环而非代码工具；8.3%点击率及未来付费投放为发布自述，不当实际收入或已完成投放能力。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC32136",
+ "companyId": "YC32136",
+ "title": "Palisade客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/palisade",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "在在线市场为访问者配置个性化销售Agent，辅助发现、购买及后续互动。 保留销售运营；270万以上GMV是客户市场成交额，不是Palisade收入或ARR，不从总额推抽成。用户游标和记忆能力未独立运行核。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC32171",
+ "companyId": "YC32171",
+ "title": "LemonLime客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/lemonlime",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为小企业找线索、起草外联及品牌内容，并提示销售营销机会。 保留GTM当前定位；旧通用流程自动化发布单列。点击发送仍由用户执行，不把自动化愿景当完全无人经营或自身收入。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC32220",
+ "companyId": "YC32220",
+ "title": "COACH客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/ai-coach",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "分析面对面销售录音，将有效做法转为组织知识和个性化辅导。 保留销售赋能；法国前五企业与数千销售使用、转化提升为自述，无收入金额。销售员创造的业绩不是平台收入，未核录音授权或效果。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC33342",
+ "companyId": "YC33342",
+ "title": "Nex客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/nex",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "构建并部署Agent执行线索、资格、CRM、预测和收入跟进等大批量工作。 保留当前收入工作流，旧通用高容量定位与现主营分开。咖啡价格比喻、1000集成和产能不作实际标价、可用性或收入。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC36279",
+ "companyId": "YC36279",
+ "title": "Native客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/native",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "以内部Norn预测营销想法，并生成、安排及发布企业社交内容和广告。 保留营销应用；Norn是内部决策模型，API仍属后续方向，不当基础模型销售。官网三年前经营/转向与YC2026成立冲突；200万ARR口径及起算待核，不入同期。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC37273",
+ "companyId": "YC37273",
+ "title": "Frontrunner客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/frontrunner",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "让GTM团队构建并运行账户研究、外联、CRM更新及入站资格Agent。 保留专业销售工作台；harness与Cursor比喻不单独决定通用开发分类。使用闭环、销售归因和客户管线不是公司收入。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC37863",
+ "companyId": "YC37863",
+ "title": "Kiwi客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/kiwi",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "为GTM团队维护数据、上下文、连接和技能，使Agent输出可追溯到SQL及快照。 保留销售数据任务；自我改进与SQL引用不等输出准确性已核。实际买家、数据权利、收费与外包人工比例待补。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-CAT-YC37998",
+ "companyId": "YC37998",
+ "title": "Adside.ai客户收入运营交付与口径复核",
+ "url": "https://www.ycombinator.com/companies/adsideai",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "提供广告研究、素材、分析及投放Agent，并可由人工专家托管广告账户。 保留营销；官网自助和人工管理双线，与旧纯AI代理发布分开。50每Demo是报价非已收收入，旧HireSweet400万/前公司出售/同行营收不归Adside。",
+ "limitation": "只据当前简介及相关发布节选；未运行产品、核客户合同、投放账户或财务。客户收入/机会、广告预算、GMV、融资与前公司业绩不归本公司收入。"
+ },
+ {
+ "id": "SALES-HOME-01",
+ "companyId": "YC30721",
+ "title": "Knowlify代理交付及退款条件",
+ "url": "https://knowlify.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网明确广告制作与Meta投放由团队交付、成品人工检查；旧自助讲解视频应用仅向已有客户开放，新客户为代理服务。",
+ "limitation": "媒体支出单列；90天保证以书面协议为准，不等无退款风险或已确认收入，未核人工/模型成本与真实客户。"
+ },
+ {
+ "id": "SALES-HOME-02",
+ "companyId": "YC37998",
+ "title": "Adside自助及人工托管双线",
+ "url": "https://adside.ai/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网AI Agency按品牌收费，另有人工专家管理服务，后者10%媒体支出且最低3500每月。",
+ "limitation": "价格不等实际收入；媒体预算不是平台净收费，软件290/月或190/月年付与人工托管不可混为同质SaaS。"
+ },
+ {
+ "id": "SALES-HOME-03",
+ "companyId": "YC30822",
+ "title": "Lapis现广告引擎与旧分析沿革",
+ "url": "https://www.trylapis.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网当前从素材、落地页到投放和衡量，区分自助与托管，列Basic 99/月等报价。",
+ "limitation": "报价、1500营销团队和客户结果不是收入，旧AI搜索分析与现投放模式分开，实际渠道能力未核。"
+ },
+ {
+ "id": "SALES-HOME-04",
+ "companyId": "YC31263",
+ "title": "Veriad现adOS及旧合规发布",
+ "url": "https://www.veriad.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网当前覆盖广告策略、预算、创意审查、活动优化和衡量，保留合规检查作为一环。",
+ "limitation": "标识及示例100000媒体计划不当付费客户或收入，未独立审合规意见或合作关系。"
+ },
+ {
+ "id": "SALES-HOME-05",
+ "companyId": "YC30989",
+ "title": "Bluma短视频编辑与营销边界",
+ "url": "https://www.getbluma.com/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网描述概念到成品短视频、素材、可复用模板和编辑流程，面向品牌、代理及创作者。",
+ "limitation": "广告是内容用途，未见主要代管媒体预算；未把旧MRR自述当当前平台数据，模型成本及许可未核。"
+ },
+ {
+ "id": "SALES-HOME-06",
+ "companyId": "YC36279",
+ "title": "Native营销产品与运营者",
+ "url": "https://native.no/",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网描述自动生成发布及广告，列Native AS组织号930324787，付费客户2200以上及套餐额度。",
+ "limitation": "用户、广告效果和报价不推收入；单页Agency套餐399与正文499口径并存，按合同核，不倒推历史ARR或毛利。"
+ },
+ {
+ "id": "SALES-HOME-07",
+ "companyId": "YC36279",
+ "title": "Native旧经营及转向与2026成立冲突",
+ "url": "https://native.no/about-us",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "官网回顾三年前学生时期经营小公司，并称曾有1600用户但付费不足5、后改变产品及销售对象；页脚为同一Native AS组织号。",
+ "limitation": "回顾不是精确法律成立日；旧业务、新产品、2026 YC自述及法律主体关系未充分核。官网7人与原YC6人不直接改作实测团队。"
+ },
+ {
+ "id": "SALES-HOME-08",
+ "companyId": "YC36279",
+ "title": "Native条款运营主体与软件范围",
+ "url": "https://native.no/terms-and-conditions",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "公司官方资料",
+ "summary": "条款称Native AS，组织号930324787；服务为B2B营销SaaS，第三方模型用于生成，Norn用于聚合信号下的想法排序。",
+ "limitation": "条款更新2026-08-11不是公司成立日，未独立核法律注册、全部账户或收入确认；模型API未来方向与现产品分开。"
+ },
+ {
+ "id": "SALES-NATIVE-REGISTRY-GAP",
+ "companyId": "YC36279",
+ "title": "Native组织号政府接口读取缺项",
+ "url": "https://data.brreg.no/enhetsregisteret/api/enheter/930324787",
+ "publishedAt": null,
+ "accessedAt": "2026-10-31",
+ "kind": "政府登记资料访问缺项",
+ "summary": "按官网组织号访问挪威企业登记公开接口；网页读取失败，普通HTTP请求被对端重置，未取得登记正文。",
+ "limitation": "没有取得登记成立/注册日期，不猜2022或其他年份；不把访问失败当无登记或停业，只保留官网沿革与YC时间冲突。"
+ },
+ {
+ "id": "SALES-LAUNCH-BLUMA",
+ "companyId": "YC30989",
+ "title": "Bluma原始发布收入或交易边界",
+ "url": "https://www.ycombinator.com/launches/Osw-bluma-the-ai-short-form-content-engine",
+ "publishedAt": "2025-11-20",
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "发布称四周从0到28k MRR，未给币种、精确截至日或当前收入。",
+ "limitation": "旧发布页显示2025-11-20，正文可更新；新2026发布称beta无付费墙，两时点分别保留，不把差异直接推虚报。"
+ },
+ {
+ "id": "SALES-LAUNCH-NATIVE",
+ "companyId": "YC36279",
+ "title": "Native原始发布收入或交易边界",
+ "url": "https://www.ycombinator.com/launches/Vdd-native-artificial-intuition-for-marketing",
+ "publishedAt": "2026-10-13",
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "Norn发布自述内部使用产品后六个月达到原文$2M ARR，超过2000企业使用。",
+ "limitation": "发布展示2026-10-13，准确财务截至日、起算与新旧业务收入合并范围待核；官网沿革和2026成立冲突，不进入两年新公司同期比较。"
+ },
+ {
+ "id": "SALES-LAUNCH-PALISADE",
+ "companyId": "YC32136",
+ "title": "Palisade原始发布收入或交易边界",
+ "url": "https://www.ycombinator.com/launches/Sjq-palisade-personalized-sales-agents-for-online-marketplaces",
+ "publishedAt": "2026-08-14",
+ "accessedAt": "2026-10-31",
+ "kind": "YC官方页面中的公司自述复核",
+ "summary": "发布称从批次开始带来原文$2.7M以上GMV。",
+ "limitation": "GMV为客户市场交易量，佣金、退款、确认收入和币种未核，不当Palisade收入或ARR，不反推抽成。"
}
],
"reviews": [
@@ -49740,6 +56768,1304 @@
"DH-COMPANY"
],
"handling": "两项继续成立待核。客户交易示例、客户企业价值、融资、创始人旧业务和建设项目总价均不新增公司收入观测；Dream发布稿检索/直达差异留缺。"
+ },
+ {
+ "id": "AI086-R-MODEL",
+ "type": "企业AI软件与专业服务收入边界核查",
+ "company": "企智芯",
+ "scope": "companies",
+ "companyIds": [
+ "AI086"
+ ],
+ "summary": "企业管理软件及AI功能；收费、部署与实施合同未核，不能先定为已实现订阅ARR",
+ "evidenceIds": [
+ "QZX-ABOUT",
+ "QZX-HOME"
+ ],
+ "handling": "采用和效率宣传缺少底表；流程演示中的合同、收款、利润与客户经营数据不作企智芯收入。 成立仅据公司官网自述，未独立注册核查；不新增收入观测，不把缺项当零收入。"
+ },
+ {
+ "id": "AI087-R-MODEL",
+ "type": "企业AI软件与专业服务收入边界核查",
+ "company": "九昇智能（NineRise Intelligence）",
+ "scope": "companies",
+ "companyIds": [
+ "AI087"
+ ],
+ "summary": "咨询培训、定制实施与30/90天及年度陪跑服务；经常性软件许可、顾问与项目费须分开核",
+ "evidenceIds": [
+ "NR-ABOUT",
+ "NR-SERVICES",
+ "NR-TECH",
+ "NR-CASES",
+ "NR-PARTNER"
+ ],
+ "handling": "官网注明案例经营数据未经第三方审计；案例成果、包价及年度服务不作已确认ARR，未核收入数值。 成立仅据公司官网自述，未独立注册核查；不新增收入观测，不把缺项当零收入。"
+ },
+ {
+ "id": "KR-R-PHYSICAL-PENDING",
+ "type": "中文行业AI候选原始成立缺项",
+ "company": "合木智能、昆腾动力、寰宇心生",
+ "scope": "excluded-candidate",
+ "summary": "三项媒体发现的主营初分类与成立线索已登记，原始主体核验仍缺。",
+ "evidenceIds": [
+ "KR-HEMU",
+ "HEMU-REG-LEAD",
+ "KR-QUANTUM",
+ "QUANTUM-REG-LEAD",
+ "KR-WORLDMIND"
+ ],
+ "handling": "不把媒体/目录重复发布当多项独立确认；研究院早期积累、创始人履历、融资、客户产出和公司实际收入分别保留，不新增财务观测。"
+ },
+ {
+ "id": "AI088-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Ontem",
+ "scope": "companies",
+ "companyIds": [
+ "AI088"
+ ],
+ "summary": "应收软件与实施服务；未来融资服务与客户代收款需另列",
+ "evidenceIds": [
+ "SR26-ONTEM",
+ "SR26-ONTEM-HOME",
+ "SR26-ONTEM-TERMS"
+ ],
+ "handling": "signed ARR尚未核上线履约；销售管线和目标交易量不是公司收入。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI089-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Cybernetic Physics",
+ "scope": "companies",
+ "companyIds": [
+ "AI089"
+ ],
+ "summary": "机器人集成、部署及持续运维；硬件、实施和服务收入分拆待核",
+ "evidenceIds": [
+ "SR26-CYBERNETIC-PHYSICS",
+ "SR26-CYBERNETIC-PHYSICS-HOME"
+ ],
+ "handling": "投资机构页称live ARR；机器人项目与持续运营合同未取底表，订单台数与官网日志展示不作收入。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI090-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Lazyweb",
+ "scope": "companies",
+ "companyIds": [
+ "AI090"
+ ],
+ "summary": "产品增长软件与代理工作流；订阅、用量及实施费用需按合同核",
+ "evidenceIds": [
+ "SR26-LAZYWEB",
+ "SR26-LAZYWEB-HOME"
+ ],
+ "handling": "机构页称live ARR；官网示例工作区的月收入与客户增长演算不是Lazyweb自身收入。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI091-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Bota",
+ "scope": "companies",
+ "companyIds": [
+ "AI091"
+ ],
+ "summary": "录音硬件、API/软件及设备支持订阅；签约、出货和上线收入须拆分",
+ "evidenceIds": [
+ "SR26-BOTA",
+ "SR26-BOTA-HOME",
+ "SR26-BOTA-TERMS-ACCESS"
+ ],
+ "handling": "机构页标题$710K cARR、正文超过$700K contracted ARR；不当已实现ARR。官网订阅支持说明不证明合同已履约。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI092-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Elu",
+ "scope": "companies",
+ "companyIds": [
+ "AI092"
+ ],
+ "summary": "产品分析与代码修复软件，支持云/私有化部署；许可和实施合同待核",
+ "evidenceIds": [
+ "SR26-ELU",
+ "SR26-ELU-HOME"
+ ],
+ "handling": "仅有ARR增长倍数而无绝对金额；销售管线、接入公司数及估计客户价值不是Elu收入。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI093-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Athena（athena.lawyer）",
+ "scope": "companies",
+ "companyIds": [
+ "AI093"
+ ],
+ "summary": "固定法律服务费，AI作为内部交付工具；不是默认出售SaaS订阅",
+ "evidenceIds": [
+ "SR26-ATHENA",
+ "SR26-ATHENA-HOME",
+ "SR26-ATHENA-LEGAL"
+ ],
+ "handling": "承诺法律服务费不是已确认收入或ARR；客户关系包括design partners，不当全部付费客户。Legora旧ARR不继承。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI094-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "Tenera",
+ "scope": "companies",
+ "companyIds": [
+ "AI094"
+ ],
+ "summary": "用户模拟与产品研究软件；试点、订阅和服务分拆待核",
+ "evidenceIds": [
+ "SR26-TENERA",
+ "SR26-TENERA-HOME"
+ ],
+ "handling": "机构页称超过$300K ARR；试点合同、销售管线、创始人旧公司业绩和网页模拟转化不是Tenera收入。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "AI095-R-CONTRACT",
+ "type": "Speedrun收入与交付合同口径核查",
+ "company": "PreMan",
+ "scope": "companies",
+ "companyIds": [
+ "AI095"
+ ],
+ "summary": "测试/修复平台、SDK与托管服务；许可和用量收费待核",
+ "evidenceIds": [
+ "SR26-PREMAN",
+ "SR26-PREMAN-HOME",
+ "SR26-PREMAN-SDK"
+ ],
+ "handling": "机构页称$170K ARR；创始人Surt AI旧ARR另属其他企业，SDK公开不证明收入或整个产品性能。 成立、团队与业绩均按来源范围保留，不把原始资料可读当独立验证。"
+ },
+ {
+ "id": "NEXOR-R-CURRENCY",
+ "type": "历史币种标注纠正",
+ "company": "Nexor AI",
+ "scope": "companies",
+ "companyIds": [
+ "AI043"
+ ],
+ "summary": "将O046的USD与E103的美元表述更正为原文$、币种待核，原值及观测用途保留。",
+ "evidenceIds": [
+ "E103",
+ "NEXOR-CURRENCY-RECHECK"
+ ],
+ "handling": "不将美国公司、投资机构或$符号自动映射USD；旧历史图中的美元长度条相应不再绘制，不改支付平台MRR比较组。"
+ },
+ {
+ "id": "PHYSICAL-CAT-R-12",
+ "type": "主营分类与交付边界复核",
+ "company": "机器人初分类中的行业工具、服务及基础设施",
+ "scope": "companies",
+ "companyIds": [
+ "YC30191",
+ "YC30353",
+ "YC30559",
+ "YC31102",
+ "YC31158",
+ "YC31245",
+ "YC31346",
+ "YC31417",
+ "YC31481",
+ "YC31400",
+ "YC35850"
+ ],
+ "summary": "重读12项YC官方页面：10项按行业应用、2项按训练数据或云推理设施移类；本记录覆盖11项，Dayjob沿革及收入单列。",
+ "evidenceIds": [
+ "PHYSICAL-CAT-YC30191",
+ "PHYSICAL-CAT-YC30353",
+ "PHYSICAL-CAT-YC30559",
+ "PHYSICAL-CAT-YC31102",
+ "PHYSICAL-CAT-YC31158",
+ "PHYSICAL-CAT-YC31245",
+ "PHYSICAL-CAT-YC31346",
+ "PHYSICAL-CAT-YC31417",
+ "PHYSICAL-CAT-YC31481",
+ "PHYSICAL-CAT-YC31400",
+ "PHYSICAL-CAT-YC35850"
+ ],
+ "handling": "保留目录基础深度及原始928条发现来源。Axal当前AI程度待核，历史AI发布不自动代表当前主营；Saudara采购货值单列排除，性能宣传未变成独立评测。"
+ },
+ {
+ "id": "DAYJOB-R-COHORT",
+ "type": "公司成立、业务转型与收入里程碑边界",
+ "company": "Dayjob",
+ "scope": "companies",
+ "companyIds": [
+ "YC31370"
+ ],
+ "summary": "YC成立栏2025与同页2022年开始ERP、2025年转型的叙述并存；公司成立年份暂留空，按旧业务/转型对照保留，不作为明确2025—2026新公司。",
+ "evidenceIds": [
+ "PHYSICAL-CAT-YC31370"
+ ],
+ "handling": "保留原始发现审计year=2025，不反写历史候选账本；当前公司year=null。两项未标日期ARR仅供交叉核对，旧ERP收入、客户收益不进入ARR同期比较；法律主体和收入合同仍待核。"
+ },
+ {
+ "id": "TC25-POL-R-SCOPE",
+ "type": "完整可见名单登记与年份缺项",
+ "company": "2025政府及法律参赛名单候选",
+ "scope": "excluded-candidate",
+ "summary": "正文11项已逐项尝试原始链接，7项范围外/既有业务，4项年份或主体待核；没有新增主公司或收入。",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-APARTI-HOME",
+ "TC25-POL-APARTI-TERMS",
+ "TC25-POL-APARTI-ANTLER",
+ "TC25-POL-APARTI-YEAR-ACCESS",
+ "TC25-POL-ASCENDER-HOME",
+ "TC25-POL-BOT-HOME",
+ "TC25-POL-BOT-TERMS",
+ "TC25-POL-BOT-SEC-LEAD",
+ "TC25-POL-DEPTH-HOME",
+ "TC25-POL-DEPTH-PROFILE",
+ "TC25-POL-ILIAS-HOME",
+ "TC25-POL-ILIAS-HISTORY",
+ "TC25-POL-JUSTI-HOME",
+ "TC25-POL-JUSTI-PRESS",
+ "TC25-POL-ORCH-HOME",
+ "TC25-POL-ORCH-TEAM",
+ "TC25-POL-ORCH-YC-DISTINCT",
+ "TC25-POL-PONDEROSA-HOME",
+ "TC25-POL-PONDEROSA-PROFILE",
+ "TC25-POL-PYTHO-HOME",
+ "TC25-POL-PYTHO-PROFILE",
+ "TC25-POL-PYTHO-YEAR-ACCESS",
+ "TC25-POL-SHOTHAWK-HOME",
+ "TC25-POL-SHOTHAWK-PROFILE",
+ "TC25-POL-TORCH-HOME",
+ "TC25-POL-TORCH-PROFILE"
+ ],
+ "handling": "参赛年、成立年、转型与更名分开；Orchestra同名不同域名不关联，JustiGuide两年声明冲突保留。限制、访问失败和检索线索明记，标价、示例金额、融资与客户价值不进ARR。"
+ },
+ {
+ "id": "TC25-FIN-R-SCOPE",
+ "type": "完整可见名单登记与财务边界",
+ "company": "2025金融及房地产参赛名单候选",
+ "scope": "excluded-candidate",
+ "summary": "14项均尝试原始链接：11项范围外/既有业务，ticker、Investwise及Soundspace 3项主体/年份/AI相关性待核；没有新增主公司或收入。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-CLOX-HOME",
+ "TC25-FIN-CLOX-YEAR",
+ "TC25-FIN-CYPHR-HOME",
+ "TC25-FIN-CYPHR-YEAR",
+ "TC25-FIN-IDENTIFEE-HOME",
+ "TC25-FIN-IDENTIFEE-YEAR",
+ "TC25-FIN-KRUNCHER-HOME",
+ "TC25-FIN-KRUNCHER-YEAR",
+ "TC25-FIN-LOOTLOCK-HOME",
+ "TC25-FIN-LOOTLOCK-TERMS",
+ "TC25-FIN-MUSE-HOME",
+ "TC25-FIN-MUSE-YEAR",
+ "TC25-FIN-TICKER-HOME-ACCESS",
+ "TC25-FIN-TICKER-PROFILE-ACCESS",
+ "TC25-FIN-GENIA-HOME",
+ "TC25-FIN-GENIA-YEAR",
+ "TC25-FIN-INVESTWISE-HOME-ACCESS",
+ "TC25-FIN-SMARTBRICKS-HOME",
+ "TC25-FIN-SMARTBRICKS-YEAR",
+ "TC25-FIN-SOUNDSPACE-HOME",
+ "TC25-FIN-SOUNDSPACE-TERMS",
+ "TC25-FIN-SURFAICE-HOME",
+ "TC25-FIN-SURFAICE-INVESTOR",
+ "TC25-FIN-UNLISTED-HOME",
+ "TC25-FIN-UNLISTED-YEAR",
+ "TC25-FIN-ZOWN-HOME",
+ "TC25-FIN-ZOWN-YEAR"
+ ],
+ "handling": "当前官网业务优先于旧描述，订阅、结果收费、地产经纪和AI辅助人工服务分开。标价、ACME演示财务、贷款、存款、房产估值、客户收入和返佣不导入公司ARR；访问失败保留缺项。"
+ },
+ {
+ "id": "TC25-BIO-R-SCOPE",
+ "type": "生物技术名单、研发与收入边界",
+ "company": "2025生物技术参赛候选",
+ "scope": "excluded-candidate",
+ "summary": "逐项登记9项：8项范围外/既有业务，1项主体对应待核；没有新增主公司或收入。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-CASNX-HOME",
+ "TC25-BIO-CASNX-YEAR",
+ "TC25-BIO-CHIPIRON-HOME",
+ "TC25-BIO-EXACTICS-HOME",
+ "TC25-BIO-EXACTICS-YEAR",
+ "TC25-BIO-AVARA-ACCESS",
+ "TC25-BIO-AVARA-TERMS-ACCESS",
+ "TC25-BIO-LUMOS-REGISTRY",
+ "TC25-BIO-MIRAQULES-HOME",
+ "TC25-BIO-NEPHROGEN-HOME",
+ "TC25-BIO-NEPHROGEN-YC",
+ "TC25-BIO-PRAXISPRO-HOME",
+ "TC25-BIO-PRAXISPRO-YEAR",
+ "TC25-BIO-REMED-HOME",
+ "TC25-BIO-REMED-HISTORY",
+ "TC25-BIO-REMED-YEAR-ACCESS",
+ "TC25-BIO-SURGICURE-HOME",
+ "TC25-BIO-SURGICURE-SEC"
+ ],
+ "handling": "生物技术不直接等AI；治疗、医疗硬件、试剂及商业培训软件按交付分开。论文、临床计划、审批目标、专利、融资、赞助及客户ROI不作已实现ARR或独立验证。Nephrogen批次冲突、Avara空白条款与同名登记、REME-D机构访问缺项保留。"
+ },
+ {
+ "id": "SR25-R-HOTBOX",
+ "type": "成立、交付与收入归属核查",
+ "company": "Hotbox",
+ "scope": "companies",
+ "companyIds": [
+ "AI096"
+ ],
+ "summary": "同页标题$450K ARR与正文pre-launch $350K ARR并存，时序未知，均仅交叉核对；$4M管线、客户成交和创始人旧公司业绩排除。",
+ "evidenceIds": [
+ "SR25-HOTBOX",
+ "SR25-HOTBOX-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-ONEGC",
+ "type": "成立、交付与收入归属核查",
+ "company": "OneGC",
+ "scope": "companies",
+ "companyIds": [
+ "AI097"
+ ],
+ "summary": "机构页$1.18M以上ARR旁列420K试点，覆盖关系未清；不相加或相减推付费ARR。机构年订阅额度描述与当前官网固定月费并列，律所与平台收入拆分待核。",
+ "evidenceIds": [
+ "SR25-ONEGC",
+ "SR25-ONEGC-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-OMI-HEALTH",
+ "type": "成立、交付与收入归属核查",
+ "company": "Omi Health",
+ "scope": "companies",
+ "companyIds": [
+ "AI098"
+ ],
+ "summary": "机构把2000人等待名单折算约$1M estimated ARR，并非已收费收入；当前官网4000多宠物家庭不证明付费人数。Ritual旧ARR排除。",
+ "evidenceIds": [
+ "SR25-OMI-HEALTH",
+ "SR25-OMI-HEALTH-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-FIRST-VOYAGE",
+ "type": "成立、交付与收入归属核查",
+ "company": "First Voyage（Momo）",
+ "scope": "companies",
+ "companyIds": [
+ "AI099"
+ ],
+ "summary": "机构的任务完成量与次日留存不等付费或收入；$1.5M ARR属于创始人此前Coachify，不归First Voyage。",
+ "evidenceIds": [
+ "SR25-FIRST-VOYAGE",
+ "SR25-FIRST-VOYAGE-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-DRS",
+ "type": "成立、交付与收入归属核查",
+ "company": "DRS",
+ "scope": "companies",
+ "companyIds": [
+ "AI100"
+ ],
+ "summary": "机构自述三款应用合计$1.3M ARR，第二款$400K是产品里程碑，不能再次相加；创始人旧公司ARR、收购金额与人数排除。",
+ "evidenceIds": [
+ "SR25-DRS",
+ "SR25-DRS-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-HAMMOCK",
+ "type": "成立、交付与收入归属核查",
+ "company": "Hammock",
+ "scope": "companies",
+ "companyIds": [
+ "AI101"
+ ],
+ "summary": "机构旧描述侧重公司健康保险，当前官网侧重HSA/FSA与福利账户管理；$50M ARR属Berry Street、$1B属WeightWatchers履历，均不归Hammock。",
+ "evidenceIds": [
+ "SR25-HAMMOCK",
+ "SR25-HAMMOCK-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-CEDAR",
+ "type": "成立、交付与收入归属核查",
+ "company": "Cedar（招聘网络）",
+ "scope": "companies",
+ "companyIds": [
+ "AI102"
+ ],
+ "summary": "机构标题$2.5M contracted revenue与正文closed $3M并存，无期间、确认或经常性定义；均不作实际ARR。Hootsuite旧ARR及客户招聘成本排除。",
+ "evidenceIds": [
+ "SR25-CEDAR",
+ "SR25-CEDAR-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-LOOPS-AI",
+ "type": "成立、交付与收入归属核查",
+ "company": "Loops AI（loopsai.com）",
+ "scope": "companies",
+ "companyIds": [
+ "AI103"
+ ],
+ "summary": "CEO履历中的当前Loops $500K以上ARR仅自述；客户部署$10M以上销售不等Loops收入，70多客户和试点也不等全部付费。",
+ "evidenceIds": [
+ "SR25-LOOPS-AI",
+ "SR25-LOOPS-AI-HOME"
+ ],
+ "handling": "成立年、员工数及收入均保留来源属性；原文$不自动当USD，无日历财务截至日不进入同期样本。创始人旧公司业绩、客户收益、试点/签约、管线、标价与已实现经常性收入分开；技术证据仅自述。"
+ },
+ {
+ "id": "SR25-R-BOUNDARY",
+ "type": "机构选样与目录覆盖边界",
+ "company": "Speedrun 2025定向公司",
+ "scope": "dataset",
+ "summary": "新增8项机构Founded 2025公司；详情页可读不证明动态目录全部覆盖。",
+ "evidenceIds": [
+ "SR25-DIRECTORY-ACCESS"
+ ],
+ "handling": "保留目录外壳及浏览器超时缺项，8项来自公开详情页定向核查；收入声明不作独立验证，未补币种和日历时点前均不进入同期分布。"
+ },
+ {
+ "id": "AGENT-CAT-R-26",
+ "type": "Agent设施与实际交付分类复核",
+ "company": "原Agent设施规则初分中的26家公司",
+ "scope": "companies",
+ "companyIds": [
+ "YC30451",
+ "YC30515",
+ "YC30549",
+ "YC30606",
+ "YC30625",
+ "YC30626",
+ "YC30646",
+ "YC30710",
+ "YC30740",
+ "YC30756",
+ "YC30782",
+ "YC30859",
+ "YC30960",
+ "YC30986",
+ "YC31200",
+ "YC31206",
+ "YC31217",
+ "YC31231",
+ "YC31253",
+ "YC31262",
+ "YC31518",
+ "YC31557",
+ "YC35521",
+ "YC36016",
+ "YC36777"
+ ],
+ "summary": "26项均重读YC当前主营及相关发布：20项保留C03，6项移为模型、呼叫运营、行业金融或企业流程应用；Multiplier成立/品牌和收入单列，本记录关联其余25项。",
+ "evidenceIds": [
+ "AGENT-CAT-YC30451",
+ "AGENT-CAT-YC30515",
+ "AGENT-CAT-YC30549",
+ "AGENT-CAT-YC30606",
+ "AGENT-CAT-YC30625",
+ "AGENT-CAT-YC30626",
+ "AGENT-CAT-YC30646",
+ "AGENT-CAT-YC30710",
+ "AGENT-CAT-YC30740",
+ "AGENT-CAT-YC30756",
+ "AGENT-CAT-YC30782",
+ "AGENT-CAT-YC30859",
+ "AGENT-CAT-YC30960",
+ "AGENT-CAT-YC30986",
+ "AGENT-CAT-YC31200",
+ "AGENT-CAT-YC31206",
+ "AGENT-CAT-YC31217",
+ "AGENT-CAT-YC31231",
+ "AGENT-CAT-YC31253",
+ "AGENT-CAT-YC31262",
+ "AGENT-CAT-YC31518",
+ "AGENT-CAT-YC31557",
+ "AGENT-CAT-YC35521",
+ "AGENT-CAT-YC36016",
+ "AGENT-CAT-YC36777",
+ "AGENT-HOME-YC31518",
+ "AGENT-HOME-YC31262",
+ "AGENT-HOME-YC31206",
+ "AGENT-HOME-YC30782"
+ ],
+ "handling": "法律主体、实际交付和技术性能未独立核；Tecto/Acrely的Inactive与Metis的Acquired注明来源，不推断注销或持续经营。旧发布、标价、客户项目及创始人历史业绩不作公司收入。"
+ },
+ {
+ "id": "MULTIPLIER-R-COHORT",
+ "type": "金融专业交付、品牌沿革与收入口径",
+ "company": "Multiplier",
+ "scope": "companies",
+ "companyIds": [
+ "YC31343"
+ ],
+ "summary": "从目录深化为金融研究软件加定制部署的个案，YC旧WithAI发布与当前Multiplier官网对应；保留原始2026成立快照，精确主体未核。",
+ "evidenceIds": [
+ "AGENT-CAT-YC31343",
+ "AGENT-HOME-YC31343"
+ ],
+ "handling": "100K以上ARR仅自述，未给日历截至日或币种，不纳入同期收入；六基金使用、250M—5B客户资产范围和客户效率不是公司ARR。保留原始目录来源，不新增第二家公司。"
+ },
+ {
+ "id": "MR2-R-MR017",
+ "type": "平台样本、经营模式与财务边界",
+ "company": "LLM Gateway",
+ "scope": "companies",
+ "companyIds": [
+ "MR017"
+ ],
+ "summary": "成立年份为平台经营者资料；MRR为9月历史快照且连接过期，充值、使用、供应商成本和订阅须拆分，不能当当前纯SaaS净收入。 官网条款自述Polar Lights LLC，精确注册和支付账户合并范围未核。",
+ "evidenceIds": [
+ "MR2-LLM-WEB",
+ "MR2-LLM-MD",
+ "MR2-LLM-HOME",
+ "MR2-LLM-TERMS",
+ "MR2-LLM-PRICE",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "handling": "平台显示数字仅代表所连账户与时间快照；同名实体、法律起步、完整收入、利润及重复账户仍需核验。支付平台公式可不同，快照差异不单独证明造假；MRR年化仅参考。"
+ },
+ {
+ "id": "MR2-R-MR018",
+ "type": "平台样本、经营模式与财务边界",
+ "company": "Gomotion AI（TrustMRR iker）",
+ "scope": "companies",
+ "companyIds": [
+ "MR018"
+ ],
+ "summary": "平台2026年7月起步字段，非工商确认；网页与Markdown缓存有不同同步时点，较早数值另列。 本轮仅平台产品记录，无独立官网/注册主体证明；不与同名其他公司合并。",
+ "evidenceIds": [
+ "MR2-GOMO-WEB",
+ "MR2-GOMO-MD",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "handling": "平台显示数字仅代表所连账户与时间快照；同名实体、法律起步、完整收入、利润及重复账户仍需核验。支付平台公式可不同，快照差异不单独证明造假；MRR年化仅参考。"
+ },
+ {
+ "id": "MR2-R-MR019",
+ "type": "平台样本、经营模式与财务边界",
+ "company": "Promptwise（promptwise.com）",
+ "scope": "companies",
+ "companyIds": [
+ "MR019"
+ ],
+ "summary": "平台团队为11—25范围，精确人数留空；收入快照与期间表金额不同，保留差异，不混入MRR或据此推断虚报。 官网和条款自述ZeroTen Media Inc；2025年12月为平台产品起步字段，主体注册与财务合并范围未核。",
+ "evidenceIds": [
+ "MR2-PROMPT-WEB",
+ "MR2-PROMPT-MD",
+ "MR2-PROMPT-HOME",
+ "MR2-PROMPT-TERMS",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "handling": "平台显示数字仅代表所连账户与时间快照；同名实体、法律起步、完整收入、利润及重复账户仍需核验。支付平台公式可不同，快照差异不单独证明造假；MRR年化仅参考。"
+ },
+ {
+ "id": "MR2-R-METHOD",
+ "type": "平台字段、缓存和可比样本边界",
+ "company": "TrustMRR公开平台样本",
+ "scope": "dataset",
+ "summary": "文档补足USD字段及公开缓存/访问边界；本轮只定向3项，不是全平台或全部2025—2026公司。",
+ "evidenceIds": [
+ "MR2-USD",
+ "MR2-METHOD",
+ "MR2-ACCESS"
+ ],
+ "handling": "不注册账户、不读取认证历史。原始$资料与平台归一USD指标分开；7日与90日窗口按同步日期，近期过期快照可按日期保留但明确失效，不当当前连接或审计。"
+ },
+ {
+ "id": "FOLLOWUP-R-APARTI",
+ "type": "候选成立补证与主表关联",
+ "company": "Aparti",
+ "scope": "companies",
+ "companyIds": [
+ "AI104"
+ ],
+ "summary": "公司自述主页可读2025成立，原候选关联主表；精确登记仍缺。",
+ "evidenceIds": [
+ "FOLLOWUP-APARTI-YEAR",
+ "FOLLOWUP-APARTI-HOME",
+ "FOLLOWUP-APARTI-TERMS",
+ "FOLLOWUP-APARTI-DEALROOM",
+ "TC25-POL-APARTI-ANTLER"
+ ],
+ "handling": "公司自述、上线时间和法律注册分开。Amie不重复新增公司，客户收费回收、律师收入与融资估值不导入公司ARR；原始访问缺项记录不删除。"
+ },
+ {
+ "id": "FOLLOWUP-R-PAZI",
+ "type": "既有业务延续与品牌迭代",
+ "company": "Pazi / Pythagora",
+ "scope": "excluded-candidate",
+ "summary": "投资方2024记录、旧域名跳转与现运营条款补足既有业务链；从年份待核移为范围外，不新增公司。",
+ "evidenceIds": [
+ "FOLLOWUP-PAZI-INVESTOR",
+ "FOLLOWUP-PAZI-REDIRECT",
+ "FOLLOWUP-PAZI-OPERATOR",
+ "PAZI-YC"
+ ],
+ "handling": "保留YC字段冲突，未改成精确2023/2024注册日。服务余额、广告支出、提现流水和公司收入分开，不移用旧品牌财务。"
+ },
+ {
+ "id": "FOLLOWUP-R-CAPY",
+ "type": "已核销售法人但创业沿革待核",
+ "company": "Happycapy / Trickle",
+ "scope": "excluded-candidate",
+ "summary": "已补iOS销售方与ACRA注册日，候选仍保留网页主体及旧业务沿革缺项。",
+ "evidenceIds": [
+ "FOLLOWUP-CAPY-SELLER",
+ "FOLLOWUP-CAPY-ACRA",
+ "PH-TRICKLE-HOME",
+ "PH-TRICKLE-PROFILE",
+ "PH-HAPPYCAPY-TERMS"
+ ],
+ "handling": "登记日、品牌发布、团队历史及网页签约主体分别记录；不据新的销售法人把旧创业或旧ARR当2025新公司，不从商店标价推收入。"
+ },
+ {
+ "id": "FOLLOWUP-R-PYTHO",
+ "type": "旧业务起步与首次亮相分开",
+ "company": "Pytho AI",
+ "scope": "excluded-candidate",
+ "summary": "补官网新闻与原始采访对应，确认范围外既有业务。",
+ "evidenceIds": [
+ "FOLLOWUP-PYTHO-PRESS-LINK",
+ "FOLLOWUP-PYTHO-ORIGINAL-YEAR"
+ ],
+ "handling": "起步叙述非注册确认；未新增主公司、收入或技术性能记录，媒体及采购平台金额不当实际ARR。"
+ },
+ {
+ "id": "C02-BOUNDARY-R-13",
+ "type": "算力与模型设施分类边界复核",
+ "company": "原C02规则初分中的13家公司",
+ "scope": "companies",
+ "companyIds": [
+ "YC30474",
+ "YC30491",
+ "YC30613",
+ "YC30649",
+ "YC30717",
+ "YC30744",
+ "YC31362",
+ "YC32154",
+ "YC33278",
+ "YC33573",
+ "YC34959",
+ "YC35392",
+ "YC36048"
+ ],
+ "summary": "定向重读13项YC资料及2项官网：RunRL和Lilac保留C02；Blank Bio移行业基础模型C01，Dydema移个人交互应用C09，其余9项移专业应用C07（含产品信息仍不足的Iron Grid暂分类）。原52项规则初分尚余39项，不代表本类别全量已复核。",
+ "evidenceIds": [
+ "C02-BOUNDARY-YC30474",
+ "C02-BOUNDARY-YC30491",
+ "C02-BOUNDARY-YC30613",
+ "C02-BOUNDARY-YC30649",
+ "C02-BOUNDARY-YC30717",
+ "C02-BOUNDARY-YC30744",
+ "C02-BOUNDARY-YC31362",
+ "C02-BOUNDARY-YC32154",
+ "C02-BOUNDARY-YC33278",
+ "C02-BOUNDARY-YC33573",
+ "C02-BOUNDARY-YC34959",
+ "C02-BOUNDARY-YC35392",
+ "C02-BOUNDARY-YC36048",
+ "C02-HOME-YC30717",
+ "C02-HOME-YC30613"
+ ],
+ "handling": "以实际交付而非客户产业、实现方式或单个关键词判断；GPU合约/运维、EDA软件、实体设备、保险及金融BPO分别标注商业模式。无新收入金额或技术等级，原成立/团队快照及财务观测保留，后续核法律主体、合同和经营状态。"
+ },
+ {
+ "id": "C02-FULL-R-39",
+ "type": "剩余模型设施规则初分类逐项复核",
+ "company": "原C02剩余39项规则初分",
+ "scope": "companies",
+ "companyIds": [
+ "YC30501",
+ "YC30503",
+ "YC30605",
+ "YC30608",
+ "YC30645",
+ "YC30647",
+ "YC30770",
+ "YC30876",
+ "YC30883",
+ "YC31088",
+ "YC31128",
+ "YC31137",
+ "YC31145",
+ "YC31164",
+ "YC31171",
+ "YC31191",
+ "YC31219",
+ "YC31223",
+ "YC31250",
+ "YC31276",
+ "YC31359",
+ "YC31396",
+ "YC32130",
+ "YC32133",
+ "YC32134",
+ "YC32259",
+ "YC32517",
+ "YC32988",
+ "YC33051",
+ "YC33054",
+ "YC33250",
+ "YC34794",
+ "YC35191",
+ "YC35263",
+ "YC35265",
+ "YC36908",
+ "YC36974",
+ "YC37566"
+ ],
+ "summary": "本轮39项公开YC主营及所附相关发布均读取，补4项现官网。26项保留C02，13项移至企业工作、个人终端、Agent设施或能源工程；CoArena财务单列关联核查。至此此前52项C02规则初分均有人工复核，不代表这些公司的主体、技术、合同、财务已完整核验，也不代表全部来源覆盖。",
+ "evidenceIds": [
+ "C02-FULL-YC30501",
+ "C02-FULL-YC30503",
+ "C02-FULL-YC30605",
+ "C02-FULL-YC30608",
+ "C02-FULL-YC30645",
+ "C02-FULL-YC30647",
+ "C02-FULL-YC30770",
+ "C02-FULL-YC30876",
+ "C02-FULL-YC30883",
+ "C02-FULL-YC31088",
+ "C02-FULL-YC31128",
+ "C02-FULL-YC31137",
+ "C02-FULL-YC31145",
+ "C02-FULL-YC31164",
+ "C02-FULL-YC31171",
+ "C02-FULL-YC31191",
+ "C02-FULL-YC31219",
+ "C02-FULL-YC31223",
+ "C02-FULL-YC31250",
+ "C02-FULL-YC31276",
+ "C02-FULL-YC31359",
+ "C02-FULL-YC31396",
+ "C02-FULL-YC32130",
+ "C02-FULL-YC32133",
+ "C02-FULL-YC32134",
+ "C02-FULL-YC32259",
+ "C02-FULL-YC32517",
+ "C02-FULL-YC32988",
+ "C02-FULL-YC33051",
+ "C02-FULL-YC33054",
+ "C02-FULL-YC33250",
+ "C02-FULL-YC34794",
+ "C02-FULL-YC35191",
+ "C02-FULL-YC35263",
+ "C02-FULL-YC35265",
+ "C02-FULL-YC36908",
+ "C02-FULL-YC36974",
+ "C02-FULL-YC37566",
+ "C02-CURRENT-HOME-YC30503",
+ "C02-CURRENT-HOME-YC35263",
+ "C02-CURRENT-HOME-YC33250",
+ "C02-CURRENT-HOME-YC31359"
+ ],
+ "handling": "当前主营优先，旧发布保留沿革；RL环境/训练数据、推理芯片与云、优化服务、湿实验数据、工作台、终端硬件和能源系统分别标明交付。Datoric近七位数仅定性记录，不填精确数字或年化；River演示财务及前雇主收入排除。"
+ },
+ {
+ "id": "COARENA-R-REVENUE",
+ "type": "竞技场累计收入与免费/付费边界复核",
+ "company": "CoArena",
+ "scope": "companies",
+ "companyIds": [
+ "YC33738"
+ ],
+ "summary": "CoArena从目录深化为Agent评测个案，保留原始目录来源。发布中60000收入为约两周累计自述，币种、确认及Coasty/数据服务边界留缺。",
+ "evidenceIds": [
+ "C02-FULL-YC33738",
+ "COARENA-REVENUE-LAUNCH"
+ ],
+ "handling": "不把累计收入当MRR、乘12或52/2推ARR；免费竞技场和收入并存不单独证明异常。成绩仅公司自述，没有第三方验证升级。"
+ },
+ {
+ "id": "C04-CAT-R-40",
+ "type": "软件开发规则初分类与交付模式复核",
+ "company": "原C04规则初分中的40家公司",
+ "scope": "companies",
+ "companyIds": [
+ "YC30354",
+ "YC30404",
+ "YC30411",
+ "YC30477",
+ "YC30506",
+ "YC30523",
+ "YC30532",
+ "YC30548",
+ "YC30562",
+ "YC30630",
+ "YC30634",
+ "YC30675",
+ "YC30688",
+ "YC30720",
+ "YC30875",
+ "YC30929",
+ "YC30942",
+ "YC30954",
+ "YC31046",
+ "YC31082",
+ "YC31118",
+ "YC31174",
+ "YC31210",
+ "YC31222",
+ "YC31275",
+ "YC31292",
+ "YC31332",
+ "YC31380",
+ "YC31395",
+ "YC31458",
+ "YC31463",
+ "YC31495",
+ "YC31570",
+ "YC32193",
+ "YC32619",
+ "YC33177",
+ "YC33838",
+ "YC35289",
+ "YC35292",
+ "YC38391"
+ ],
+ "summary": "40项YC当前主营及相关发布节选已读，另补8项现官网；31项保留软件开发，9项按实际产出移为训练数据、模型优化、Agent设施、专业工程/医疗或增长运营。只完成这一组规则初分类复核，不代表全部公司技术、法律主体、交付和财务已核验。",
+ "evidenceIds": [
+ "C04-CAT-YC30354",
+ "C04-CAT-YC30404",
+ "C04-CAT-YC30411",
+ "C04-CAT-YC30477",
+ "C04-CAT-YC30506",
+ "C04-CAT-YC30523",
+ "C04-CAT-YC30532",
+ "C04-CAT-YC30548",
+ "C04-CAT-YC30562",
+ "C04-CAT-YC30630",
+ "C04-CAT-YC30634",
+ "C04-CAT-YC30675",
+ "C04-CAT-YC30688",
+ "C04-CAT-YC30720",
+ "C04-CAT-YC30875",
+ "C04-CAT-YC30929",
+ "C04-CAT-YC30942",
+ "C04-CAT-YC30954",
+ "C04-CAT-YC31046",
+ "C04-CAT-YC31082",
+ "C04-CAT-YC31118",
+ "C04-CAT-YC31174",
+ "C04-CAT-YC31210",
+ "C04-CAT-YC31222",
+ "C04-CAT-YC31275",
+ "C04-CAT-YC31292",
+ "C04-CAT-YC31332",
+ "C04-CAT-YC31380",
+ "C04-CAT-YC31395",
+ "C04-CAT-YC31458",
+ "C04-CAT-YC31463",
+ "C04-CAT-YC31495",
+ "C04-CAT-YC31570",
+ "C04-CAT-YC32193",
+ "C04-CAT-YC32619",
+ "C04-CAT-YC33177",
+ "C04-CAT-YC33838",
+ "C04-CAT-YC35289",
+ "C04-CAT-YC35292",
+ "C04-CAT-YC38391",
+ "C04-HOME-YC30506",
+ "C04-HOME-YC31463",
+ "C04-HOME-YC31458",
+ "C04-HOME-YC30630",
+ "C04-HOME-YC30532",
+ "C04-HOME-YC31275",
+ "C04-HOME-YC32619",
+ "C04-HOME-YC30523"
+ ],
+ "handling": "应用生成、代码评审、QA、持续安全测试、DevOps、工程协作、固件和服务型工厂分别写商业模式。旧MCP/账单/办公/网页API产品与当前主营分开；融资、前公司ARR、避免损失、客户估值、演示金额和免费使用不作公司收入，本轮不新增财务观测或技术等级。"
+ },
+ {
+ "id": "C10-FULL-R-38",
+ "type": "剩余机器人规则初分类及实体交付复核",
+ "company": "原C10剩余38项规则初分",
+ "scope": "companies",
+ "companyIds": [
+ "YC30430",
+ "YC30434",
+ "YC30509",
+ "YC30511",
+ "YC30624",
+ "YC30662",
+ "YC30703",
+ "YC30712",
+ "YC30728",
+ "YC30928",
+ "YC30930",
+ "YC30947",
+ "YC30987",
+ "YC30991",
+ "YC31180",
+ "YC31224",
+ "YC31226",
+ "YC31232",
+ "YC31285",
+ "YC31325",
+ "YC31333",
+ "YC31341",
+ "YC31366",
+ "YC31369",
+ "YC31415",
+ "YC31509",
+ "YC31569",
+ "YC32156",
+ "YC32716",
+ "YC33022",
+ "YC33053",
+ "YC33349",
+ "YC35454",
+ "YC35652",
+ "YC36776",
+ "YC36840",
+ "YC38492"
+ ],
+ "summary": "38项YC当前主营及发布节选已读，另6项官网正文与4项访问缺项分别记录。27项保留机器人，11项按数据/训练、评测、模型、专业软件或现场服务移类，OctaPulse合同另列核查。只完成该组主营初分，不代表全部公司技术、主体、量产或财务核验完成。",
+ "evidenceIds": [
+ "C10-FULL-YC30430",
+ "C10-FULL-YC30434",
+ "C10-FULL-YC30509",
+ "C10-FULL-YC30511",
+ "C10-FULL-YC30624",
+ "C10-FULL-YC30662",
+ "C10-FULL-YC30703",
+ "C10-FULL-YC30712",
+ "C10-FULL-YC30728",
+ "C10-FULL-YC30928",
+ "C10-FULL-YC30930",
+ "C10-FULL-YC30947",
+ "C10-FULL-YC30987",
+ "C10-FULL-YC30991",
+ "C10-FULL-YC31180",
+ "C10-FULL-YC31224",
+ "C10-FULL-YC31226",
+ "C10-FULL-YC31232",
+ "C10-FULL-YC31285",
+ "C10-FULL-YC31325",
+ "C10-FULL-YC31333",
+ "C10-FULL-YC31341",
+ "C10-FULL-YC31366",
+ "C10-FULL-YC31369",
+ "C10-FULL-YC31415",
+ "C10-FULL-YC31509",
+ "C10-FULL-YC31569",
+ "C10-FULL-YC32156",
+ "C10-FULL-YC32716",
+ "C10-FULL-YC33022",
+ "C10-FULL-YC33053",
+ "C10-FULL-YC33349",
+ "C10-FULL-YC35454",
+ "C10-FULL-YC35652",
+ "C10-FULL-YC36776",
+ "C10-FULL-YC36840",
+ "C10-FULL-YC38492",
+ "C10-CURRENT-HOME-YC32156",
+ "C10-CURRENT-HOME-YC33349",
+ "C10-CURRENT-HOME-YC36840",
+ "C10-CURRENT-HOME-YC31333",
+ "C10-CURRENT-HOME-YC31366",
+ "C10-CURRENT-HOME-YC30712",
+ "C10-CURRENT-HOME-YC31341",
+ "C10-CURRENT-HOME-YC30947",
+ "C10-CURRENT-HOME-YC36776"
+ ],
+ "handling": "设备销售、按时/按月/按完成工作收费、人工接管、机器人部件、模型/数据及运维服务分别标记。未来2027部署、原型、预售、LOI与验收回款分开；旧Riff/Thesis/Spatial AI/Instance等沿革、前雇主成果和客户成本不归当前公司收入。"
+ },
+ {
+ "id": "OCTAPULSE-R-CONTRACT",
+ "type": "水产视觉产品、机器人路线图与合同口径",
+ "company": "OctaPulse",
+ "scope": "companies",
+ "companyIds": [
+ "YC31141"
+ ],
+ "summary": "从目录深化为行业应用个案，保留原目录来源。当前两项视觉/数字孪生产品与未来机器人单元分开，旧六位数年合同和现付费试点只记录一次数量级信号。",
+ "evidenceIds": [
+ "C10-FULL-YC31141",
+ "C10-CURRENT-HOME-YC31141",
+ "OCTAPULSE-CONTRACT-LAUNCH"
+ ],
+ "handling": "合同与试点均未核回款或收入确认，revenueStatus仍unknown；无币种与准确金额，不进入MRR/ARR比较，未把paid字样转成已确认年度收入。官网空壳缺项、法律主体和技术自述限制保留。"
+ },
+ {
+ "id": "CONSUMER-CAT-R-45",
+ "type": "创意与消费者规则初分类及交付复核",
+ "company": "原C08/C09规则初分中的45家公司",
+ "scope": "companies",
+ "companyIds": [
+ "YC30314",
+ "YC30329",
+ "YC30518",
+ "YC30569",
+ "YC30637",
+ "YC30697",
+ "YC30700",
+ "YC30737",
+ "YC30759",
+ "YC30789",
+ "YC30797",
+ "YC30861",
+ "YC30885",
+ "YC30910",
+ "YC30958",
+ "YC30966",
+ "YC31013",
+ "YC31023",
+ "YC31140",
+ "YC31157",
+ "YC31192",
+ "YC31300",
+ "YC31302",
+ "YC31306",
+ "YC31349",
+ "YC31373",
+ "YC31376",
+ "YC31421",
+ "YC31480",
+ "YC31524",
+ "YC31572",
+ "YC32129",
+ "YC32160",
+ "YC32221",
+ "YC34134",
+ "YC35260",
+ "YC35356",
+ "YC35950",
+ "YC37467",
+ "YC37732",
+ "YC38127"
+ ],
+ "summary": "45项YC当前主营及相关发布节选已读，12项官网入口分为6正文可读、6缺项；19项保留原类、26项按专业工程、软件、营销、数据及Agent设施等移类。Pingo/Semiotic/TryNearby经营与Phone Harness技术材料单列核查。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC30314",
+ "CONSUMER-CAT-YC30329",
+ "CONSUMER-CAT-YC30518",
+ "CONSUMER-CAT-YC30569",
+ "CONSUMER-CAT-YC30637",
+ "CONSUMER-CAT-YC30697",
+ "CONSUMER-CAT-YC30700",
+ "CONSUMER-CAT-YC30737",
+ "CONSUMER-CAT-YC30759",
+ "CONSUMER-CAT-YC30789",
+ "CONSUMER-CAT-YC30797",
+ "CONSUMER-CAT-YC30861",
+ "CONSUMER-CAT-YC30885",
+ "CONSUMER-CAT-YC30910",
+ "CONSUMER-CAT-YC30958",
+ "CONSUMER-CAT-YC30966",
+ "CONSUMER-CAT-YC31013",
+ "CONSUMER-CAT-YC31023",
+ "CONSUMER-CAT-YC31140",
+ "CONSUMER-CAT-YC31157",
+ "CONSUMER-CAT-YC31192",
+ "CONSUMER-CAT-YC31300",
+ "CONSUMER-CAT-YC31302",
+ "CONSUMER-CAT-YC31306",
+ "CONSUMER-CAT-YC31349",
+ "CONSUMER-CAT-YC31373",
+ "CONSUMER-CAT-YC31376",
+ "CONSUMER-CAT-YC31421",
+ "CONSUMER-CAT-YC31480",
+ "CONSUMER-CAT-YC31524",
+ "CONSUMER-CAT-YC31572",
+ "CONSUMER-CAT-YC32129",
+ "CONSUMER-CAT-YC32160",
+ "CONSUMER-CAT-YC32221",
+ "CONSUMER-CAT-YC34134",
+ "CONSUMER-CAT-YC35260",
+ "CONSUMER-CAT-YC35356",
+ "CONSUMER-CAT-YC35950",
+ "CONSUMER-CAT-YC37467",
+ "CONSUMER-CAT-YC37732",
+ "CONSUMER-CAT-YC38127",
+ "CONSUMER-HOME-01",
+ "CONSUMER-HOME-02",
+ "CONSUMER-HOME-03",
+ "CONSUMER-HOME-04",
+ "CONSUMER-HOME-05",
+ "CONSUMER-HOME-09",
+ "CONSUMER-HOME-10",
+ "CONSUMER-HOME-12"
+ ],
+ "handling": "consumer/design/audio是任务或下游行业时不据此认定B2C或创意；当前产品与旧发布分开。DesignArena创作/评测、Martini领域API与通用运行设施、Egoist上下文与未来硬件均标双线/待拆收入，暂分类不当完整尽调。"
+ },
+ {
+ "id": "CONSUMER-R-PINGO",
+ "type": "历史经营指标与当前收入边界",
+ "company": "Pingo",
+ "scope": "companies",
+ "companyIds": [
+ "YC30582"
+ ],
+ "summary": "2025年7月自述MRR为原文$200000，发布时称累计30万用户。 原目录来源保留，不新增重复公司。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC30582",
+ "CONSUMER-HOME-06",
+ "CONSUMER-INCOME-PINGO"
+ ],
+ "handling": "币种、精确财务日和2026当前收入未核，MRR非当月收款，用户不当付费数。 当前产品性能、全主体财务及合同仍未独立核。"
+ },
+ {
+ "id": "CONSUMER-R-SEMIOTIC",
+ "type": "历史经营指标与当前收入边界",
+ "company": "Semiotic",
+ "scope": "companies",
+ "companyIds": [
+ "YC30828"
+ ],
+ "summary": "发布称上线四周实现原文$78000收入，明确AI设计服务公司模式。 原目录来源保留，不新增重复公司。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC30828",
+ "CONSUMER-HOME-07",
+ "CONSUMER-INCOME-SEMIOTIC"
+ ],
+ "handling": "四周累计服务收入不等月度经常性MRR，不年化为ARR；币种、收入确认及现主体未核。 当前产品性能、全主体财务及合同仍未独立核。"
+ },
+ {
+ "id": "CONSUMER-R-TRYNEARBY",
+ "type": "历史经营指标与当前收入边界",
+ "company": "TryNearby",
+ "scope": "companies",
+ "companyIds": [
+ "YC32815"
+ ],
+ "summary": "发布称120以上付费餐厅，399月费服务包含本地创作者到店拍摄、编辑和发帖。 原目录来源保留，不新增重复公司。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC32815",
+ "CONSUMER-HOME-08",
+ "CONSUMER-INCOME-TRYNEARBY"
+ ],
+ "handling": "月费与用户数不能直接相乘视为已确认MRR；免费/折扣、实际实收、创作者报酬和支持成本未核，旧公司ARR和餐厅销售提升排除。 当前产品性能、全主体财务及合同仍未独立核。"
+ },
+ {
+ "id": "CONSUMER-R-PHONE-MATERIAL",
+ "type": "公开代码材料与运行验证分层",
+ "company": "Phone Harness",
+ "scope": "companies",
+ "companyIds": [
+ "YC37997"
+ ],
+ "summary": "官方链接公开仓库、源码及MIT许可证可访问，记public-artifact，不记运行测试或第三方评测。",
+ "evidenceIds": [
+ "CONSUMER-CAT-YC37997",
+ "CONSUMER-PHONE-REPO",
+ "CONSUMER-PHONE-SOURCE",
+ "CONSUMER-PHONE-LICENSE"
+ ],
+ "handling": "未执行安装、源码或设备控制；网页与raw缓存版本差异保留，不据3,800/4,000星标差异推异常，不以公开许可替代商业收入/安全核验。"
+ },
+ {
+ "id": "SALES-CAT-R-23",
+ "type": "客户收入运营规则初分类与服务模式复核",
+ "company": "原C06规则初分中的23家公司",
+ "scope": "companies",
+ "companyIds": [
+ "YC30362",
+ "YC30476",
+ "YC30642",
+ "YC30721",
+ "YC30732",
+ "YC30739",
+ "YC30822",
+ "YC30844",
+ "YC31051",
+ "YC31117",
+ "YC31203",
+ "YC31207",
+ "YC31263",
+ "YC31455",
+ "YC32136",
+ "YC32171",
+ "YC32220",
+ "YC33342",
+ "YC37273",
+ "YC37863",
+ "YC37998"
+ ],
+ "summary": "23项YC当前主营及相关发布节选已读，补8项官网资料及政府接口读取缺项；22项保留C06，Bluma按编辑/生成实际交付移C08。Bluma经营和Native成立冲突另列核查。",
+ "evidenceIds": [
+ "SALES-CAT-YC30362",
+ "SALES-CAT-YC30476",
+ "SALES-CAT-YC30642",
+ "SALES-CAT-YC30721",
+ "SALES-CAT-YC30732",
+ "SALES-CAT-YC30739",
+ "SALES-CAT-YC30822",
+ "SALES-CAT-YC30844",
+ "SALES-CAT-YC31051",
+ "SALES-CAT-YC31117",
+ "SALES-CAT-YC31203",
+ "SALES-CAT-YC31207",
+ "SALES-CAT-YC31263",
+ "SALES-CAT-YC31455",
+ "SALES-CAT-YC32136",
+ "SALES-CAT-YC32171",
+ "SALES-CAT-YC32220",
+ "SALES-CAT-YC33342",
+ "SALES-CAT-YC37273",
+ "SALES-CAT-YC37863",
+ "SALES-CAT-YC37998",
+ "SALES-HOME-01",
+ "SALES-HOME-02",
+ "SALES-HOME-03",
+ "SALES-HOME-04",
+ "SALES-LAUNCH-PALISADE"
+ ],
+ "handling": "自助、代理、人工托管、客户运营、销售训练和数据电子表格分别标收费与成本待拆。Palisade GMV、Ambral归因扩展收入、Nomi客户成交、Corvera机会和融资、广告预算及旧Flightfox/HireSweet收入排除当前收入，原始审计保留。"
+ },
+ {
+ "id": "BLUMA-R-MRR",
+ "type": "创意产品及历史MRR阶段复核",
+ "company": "Bluma",
+ "scope": "companies",
+ "companyIds": [
+ "YC30989"
+ ],
+ "summary": "从目录深化为创意软件个案；旧28k MRR与2026免费beta自述分期记录，没有用最高值、访问日或报价填当前MRR。",
+ "evidenceIds": [
+ "SALES-CAT-YC30989",
+ "SALES-HOME-05",
+ "SALES-LAUNCH-BLUMA"
+ ],
+ "handling": "币种、精确经营日期、全主体及收入持续性未核，保留历史，不年化为ARR或进入平台样本。"
+ },
+ {
+ "id": "NATIVE-R-COHORT",
+ "type": "成立冲突、产品转向及ARR口径复核",
+ "company": "Native",
+ "scope": "companies",
+ "companyIds": [
+ "YC36279"
+ ],
+ "summary": "原YC Founded 2026发现审计保留；官网回顾三年前经营及从1600用户/不足5付费转向，条款与官网Native AS组织号对应。政府登记接口未取得，当前year=null。",
+ "evidenceIds": [
+ "SALES-CAT-YC36279",
+ "SALES-HOME-06",
+ "SALES-HOME-07",
+ "SALES-HOME-08",
+ "SALES-NATIVE-REGISTRY-GAP",
+ "SALES-LAUNCH-NATIVE"
+ ],
+ "handling": "不能把2026 YC或Norn发布日期当新公司成立。2M ARR仅待交叉核对的自述，财务截至日、新旧业务与主体边界未核；官网7人与旧YC6人分开，未擅改历史团队，不推虚报。"
}
],
"coverage": {
@@ -49818,7 +58144,7 @@
"kind": "product",
"profileStatus": "readable",
"status": "pending-year",
- "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。",
+ "note": "App Store销售方TRICKLE PTE. LTD.已由ACRA核UEN 202542386D、2025-09-23注册；但全球网页服务主体、旧Trickle业务和新销售法人关系仍缺，继续待核，不据新法人注册自动认定新创业，不转移旧收入。",
"evidenceIds": [
"PH25-E-19",
"PH-HAPPYCAPY-ABOUT",
@@ -49826,7 +58152,9 @@
"PH-TRICKLE-HOME",
"PH-TRICKLE-PROFILE",
"PH-HAPPYCAPY-HISTORY",
- "PH-HAPPYCAPY-TERMS"
+ "PH-HAPPYCAPY-TERMS",
+ "FOLLOWUP-CAPY-SELLER",
+ "FOLLOWUP-CAPY-ACRA"
]
},
{
@@ -49944,13 +58272,16 @@
"categoryId": "C05",
"kind": "product",
"profileStatus": "readable",
- "status": "pending-year",
- "note": "Founded 2026与W24及2023 Pythagora历史同页冲突；条款运营者为Pythagora Technologies Incorporated，法律沿革未核，保留年份待核。业务余额与广告支出不当ARR。",
+ "status": "outside-cohort",
+ "note": "2024投资方记录、pythagora.ai跳转和Pazi条款运营者形成既有业务延续链，按旧业务/品牌迭代排除新公司；YC Founded 2026与W24、2023叙述仍保留，不伪填精确注册年。余额及客户销售不作ARR。",
"evidenceIds": [
"PAZI-YC",
"PAZI-TERMS",
"PAZI-PRICE",
- "PH-PAZI"
+ "PH-PAZI",
+ "FOLLOWUP-PAZI-INVESTOR",
+ "FOLLOWUP-PAZI-REDIRECT",
+ "FOLLOWUP-PAZI-OPERATOR"
]
},
{
@@ -51222,6 +59553,933 @@
"note": "检索公司主页有2025字段，但直达429、官网不可读，原始成立和创始人更早建筑业务主体边界未核；保留候选，不把媒体价格或旧业务转为新公司收入。"
}
]
+ },
+ {
+ "id": "KR-2026-targeted-2",
+ "sourceId": "S11",
+ "url": "https://www.36kr.com/p/3973553316081920",
+ "accessedAt": "2026-10-30",
+ "scope": "三项硬氪报道相关段落定向补查，媒体及目录有2026线索但原始成立/主体仍待核，不新增主公司表。不是全部文章、榜单或两年档案。",
+ "complete": false,
+ "records": [
+ {
+ "id": "KR26B-01",
+ "name": "合木智能",
+ "url": "https://eu.36kr.com/zh/p/3963006194728324",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "pending-year",
+ "evidenceIds": [
+ "KR-HEMU",
+ "HEMU-REG-LEAD"
+ ],
+ "note": "报道和第三方目录有2026年5月线索，仍缺公司/孵化方原始成立与旧研究项目主体边界；模具服务、硬件和软件须拆分，融资不当收入。"
+ },
+ {
+ "id": "KR26B-02",
+ "name": "昆腾动力（Quantum Dynamics）",
+ "url": "https://www.36kr.com/p/3917874427555457",
+ "categoryId": "C10",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "pending-year",
+ "evidenceIds": [
+ "KR-QUANTUM",
+ "QUANTUM-REG-LEAD"
+ ],
+ "note": "报道与第三方目录有2026年线索，未取得公司或投资人原始成立资料；不与同名存储/新能源企业合并，旧任职团队及交易业务不继承。"
+ },
+ {
+ "id": "KR26B-03",
+ "name": "寰宇心生（WorldMind）",
+ "url": "https://www.36kr.com/p/3973553316081920",
+ "categoryId": "C10",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "pending-year",
+ "evidenceIds": [
+ "KR-WORLDMIND"
+ ],
+ "note": "报道列2026年9月，原始登记和公司官网未取得；创始人论文、实验室成果、模型竞赛及融资须分别归属。"
+ }
+ ]
+ },
+ {
+ "id": "SR-2026-targeted-2",
+ "sourceId": "S14",
+ "url": "https://speedrun.a16z.com/companies/ontem",
+ "accessedAt": "2026-10-30",
+ "scope": "从公开名录定向8项并逐项关联公司，7项SR007及Bota SR006；不是该批次、全部名录或两年全量。投资机构选样，成立字段/团队/收入仍需独立核验。",
+ "complete": false,
+ "records": [
+ {
+ "id": "SR26B-01",
+ "name": "Ontem",
+ "url": "https://speedrun.a16z.com/companies/ontem",
+ "categoryId": "C06",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI088",
+ "evidenceIds": [
+ "SR26-ONTEM",
+ "SR26-ONTEM-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-02",
+ "name": "Cybernetic Physics",
+ "url": "https://speedrun.a16z.com/companies/cybernetic-physics",
+ "categoryId": "C10",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI089",
+ "evidenceIds": [
+ "SR26-CYBERNETIC-PHYSICS",
+ "SR26-CYBERNETIC-PHYSICS-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-03",
+ "name": "Lazyweb",
+ "url": "https://speedrun.a16z.com/companies/lazyweb",
+ "categoryId": "C06",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI090",
+ "evidenceIds": [
+ "SR26-LAZYWEB",
+ "SR26-LAZYWEB-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-04",
+ "name": "Bota",
+ "url": "https://speedrun.a16z.com/companies/bota",
+ "categoryId": "C03",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI091",
+ "evidenceIds": [
+ "SR26-BOTA",
+ "SR26-BOTA-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-05",
+ "name": "Elu",
+ "url": "https://speedrun.a16z.com/companies/elu",
+ "categoryId": "C04",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI092",
+ "evidenceIds": [
+ "SR26-ELU",
+ "SR26-ELU-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-06",
+ "name": "Athena（athena.lawyer）",
+ "url": "https://speedrun.a16z.com/companies/athena",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI093",
+ "evidenceIds": [
+ "SR26-ATHENA",
+ "SR26-ATHENA-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-07",
+ "name": "Tenera",
+ "url": "https://speedrun.a16z.com/companies/tenera",
+ "categoryId": "C05",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI094",
+ "evidenceIds": [
+ "SR26-TENERA",
+ "SR26-TENERA-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ },
+ {
+ "id": "SR26B-08",
+ "name": "PreMan",
+ "url": "https://speedrun.a16z.com/companies/preman",
+ "categoryId": "C04",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI095",
+ "evidenceIds": [
+ "SR26-PREMAN",
+ "SR26-PREMAN-HOME"
+ ],
+ "note": "Founded字段2026与批次/上线分开；官网交付和财务口径见公司记录，签约、管线及客户价值不作实际ARR。"
+ }
+ ]
+ },
+ {
+ "id": "TC-2025-battlefield-policy-1",
+ "sourceId": "S02",
+ "url": "https://techcrunch.com/2025/12/31/the-10-top-government-legal-startups-from-disrupt-startup-battlefield/",
+ "accessedAt": "2026-10-30",
+ "scope": "按本篇当前正文11项逐条登记（标题称10项），逐项尝试原始官网；后续补证后1项关联公司、8项范围外/既有业务、2项年份或主体待核。仅本篇边界，不代表全部200参赛者或TechCrunch两年档案。",
+ "complete": false,
+ "records": [
+ {
+ "id": "TC25-POL-01",
+ "name": "Aparti",
+ "url": "https://www.aparti.ai/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-APARTI-HOME",
+ "TC25-POL-APARTI-TERMS",
+ "TC25-POL-APARTI-ANTLER",
+ "TC25-POL-APARTI-YEAR-ACCESS",
+ "FOLLOWUP-APARTI-YEAR",
+ "FOLLOWUP-APARTI-HOME",
+ "FOLLOWUP-APARTI-TERMS",
+ "FOLLOWUP-APARTI-DEALROOM"
+ ],
+ "note": "公司主页现可读Founded 2025，域名/团队与官网及Antler对应，关联AI104；精确注册、人数及收入仍未核。CodeX直达仍Cache miss，不冒充其正文已读。",
+ "companyId": "AI104"
+ },
+ {
+ "id": "TC25-POL-02",
+ "name": "Ascender Systems",
+ "url": "https://ascendersystems.com/",
+ "categoryId": "C10",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-ASCENDER-HOME"
+ ],
+ "note": "官网列2022原型及2023 Ascender项目，按既有业务保留范围外；法律登记未核，2025参赛不新增公司。"
+ },
+ {
+ "id": "TC25-POL-03",
+ "name": "Bot Mediation",
+ "url": "https://botmediation.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-BOT-HOME",
+ "TC25-POL-BOT-TERMS",
+ "TC25-POL-BOT-SEC-LEAD"
+ ],
+ "note": "2024条款及同名/同创始人历史申报线索指向既有业务，按范围外记录；精确注册年仍缺，SEC直达未成功。"
+ },
+ {
+ "id": "TC25-POL-04",
+ "name": "Depth AI",
+ "url": "https://www.depth.ai/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "unavailable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-DEPTH-HOME",
+ "TC25-POL-DEPTH-PROFILE"
+ ],
+ "note": "公司公开主页自述2021成立，域名一致，排除2025—2026新公司。官网正文空白保留访问缺项；不导入第三方估算收入。"
+ },
+ {
+ "id": "TC25-POL-05",
+ "name": "ILias AI",
+ "url": "https://www.iliasai.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-ILIAS-HOME",
+ "TC25-POL-ILIAS-HISTORY"
+ ],
+ "note": "官网2022成立与2024研究所企业沿革均早于2025；不把CES 2025参展当成立年或重复公司。"
+ },
+ {
+ "id": "TC25-POL-06",
+ "name": "JustiGuide",
+ "url": "https://justi.guide/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "pending-year",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-JUSTI-HOME",
+ "TC25-POL-JUSTI-PRESS"
+ ],
+ "note": "官网媒体包Founded 2024与当前首页EST. 2026并存，产品/品牌与公司主体边界待核；不以2026页脚新增新公司。"
+ },
+ {
+ "id": "TC25-POL-07",
+ "name": "Orchestra（orchestraos.com）",
+ "url": "https://orchestraos.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "pending-year",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-ORCH-HOME",
+ "TC25-POL-ORCH-TEAM",
+ "TC25-POL-ORCH-YC-DISTINCT"
+ ],
+ "note": "城市模型与公共安全/保险应用初分C07，成立年份未核。与YC32167的orchestra.ai推理云分开，不移用其2026年或团队资料。"
+ },
+ {
+ "id": "TC25-POL-08",
+ "name": "Ponderosa.ai",
+ "url": "https://ponderosa.ai/",
+ "categoryId": "C10",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-PONDEROSA-HOME",
+ "TC25-POL-PONDEROSA-PROFILE"
+ ],
+ "note": "公司公开主页自述2021成立，按既有公司排除；无人机试验、合作和融资不作ARR。"
+ },
+ {
+ "id": "TC25-POL-09",
+ "name": "Pytho AI",
+ "url": "https://www.pytho.ai/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-PYTHO-HOME",
+ "TC25-POL-PYTHO-PROFILE",
+ "TC25-POL-PYTHO-YEAR-ACCESS",
+ "FOLLOWUP-PYTHO-PRESS-LINK",
+ "FOLLOWUP-PYTHO-ORIGINAL-YEAR"
+ ],
+ "note": "官网链接原始创始人采访补2023年起步，归范围外既有业务，不以2025亮相新增公司；精确注册及实际财务仍未核。"
+ },
+ {
+ "id": "TC25-POL-10",
+ "name": "ShotHawk",
+ "url": "https://shothawkai.com/",
+ "categoryId": "C10",
+ "kind": "company",
+ "profileStatus": "unavailable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-SHOTHAWK-HOME",
+ "TC25-POL-SHOTHAWK-PROFILE"
+ ],
+ "note": "原域名仅占位页；同域名公司主页列2022成立，按既有公司排除，精确法律主体和历史年份差异留缺。"
+ },
+ {
+ "id": "TC25-POL-11",
+ "name": "Torch Systems",
+ "url": "https://www.torchsystems.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "evidenceIds": [
+ "TC25-POL-LIST",
+ "TC25-POL-TORCH-HOME",
+ "TC25-POL-TORCH-PROFILE"
+ ],
+ "note": "公司主页当前自述2023，与检索缓存2021不同，均为范围外；不能把更名或2026融资当新公司，不与医疗Torch混同。"
+ }
+ ]
+ },
+ {
+ "id": "TC-2025-battlefield-finance-1",
+ "sourceId": "S02",
+ "url": "https://techcrunch.com/2025/12/28/the-14-fintech-real-estate-proptech-startups-from-disrupt-startup-battlefield/",
+ "accessedAt": "2026-10-30",
+ "scope": "本篇当前可见14项文字标题逐项登记并尝试官网，11项原始资料指向范围外或既有业务，3项成立/AI/主体待核；仅该篇名单，非全部200参赛者或两年档案。",
+ "complete": false,
+ "records": [
+ {
+ "id": "TC25-FIN-01",
+ "name": "Clox AI",
+ "url": "https://clox.ai/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司公开主页列2024成立，按范围外保留；金融文档检测自述不等独立技术评测或公司收入。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-CLOX-HOME",
+ "TC25-FIN-CLOX-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-02",
+ "name": "Cyphr（cyphrai.com）",
+ "url": "https://www.cyphrai.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "机构名录列2022成立；当前主营资本准备度评分，以官网为准，不照旧报道直接记作CFO服务或同名设计公司。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-CYPHR-HOME",
+ "TC25-FIN-CYPHR-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-03",
+ "name": "Identifee",
+ "url": "https://identifee.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司公开主页列2019成立，排除新公司；银行存贷款、样例交易和客户增长不能当公司ARR。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-IDENTIFEE-HOME",
+ "TC25-FIN-IDENTIFEE-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-04",
+ "name": "Kruncher",
+ "url": "https://kruncher.ai/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司页列2024成立；ACME与投资标的示例不转为Kruncher财务。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-KRUNCHER-HOME",
+ "TC25-FIN-KRUNCHER-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-05",
+ "name": "Lootlock",
+ "url": "https://www.lootlock.com/",
+ "categoryId": "C09",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "官方2024条款证明更早业务，保留范围外；AI具体用途、法律注册日和收费收入仍未核。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-LOOTLOCK-HOME",
+ "TC25-FIN-LOOTLOCK-TERMS"
+ ]
+ },
+ {
+ "id": "TC25-FIN-06",
+ "name": "Muse（Muse Tax）",
+ "url": "https://www.musetax.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "官方列2022年2月创立，按既有公司排除；嵌入API服务与客户税务收益分开。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-MUSE-HOME",
+ "TC25-FIN-MUSE-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-07",
+ "name": "ticker（tickerapp.io）",
+ "url": "https://tickerapp.io/",
+ "categoryId": "C00",
+ "kind": "company",
+ "profileStatus": "unavailable",
+ "status": "pending-year",
+ "note": "官网超大响应、公司主页robots拒绝；主体、成立年及当前AI主营留缺，不据第三方收入估算纳入。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-TICKER-HOME-ACCESS",
+ "TC25-FIN-TICKER-PROFILE-ACCESS"
+ ]
+ },
+ {
+ "id": "TC25-FIN-08",
+ "name": "Genia（genia.design）",
+ "url": "https://www.genia.design/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司页列2023成立；首页套餐和创始人结果收费自述并存，不能简单按席位或信用点推ARR，不与同名加拿大咨询业务合并。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-GENIA-HOME",
+ "TC25-FIN-GENIA-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-09",
+ "name": "Investwise（learninvestwise.com）",
+ "url": "https://www.learninvestwise.com/",
+ "categoryId": "C00",
+ "kind": "company",
+ "profileStatus": "unavailable",
+ "status": "pending-year",
+ "note": "原始链接502；未确认当前主营、AI相关性或成立年，不按名称匹配其他投资教育、地产或数据中心公司。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-INVESTWISE-HOME-ACCESS"
+ ]
+ },
+ {
+ "id": "TC25-FIN-10",
+ "name": "Smart Bricks",
+ "url": "https://smart-bricks.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "机构名录列2024成立；2026融资不新增公司，房产与贷款演示金额排除公司收入。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-SMARTBRICKS-HOME",
+ "TC25-FIN-SMARTBRICKS-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-11",
+ "name": "Soundspace（soundspace.co）",
+ "url": "https://soundspace.co/",
+ "categoryId": "C08",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "pending-year",
+ "note": "官网条款可核场地预约/会员及SOUNDSPACE LLC；成立年和AI核心交付仍缺。第三方同名档案域名、年份不一致，暂不移用。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-SOUNDSPACE-HOME",
+ "TC25-FIN-SOUNDSPACE-TERMS"
+ ]
+ },
+ {
+ "id": "TC25-FIN-12",
+ "name": "Surfaice",
+ "url": "https://www.surfaice.pro/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "投资方2024公告已确认同域名业务，保留范围外；当前交付含人工服务与软件，客户项目预算不等ARR。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-SURFAICE-HOME",
+ "TC25-FIN-SURFAICE-INVESTOR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-13",
+ "name": "Unlisted Homes",
+ "url": "https://unlistedhomes.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司主页列2022成立，排除新公司；物业估值与卖方成交金额不当公司ARR。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-UNLISTED-HOME",
+ "TC25-FIN-UNLISTED-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-FIN-14",
+ "name": "Zown",
+ "url": "https://zownhomes.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司页列2024成立，排除新公司；返佣模式须核净收入与成本，交易佣金也不自动视为持续软件ARR。",
+ "evidenceIds": [
+ "TC25-FIN-LIST",
+ "TC25-FIN-ZOWN-HOME",
+ "TC25-FIN-ZOWN-YEAR"
+ ]
+ }
+ ]
+ },
+ {
+ "id": "TC-2025-battlefield-biotech-1",
+ "sourceId": "S02",
+ "url": "https://techcrunch.com/2025/12/24/the-9-top-biotech-startups-from-disrupt-startup-battlefield/",
+ "accessedAt": "2026-10-30",
+ "scope": "本篇9项文字标题均登记并逐项尝试原始官网，8项有研究年份之前的公司或业务资料，Avara/Lumos主体对应待核；逐项保留AI作用、研发阶段、不可读及收入缺项，不等全部参赛者或两年档案。",
+ "complete": false,
+ "records": [
+ {
+ "id": "TC25-BIO-01",
+ "name": "CasNx",
+ "url": "https://www.casnx.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "孵化方资料列2024成立，按范围外保留；CRISPR研究不直接认定AI业务或已获批疗法。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-CASNX-HOME",
+ "TC25-BIO-CASNX-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-BIO-02",
+ "name": "Chipiron",
+ "url": "https://www.chipiron.co/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "官网有2025前业务里程碑，非本轮新公司；属于医疗成像硬件中的AI，未来审批和商业化计划不当当前交付或ARR。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-CHIPIRON-HOME"
+ ]
+ },
+ {
+ "id": "TC25-BIO-03",
+ "name": "Exactics",
+ "url": "https://www.exacticsbiotech.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "同域名公司主页列2021成立，按既有公司排除；快速诊断不直接当AI或经常性软件收入。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-EXACTICS-HOME",
+ "TC25-BIO-EXACTICS-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-BIO-04",
+ "name": "Lumos Strategies OÜ / Avara",
+ "url": "https://avarabio.com/",
+ "categoryId": "C00",
+ "kind": "company",
+ "profileStatus": "unavailable",
+ "status": "pending-year",
+ "note": "同名主体登记2024可读，但Avara官网及条款正文为空；产品、运营者登记号与AI作用未闭合，保留主体/年份核查，不新增公司。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-AVARA-ACCESS",
+ "TC25-BIO-AVARA-TERMS-ACCESS",
+ "TC25-BIO-LUMOS-REGISTRY"
+ ]
+ },
+ {
+ "id": "TC25-BIO-05",
+ "name": "Miraqules",
+ "url": "https://www.miraqules.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "官网列2018起步，按既有业务排除；止血材料不能仅据生物技术类别归AI公司，模板内容及临床宣传未独立核。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-MIRAQULES-HOME"
+ ]
+ },
+ {
+ "id": "TC25-BIO-06",
+ "name": "Nephrogen",
+ "url": "https://www.nephrogenbiotech.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "YC成立2022与S2020批次时序冲突保留，但均早于研究年份；AI用于生物递送研发，赞助和未来治疗价值不作经常性软件收入。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-NEPHROGEN-HOME",
+ "TC25-BIO-NEPHROGEN-YC"
+ ]
+ },
+ {
+ "id": "TC25-BIO-07",
+ "name": "PraxisPro",
+ "url": "https://www.praxispro.ai/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "公司页列2023成立；按实际任务归生命科学专业商业软件，不视为新药研发或基础模型，不与其他Praxis同名公司合并。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-PRAXISPRO-HOME",
+ "TC25-BIO-PRAXISPRO-YEAR"
+ ]
+ },
+ {
+ "id": "TC25-BIO-08",
+ "name": "Reme-D",
+ "url": "https://reme-d-inc.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "官网2024活动证明更早业务，按既有业务排除；机构年份直达失败留缺，AI用途和试剂/设备收入拆分未知。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-REMED-HOME",
+ "TC25-BIO-REMED-HISTORY",
+ "TC25-BIO-REMED-YEAR-ACCESS"
+ ]
+ },
+ {
+ "id": "TC25-BIO-09",
+ "name": "Surgicure Technologies",
+ "url": "https://www.surgicuretech.com/",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "outside-cohort",
+ "note": "原始SEC申报列2019组织成立，排除新公司；气道固定器械不直接认定AI公司，融资、客户ROI与收入分开。",
+ "evidenceIds": [
+ "TC25-BIO-LIST",
+ "TC25-BIO-SURGICURE-HOME",
+ "TC25-BIO-SURGICURE-SEC"
+ ]
+ }
+ ]
+ },
+ {
+ "id": "SR-2025-targeted-models-1",
+ "sourceId": "S14",
+ "url": "https://speedrun.a16z.com/companies",
+ "accessedAt": "2026-10-30",
+ "scope": "定向8项Founded 2025详情页，分别SR005一项、SR006五项、SR007两项；非完整批次或两年全量，目录读取不足单列证据。",
+ "complete": false,
+ "records": [
+ {
+ "id": "SR25B-01",
+ "name": "Hotbox",
+ "url": "https://speedrun.a16z.com/companies/hotbox",
+ "categoryId": "C06",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI096",
+ "evidenceIds": [
+ "SR25-HOTBOX",
+ "SR25-HOTBOX-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-02",
+ "name": "OneGC",
+ "url": "https://speedrun.a16z.com/companies/onegc",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI097",
+ "evidenceIds": [
+ "SR25-ONEGC",
+ "SR25-ONEGC-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-03",
+ "name": "Omi Health",
+ "url": "https://speedrun.a16z.com/companies/omi-health",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI098",
+ "evidenceIds": [
+ "SR25-OMI-HEALTH",
+ "SR25-OMI-HEALTH-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-04",
+ "name": "First Voyage（Momo）",
+ "url": "https://speedrun.a16z.com/companies/first-voyage",
+ "categoryId": "C09",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI099",
+ "evidenceIds": [
+ "SR25-FIRST-VOYAGE",
+ "SR25-FIRST-VOYAGE-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-05",
+ "name": "DRS",
+ "url": "https://speedrun.a16z.com/companies/drs",
+ "categoryId": "C08",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI100",
+ "evidenceIds": [
+ "SR25-DRS",
+ "SR25-DRS-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-06",
+ "name": "Hammock",
+ "url": "https://speedrun.a16z.com/companies/hammock",
+ "categoryId": "C07",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI101",
+ "evidenceIds": [
+ "SR25-HAMMOCK",
+ "SR25-HAMMOCK-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-07",
+ "name": "Cedar（招聘网络）",
+ "url": "https://speedrun.a16z.com/companies/cedar",
+ "categoryId": "C05",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI102",
+ "evidenceIds": [
+ "SR25-CEDAR",
+ "SR25-CEDAR-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ },
+ {
+ "id": "SR25B-08",
+ "name": "Loops AI（loopsai.com）",
+ "url": "https://speedrun.a16z.com/companies/loops-ai",
+ "categoryId": "C06",
+ "kind": "company",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "AI103",
+ "evidenceIds": [
+ "SR25-LOOPS-AI",
+ "SR25-LOOPS-AI-HOME"
+ ],
+ "note": "机构Founded 2025与批次分开；官网读取限制、法律主体和财务口径见公司及核查记录。"
+ }
+ ]
+ },
+ {
+ "id": "MR-2026-targeted-expansion-1",
+ "sourceId": "S13",
+ "url": "https://trustmrr.com/startup/llm-gateway",
+ "accessedAt": "2026-10-30",
+ "scope": "从公开排行榜/详情线索定向3项，各自关联平台产品记录；不是全平台或两年完整名录，经营者年份与法律成立分开。",
+ "complete": false,
+ "records": [
+ {
+ "id": "MR2B-01",
+ "name": "LLM Gateway",
+ "url": "https://trustmrr.com/startup/llm-gateway",
+ "categoryId": "C02",
+ "kind": "product",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "MR017",
+ "evidenceIds": [
+ "MR2-LLM-WEB",
+ "MR2-LLM-MD",
+ "MR2-LLM-HOME",
+ "MR2-LLM-TERMS",
+ "MR2-LLM-PRICE",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "note": "成立年份为平台经营者资料；MRR为9月历史快照且连接过期，充值、使用、供应商成本和订阅须拆分，不能当当前纯SaaS净收入。"
+ },
+ {
+ "id": "MR2B-02",
+ "name": "Gomotion AI（TrustMRR iker）",
+ "url": "https://trustmrr.com/startup/iker",
+ "categoryId": "C08",
+ "kind": "product",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "MR018",
+ "evidenceIds": [
+ "MR2-GOMO-WEB",
+ "MR2-GOMO-MD",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "note": "平台2026年7月起步字段，非工商确认；网页与Markdown缓存有不同同步时点，较早数值另列。"
+ },
+ {
+ "id": "MR2B-03",
+ "name": "Promptwise（promptwise.com）",
+ "url": "https://trustmrr.com/startup/promptwise",
+ "categoryId": "C08",
+ "kind": "product",
+ "profileStatus": "readable",
+ "status": "linked",
+ "companyId": "MR019",
+ "evidenceIds": [
+ "MR2-PROMPT-WEB",
+ "MR2-PROMPT-MD",
+ "MR2-PROMPT-HOME",
+ "MR2-PROMPT-TERMS",
+ "MR2-USD",
+ "MR2-METHOD"
+ ],
+ "note": "平台团队为11—25范围，精确人数留空；收入快照与期间表金额不同，保留差异，不混入MRR或据此推断虚报。"
+ }
+ ]
}
],
"directoryRechecks": [
diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json
index 62e39aa..7937053 100644
--- a/content/research/ai-companies.sources.json
+++ b/content/research/ai-companies.sources.json
@@ -1,5 +1,5 @@
{
- "version": "2026-10-30-29",
+ "version": "2026-10-31-1",
"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。",
@@ -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": "原新增目录中22条深化为个案并保留来源；当前基础项175条主营分类人工复核。继续核其余资料与财务缺项，估算、卖家收益展示和数据供给方估价不当公司ARR。",
+ "nextCheck": "原新增目录中31条深化为个案并保留来源；当前基础项393条主营分类人工复核。本轮23项C06规则初分已读，22项保留、Bluma转创意制作，8项官网资料与Native政府接口缺项分开。软件/人工托管/制作代理及广告预算拆分；Native官网旧经营与YC2026成立冲突，当前year=null，原发现审计保留；2M ARR仅交叉核对。继续核C05/C07及其他非人工资料、主体、技术和财务，不把主营复核当完整来源覆盖。",
"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": "2026首页定向3项已登记，另从AI第3—4页登记5项：3项关联公司、1项范围外、1项待核；不等全部卡片核验。另已读2025年度档案入口与AI第二页，并完整登记一篇2025企业竞赛名单32项：复用1项、范围外29项、待核2项；每项均尝试原始链接，未知与不可读保留。单篇32项不等全部200参赛者、全部分页或两年全量；RSS/API普通请求受限。 另从AI第5—6页定向4项：2项原始资料归范围外，2项原始成立/年份待核；不是全部卡片、参赛者或档案。",
- "nextCheck": "继续核本篇2项的成立、主体及AI主营，优先解决Billow批次与发现年份时序、Sponstar原始年份冲突；既有业务的法律沿革及不可读项仍留缺；沿普通2025档案和AI分页扩展其余来源台账，区分参赛年、批次与公司成立年。 继续核Laplace原始年份及Eka精确注册主体；Recursive的2025/2026年份冲突保留。 继续核Honeyjar主字段与转载的年份差异、Blueprints原始可读资料与旧建筑业务主体；不把包价、演示金额或建设项目价值当ARR。",
+ "boundary": "2026首页定向3项已登记，另从AI第3—4页登记5项：3项关联公司、1项范围外、1项待核；不等全部卡片核验。另已读2025年度档案入口与AI第二页，并完整登记一篇2025企业竞赛名单32项：复用1项、范围外29项、待核2项；每项均尝试原始链接，未知与不可读保留。单篇32项不等全部200参赛者、全部分页或两年全量；RSS/API普通请求受限。 另从AI第5—6页定向4项：2项原始资料归范围外，2项原始成立/年份待核；不是全部卡片、参赛者或档案。 首次登记2025政府/法律名单正文11项（标题称10）时：7项范围外或既有业务、4项成立/主体待核；当时未新增主公司或ARR，非全部200或两年档案。 另将2025金融/地产名单14项全部登记：11项范围外/既有业务，3项年份/主体/AI待核；不新增公司或收入，不等其余竞赛类别。 另将2025生物技术名单9项全部登记：8项范围外或既有业务，1项产品与主体对应待核；不新增公司或收入，非全部竞赛类别。 后续补证：政府/法律名单Aparti关联2025主公司，Pytho按既有业务排除；该11项现1关联、8范围外、2待核，原始访问记录保留。",
+ "nextCheck": "继续核本篇2项的成立、主体及AI主营，优先解决Billow批次与发现年份时序、Sponstar原始年份冲突；既有业务的法律沿革及不可读项仍留缺；沿普通2025档案和AI分页扩展其余来源台账，区分参赛年、批次与公司成立年。 继续核Laplace原始年份及Eka精确注册主体；Recursive的2025/2026年份冲突保留。 继续核Honeyjar主字段与转载的年份差异、Blueprints原始可读资料与旧建筑业务主体；不把包价、演示金额或建设项目价值当ARR。 本篇待核Aparti精确注册、JustiGuide的2024/2026语义、orchestraos主体与年份及Pytho原始登记；补其余竞赛类别和年度档案，不用同名链接替代核查。 补ticker原始可读页面、Investwise主营及主体、Soundspace成立与AI实际交付；保留Genia结果收费与首页套餐的合同缺项，不把交易、返佣或客户资产年化为ARR。 补Avara可读条款和Lumos登记号对应、其他生物技术候选的AI实际作用及地域主体链；研发、临床、审批计划和药企赞助与当前商业收入分开。 Aparti已补公司自述成立，精确注册/付费及Amie收入仍待核；Pytho已由官网链接原始采访补范围外，不再列年份待核，精确注册留缺。",
"limitation": "需追溯原始披露，部分文章受访问限制",
"accessRecheckedAt": "2026-10-30"
},
@@ -44,7 +44,7 @@
"app.dealroom.co"
],
"initialAccess": "官网可读取",
- "boundary": "已读Tana、Wabi及Laplace公开公司档案：Tana财务字段不一致留缺，Wabi2025字段与官方业务关联入表，Laplace未取得成立字段而保留候选；尚未取得两年成立筛选结果集，三个个案不等目录全量。",
+ "boundary": "已读Tana、Wabi及Laplace公开公司档案：Tana财务字段不一致留缺，Wabi2025字段与官方业务关联入表，Laplace未取得成立字段而保留候选；尚未取得两年成立筛选结果集，三个个案不等目录全量。 另读取Aparti公开档案并以公司自述成立关联；四个个案仍不等两年筛选全集，AI生成简介、上线与融资估值分开。",
"nextCheck": "确认公开可取得的两年成立筛选清单；逐项追溯财务原始凭证及字段口径，受权限限制保留缺项。",
"limitation": "完整档案需权限；概览及财务表不能未经勾稽直接导入ARR",
"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。",
+ "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、26条范围外/既有业务、3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。 Pazi补既有业务链后范围外，保留字段冲突；Happycapy iOS销售方与ACRA注册日已核，全球产品/旧业务沿革仍待核。",
+ "nextCheck": "继续补两年其余分页/日期、仅图片位置及3条年份待核候选；保留Pazi日期冲突与旧业务排除依据，核清其余品牌与主体，避免转移历史业绩。 Happycapy的新加坡销售法人不自动等新创业；继续补网页签约方与集团业务沿革。",
"limitation": "上线时间不等于成立时间",
"accessRecheckedAt": "2026-10-30"
},
@@ -221,8 +221,8 @@
"eu.36kr.com"
],
"initialAccess": "安全检测，内容未核验",
- "boundary": "此前首页安全检测仍保留；本轮4项定向检索及相关段落补查，3项据政府/公司/交易当事方资料关联、1项按原始登记归范围外。清析检索与直达正文不一致未确认关联，其他文章为平台发布/授权转载，不代表两年全量。",
- "nextCheck": "墨甲已由交易当事方原始公告补足2025成立及历史期间收入，母公司项目沿革和当前财务仍待核；继续补清析发现文章关联及未读正文，建两年公开文章台账，不绕过访问保护。",
+ "boundary": "此前首页安全检测仍保留；本轮4项定向检索及相关段落补查，3项据政府/公司/交易当事方资料关联、1项按原始登记归范围外。清析检索与直达正文不一致未确认关联，其他文章为平台发布/授权转载，不代表两年全量。 另登记合木、昆腾动力、寰宇心生3项报道相关段落，原始成立/主体留缺，未新增主公司表；不是全量。",
+ "nextCheck": "墨甲已由交易当事方原始公告补足2025成立及历史期间收入，母公司项目沿革和当前财务仍待核；继续补清析发现文章关联及未读正文，建两年公开文章台账，不绕过访问保护。 补本组三项公司/孵化/投资原始资料，避免融资与研究院、母体业绩归属混淆。",
"limitation": "仅核具体相关段落，检索和直达差异、转载与原始披露分别记录。",
"accessRecheckedAt": "2026-10-30"
},
@@ -234,7 +234,7 @@
"status": "per-company",
"hosts": [],
"initialAccess": "按公司逐一核验",
- "boundary": "公司官网和官方材料逐条绑定证据；不是可预先列尽的全站候选池。",
+ "boundary": "公司官网和官方材料逐条绑定证据；不是可预先列尽的全站候选池。 定向新增企智芯与九昇智能的2025成立自述及交付资料，精确注册、实际客户与收入未核；两个官网不代表中文公司全集。",
"nextCheck": "核定价、主体、交付与收入定义，自述与独立验证分开。",
"limitation": "自述不等于独立审计"
},
@@ -248,8 +248,8 @@
"trustmrr.com"
],
"initialAccess": "见具体证据访问记录",
- "boundary": "已采集产品与支付快照；公开者自选，不是全部商户或独立财务审计。",
- "nextCheck": "核同步日、连接失效、支付平台公式及产品/法人归属。",
+ "boundary": "已采集产品与支付快照；公开者自选，不是全部商户或独立财务审计。 另定向登记LLM Gateway、Gomotion AI（iker）及Promptwise，补官网、条款、公开Markdown与缓存差异；API文档明确USD分单位，未调用认证接口，不等全平台。",
+ "nextCheck": "核同步日、连接失效、支付平台公式及产品/法人归属。 补网关充值/供应商成本/订阅收入勾稽、Gomotion独立主体与官网、Promptwise期间表和快照窗口；保留过期连接及不同缓存时点，不用当前访问日刷新财务日期。",
"limitation": "来源可读不等于声明已独立验证。"
},
{
@@ -262,8 +262,8 @@
"speedrun.a16z.com"
],
"initialAccess": "见具体证据访问记录",
- "boundary": "投资机构公司介绍定向样本，收入数字仍多来自公司。",
- "nextCheck": "核币种、相对时间及管线/履历；未读取的页面保持缺项。",
+ "boundary": "投资机构公司介绍定向样本，收入数字仍多来自公司。 新增8项2026名录定向核查并登记候选台账（7项SR007、Bota SR006），不等全部批次或两年目录。 另登记8项2025年定向公司（SR005一项、SR006五项、SR007两项）；动态目录静态仅外壳、浏览器超时，不认定全量。",
+ "nextCheck": "核币种、相对时间及管线/履历；未读取的页面保持缺项。 区分live ARR、signed/contracted ARR、固定法律承诺费用、管线、目标交易量及客户收益；Nexor原$不自动当USD，财务日历截至日和合同底表留缺。 补Hotbox两个ARR时点、OneGC试点包含关系及律所/平台收入拆分、Omi等待名单付费转化、DRS应用与合并口径、Cedar签约履行和Loops可读官网。",
"limitation": "来源可读不等于声明已独立验证。"
},
{
diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json
index 77b88c3..fa5ce66 100644
--- a/content/research/ai-income-analysis.json
+++ b/content/research/ai-income-analysis.json
@@ -1,6 +1,6 @@
{
- "sourceVersion": "2026-10-30-tc-p56-1",
- "asOf": "2026-10-30",
+ "sourceVersion": "2026-10-31-sales-models-1",
+ "asOf": "2026-10-31",
"metric": "platform-mrr-usd",
"sampleUnit": "product-or-business",
"note": "独立Python复算参考值，仅验证样本计算；不是行业估计或财务审计。",
@@ -21,7 +21,9 @@
"MR011",
"MR012",
"MR015",
- "MR016"
+ "MR016",
+ "MR018",
+ "MR019"
],
"groups": [
{
@@ -35,7 +37,7 @@
"MR016"
],
"n": 4,
- "mean": 34815.0,
+ "mean": 34815,
"median": 36723.0,
"sampleDeviation": 16334.54845820151,
"cv": 0.46918134304758036,
@@ -50,7 +52,7 @@
"MR001"
],
"n": 1,
- "mean": 53101.0,
+ "mean": 53101,
"median": 53101,
"sampleDeviation": null,
"cv": null,
@@ -65,7 +67,7 @@
"MR002"
],
"n": 1,
- "mean": 62423.0,
+ "mean": 62423,
"median": 62423,
"sampleDeviation": null,
"cv": null,
@@ -79,15 +81,17 @@
"products": [
"MR003",
"MR004",
- "MR005"
+ "MR005",
+ "MR018",
+ "MR019"
],
- "n": 3,
- "mean": 41693.0,
- "median": 49069,
- "sampleDeviation": 28111.375064197768,
- "cv": 0.6742468775141575,
- "meanWithoutLargest": 29849.0,
- "largestRemovalDrop": 0.2840764636749574
+ "n": 5,
+ "mean": 51674.8,
+ "median": 65381,
+ "sampleDeviation": 24138.82269705795,
+ "cv": 0.4671294847209461,
+ "meanWithoutLargest": 47627.5,
+ "largestRemovalDrop": 0.07832250923080501
},
{
"category": "C09",
@@ -105,7 +109,7 @@
"median": 20483,
"sampleDeviation": 11942.947278624319,
"cv": 0.4711370488466823,
- "meanWithoutLargest": 20046.0,
+ "meanWithoutLargest": 20046,
"largestRemovalDrop": 0.20920581320120557
}
]
@@ -127,9 +131,27 @@
"MR012",
"MR015",
"MR016",
- "AI016"
+ "AI016",
+ "MR017",
+ "MR018",
+ "MR019"
],
"groups": [
+ {
+ "category": "C02",
+ "provider": "Stripe",
+ "model": "模型网关订阅与用量",
+ "products": [
+ "MR017"
+ ],
+ "n": 1,
+ "mean": 78764,
+ "median": 78764,
+ "sampleDeviation": null,
+ "cv": null,
+ "meanWithoutLargest": null,
+ "largestRemovalDrop": null
+ },
{
"category": "C06",
"provider": "Stripe",
@@ -146,7 +168,7 @@
"median": 40112,
"sampleDeviation": 174786.78744916618,
"cv": 1.5505509613536426,
- "meanWithoutLargest": 34815.0,
+ "meanWithoutLargest": 34815,
"largestRemovalDrop": 0.6911526751687284
},
{
@@ -157,7 +179,7 @@
"MR001"
],
"n": 1,
- "mean": 53101.0,
+ "mean": 53101,
"median": 53101,
"sampleDeviation": null,
"cv": null,
@@ -172,7 +194,7 @@
"MR002"
],
"n": 1,
- "mean": 62423.0,
+ "mean": 62423,
"median": 62423,
"sampleDeviation": null,
"cv": null,
@@ -186,15 +208,17 @@
"products": [
"MR003",
"MR004",
- "MR005"
+ "MR005",
+ "MR018",
+ "MR019"
],
- "n": 3,
- "mean": 41693.0,
- "median": 49069,
- "sampleDeviation": 28111.375064197768,
- "cv": 0.6742468775141575,
- "meanWithoutLargest": 29849.0,
- "largestRemovalDrop": 0.2840764636749574
+ "n": 5,
+ "mean": 51674.8,
+ "median": 65381,
+ "sampleDeviation": 24138.82269705795,
+ "cv": 0.4671294847209461,
+ "meanWithoutLargest": 47627.5,
+ "largestRemovalDrop": 0.07832250923080501
},
{
"category": "C09",
@@ -212,7 +236,7 @@
"median": 20483,
"sampleDeviation": 11942.947278624319,
"cv": 0.4711370488466823,
- "meanWithoutLargest": 20046.0,
+ "meanWithoutLargest": 20046,
"largestRemovalDrop": 0.20920581320120557
}
]
diff --git a/scripts/summarize-ai-income.py b/scripts/summarize-ai-income.py
index f7fc65c..c0a44a4 100644
--- a/scripts/summarize-ai-income.py
+++ b/scripts/summarize-ai-income.py
@@ -89,23 +89,42 @@ def link(cid):
def render():
points, excluded = sample(7)
+ grouped = groups(points)
+ described = [(key, stats(values)) for key, values in sorted(grouped.items())]
+ sizes = [value['n'] for _, value in described]
+ eligible = [(key, value) for key, value in described if value['n'] >= 3]
+ interpretation = '各组均不足3个样本，暂不比较分组离散度或收入高低。'
+ if eligible:
+ highest_key, highest = max(eligible, key=lambda item: item[1]['mean'])
+ sensitive_key, sensitive = max(eligible, key=lambda item: item[1]['largestRemovalDrop'] or 0)
+ cvs = [value['cv'] for _, value in eligible if value['cv'] is not None]
+ cv_text = f"CV范围为{min(cvs):.3f}—{max(cvs):.3f}。" if cvs else '各组CV均不可计算。'
+ interpretation = (
+ f"在至少3个样本的组内，当前均值最高的是{CATEGORIES[highest_key[0]]} · {highest_key[2]}"
+ f"（{highest_key[1]}，{money(highest['mean'])}美元每月）。{cv_text}"
+ f"剔除最大值后均值下降最多的是{CATEGORIES[sensitive_key[0]]} · {sensitive_key[2]}"
+ f"（{sensitive_key[1]}，下降{sensitive['largestRemovalDrop'] or 0:.1%}）。"
+ '这些只是当前采集点的描述，不据微小CV差异宣称某领域更稳定。'
+ )
+ size_text = f"各组目前只有{min(sizes)}至{max(sizes)}个产品" if sizes else '当前没有可比较的产品'
lines = [
'# AI 公司收入样本分布快照', '',
- f"截至 {DATA['asOf']}，7日窗口内有 {len(points)} 个产品的美元平台MRR可纳入分组描述。创意软件订阅组的样本均值较高、CV也较大；营销软件组与消费者个人应用组的CV接近。各组只有1至5个产品，尚不足以估计行业总体或造假概率。", '',
+ f"截至 {DATA['asOf']}，7日窗口内有 {len(points)} 个产品的美元平台MRR可纳入分组描述。按业务、支付平台和收费模式分别计算均值、中位数与离散度。{size_text}，尚不足以估计行业总体或造假概率。", '',
f"这是已采集资料的固定快照。[动态工作台]({BASE})提供筛选与原始证据。窗口按最后同步日计算，不保证所有点同日，也不是{len(DATA['companies']):,}条公司/产品记录的收入普查。", '',
'## 7日窗口的分组结果', '',
'MRR单位为美元每月。CV为样本标准差除以均值；最大值剔除降幅表示移除最高收入产品后均值下降的比例。单个样本不计算离散度。', '',
'| 业务及收费模式 | 平台 | 样本数 | 均值 | 中位数 | CV | 最大值剔除降幅 |',
'| --- | --- | --- | --- | --- | --- | --- |',
]
- for key, values in sorted(groups(points).items()):
+ for key, values in sorted(grouped.items()):
cat, provider, model = key
v = stats(values)
cv = f"{v['cv']:.3f}" if v['cv'] is not None else '不计算'
drop = f"{v['largestRemovalDrop']:.1%}" if v['largestRemovalDrop'] is not None else '不计算'
lines.append(f"| {CATEGORIES[cat]} · {model} | {provider} | {v['n']} | {money(v['mean'])} | {money(v['median'])} | {cv} | {drop} |")
lines += ['',
- '在至少3个样本的组内，内容创意软件订阅的均值较高，但移除最大样本后的下降也最大。营销软件与个人应用的CV仅有微小差别，不据此宣称哪个领域更稳定。两个内容类单样本组虽有更高数值，不能作为典型收入或领域排名。', '',
+ interpretation, '',
+ '单个样本不计算离散度，也不能作为典型收入或领域排名；不同收费模式和支付平台的分组保留各自含义。', '',
'均值和中位数接近只描述当前采集点，并不证明样本具有代表性。平台公开者、成立年、规模、获客渠道与收费方式均可能影响结果。', '',
'## 样本与证据入口', '',
'点击产品名称可打开公司明细，再查看平台记录及其限制。连接已过期的近期快照仍按所标日期保留，并不表示连接当前有效。', '',