YC AI visibility / Winter 2022

Most AI-visible companies in YC Winter 2022

We scored 177 active B2B and fintech companies from Y Combinator's Winter 2022 batch on how easily ChatGPT, Perplexity, Claude and AI agents can find, understand and use them. Blink leads with 98/100. Data from our crawl on October 18, 2026; scores are a homepage snapshot, not live.

Winter 2022 average score

All-YC average (-1 for this batch)

62%

of this batch have no llms.txt (all YC: 55%)

#	Company	Score	Crawlers	Content	Schema	Agents
1	Blink blink.new	98	95	100	100	100
1	Cerebrium cerebrium.ai	98	100	94	100	100
1	Sprites sprites.ai	98	95	100	100	100
4	Dart dartai.com	97	95	94	100	100
4	Nyckel nyckel.com	97	95	94	100	100
6	Benson meetbenson.com	96	100	100	100	83
6	Fieldproxy fieldproxy.ai	96	95	93	100	100
6	Sei AI seiright.com	96	95	100	100	88
6	Trackingplan trackingplan.com	96	100	100	100	83
10	IOMETE iomete.com	95	100	94	100	83
10	Ranla ranla.ai	95	100	100	88	83
10	Ravion ravion.com	95	95	100	100	83
10	Take App take.app	95	95	100	100	83
14	Glep glep.com	94	100	93	100	83
15	Brainboard brainboard.co	93	95	94	100	83
15	Cogram cogram.com	93	95	94	100	83
15	Massdriver massdriver.cloud	93	92	85	100	100
15	SnapTrade snaptrade.com	93	95	94	100	83
15	Sphere getsphere.com	93	95	94	100	83
15	Theneo theneo.io	93	95	94	100	83
15	Velt velt.dev	93	91	100	100	83
22	Agentnoon agentnoon.com	92	95	100	100	71
22	Dojah Inc dojah.io	92	100	87	100	83
22	IoTFlows Inc iotflows.com	92	95	93	100	83
22	Karate Labs karatelabs.io	92	95	93	100	83
22	Onboard.io onboard.io	92	95	100	100	74
22	Stock Unlock stockunlock.com	92	95	100	100	74
22	Trellus trellus.ai	92	95	91	100	83
29	Dealls – Jobs & Mentoring dealls.com	91	95	94	100	74
29	Humand humand.co	91	95	89	100	83
29	Momento tumomento.com	91	95	94	100	74
29	Munily munily.com	91	100	100	100	62
29	Siftly siftly.ai	91	95	87	100	83
34	Agency getagency.com	90	92	94	88	83
34	Daft daft.ai	90	92	87	100	83
34	Fleek joinfleek.com	90	92	87	100	83
34	Pantore Pay pantorepay.com.br	90	95	93	100	74
34	Peakflo peakflo.co	90	100	79	100	83
34	Rebill rebill.com	90	95	100	100	64
40	Cotera cotera.co	89	95	81	100	83
40	Grey grey.co	89	92	94	100	71
42	Flagright flagright.com	88	95	87	100	71
42	goodfin goodfin.com	88	100	79	100	74
42	Happl happl.com	88	100	87	100	64
45	Duplo tryduplo.com	87	92	93	100	64
45	Unlayer unlayer.com	87	100	94	20	100
47	Broccoli AI broccoli.com	86	95	79	100	74
47	Cozmo AI hellocozmo.ai	86	95	87	100	62
49	Beam beam.cloud	85	95	94	100	47
49	Cinder cinder.ai	85	100	100	20	83
49	Firezone firezone.dev	85	95	94	100	47
49	Jutsoo jutsoo.com	85	92	93	88	62
49	Netmaker netmaker.io	85	95	94	100	47
49	Partna getpartna.com	85	95	94	100	47
49	SNAB snabfinance.com	85	100	94	88	47
49	TeamOut teamout.com	85	95	94	100	47
57	Capuchin capuchin.ai	84	100	94	100	38
57	Mindbase mymindbase.ai	84	95	100	100	38
57	Mono mono.la	84	92	94	100	47
57	Nullstone nullstone.io	84	100	85	100	47
61	Agave useagave.com	83	100	87	88	47
61	Convoy getconvoy.io	83	95	87	100	47
61	Curacel curacel.co	83	92	72	100	71
61	Elevate (formerly Bloom) elevatepay.co	83	95	89	100	47
61	GIMO gimo.vn	83	95	78	100	62
61	Lizza lizza.link	83	95	94	100	38
61	PropelAuth propelauth.com	83	92	87	20	100
61	Spade spade.com	83	95	94	88	47
61	Strac strac.io	83	95	87	100	47
61	Unravel Carbon unravelcarbon.com	83	95	94	100	38
61	voize voize.de	83	92	93	100	47
72	Amal Invest amalinvest.com	82	95	94	20	83
72	Aspora aspora.com	82	95	94	20	83
72	Gotrebol gotrebol.com	82	95	85	100	47
72	PromptLoop promptloop.com	82	95	94	20	83
76	DimOrder dimorder.com	81	92	94	100	38
76	Rank (formerly Moni) userank.com	81	95	93	100	35
76	Sota2 sota2.com	81	95	91	55	62
79	Arpari arpari.com	80	95	94	8	83
79	Elementary elementary-data.com	80	95	87	20	83
79	MosaicVoice mosaicvoice.ai	80	95	94	100	26
79	Shaped shaped.ai	80	92	93	20	83
83	BotCity botcity.dev	79	68	94	100	62
83	FinFlx finflx.com	79	92	87	100	38
83	Onorca onorca.dev	79	89	93	100	35
83	Upswell upswell.ai	79	95	89	8	83
83	Wagetap wagetap.com	79	95	94	55	47
88	Clupp clupp.com.mx	78	95	81	100	35
88	Itsjack itsjack.com	78	91	94	100	26
88	Reality Defender realitydefender.com	78	95	94	20	64
91	Palitronica Inc palitronica.com	77	95	79	55	62
91	Simplifyd Systems simplifyd.com	77	100	91	8	64
91	UpBanx upbanx.com	77	95	83	100	26
94	Anfin anfin.vn	76	92	100	67	26
94	Pluto.markets pluto.markets	76	92	93	67	38
96	Gauss gauss.money	75	100	93	20	47
96	Instant Labs instant.ca	75	95	87	20	64
96	Lexter.ai lexter.ai	75	95	68	100	38
96	Perl Street perlstreet.com	75	85	89	100	26
96	Redbird redbird.io	75	95	94	20	52
96	Talentropy.ai talentropy.ai	75	91	85	100	26
96	VantedgeAI vantedgeai.com	75	85	87	88	38
103	Fogbender fogbender.com	74	95	94	20	47
103	Postal usepostal.com	74	95	81	8	74
103	Versable versableai.com	74	95	68	100	35
106	Mahaana Wealth mahaana.com	73	85	77	100	35
106	Sekilo sekilo.com	73	95	76	88	26
106	Vimmerse vimmerse.net	73	95	93	20	47
109	Boya boyahq.com	72	92	91	20	47
109	Numida numida.com	72	95	59	100	35
109	Rally rallyuxr.com	72	100	81	20	47
112	Airwork airworkhq.com	71	95	94	20	35
112	Fintelite fintelite.ai	71	100	83	8	47
112	Lightmeter lightmeter.io	71	95	78	67	26
112	Vendy myvendy.com	71	80	91	20	64
112	Yezza yezza.com	71	100	89	20	35
117	AYC Fund aycfund.com	70	89	83	8	62
117	Cardda cardda.com	70	85	100	20	38
117	Creizer creizer.com	70	95	94	8	38
117	SALT salt.pe	70	92	94	20	35
117	Sieve sievedata.com	70	80	89	20	62
122	Axross Pte Ltd axross.co	69	95	51	55	62
122	Cofactr cofactr.com	69	95	87	20	35
122	digi digitech.la	69	95	96	20	26
122	InferEdge inferedge.com	69	95	83	8	47
122	Kaso kaso.ai	69	100	91	20	26
122	PolicyFly policyfly.com	69	95	94	20	26
122	Soon soon.app	69	85	89	20	47
129	Armilla AI armilla.ai	68	95	89	8	38
129	Compra Rápida comprarapida.co	68	100	78	20	38
129	Lovage getlovage.com	68	95	81	20	38
129	Prembly prembly.com	68	92	31	100	62
129	Spinach AI spinach.ai	68	100	79	20	35
129	Top Road toproad.ai	68	89	87	8	47
135	Complif complif.com	67	95	87	20	26
135	CUTR cutr.ai	67	95	87	8	35
135	Dynamo AI dynamo.ai	67	95	94	8	26
135	Powerdocs powerdocs.so	67	80	96	8	47
139	Argument argument.xyz	66	95	85	20	26
139	Attack Capital attack.capital	66	95	81	8	38
139	Cinapse cinapse.io	66	85	87	8	47
139	Complete complete.so	66	92	81	20	35
139	Finku finku.id	66	95	76	20	35
139	Plumter plumter.com	66	85	79	20	47
139	Workflow86 workflow86.com	66	95	81	8	38
146	CrediBook credibook.com	65	95	72	20	35
146	HOKALI hokali.com	65	95	74	20	35
146	RedBrick AI redbrickai.com	65	91	85	8	35
149	Stairs Financial stairsfinancial.com	64	95	69	20	35
150	Axis axis.xyz	63	95	79	8	26
150	haddock haddock.app	63	100	74	8	26
150	Hyperbeam hyperbeam.com	63	85	70	20	47
153	Rome AI rome.ai	62	95	33	100	26
154	Touchandpay touchandpay.me	61	85	74	20	35
155	Wibond wibond.co	60	82	79	20	26
156	Attain joinattain.com	59	100	53	20	26
156	Samos Insurance samos.insure	59	95	36	8	62
158	Elphinstone, Inc. elphinstone.us	57	92	48	20	38
159	Reforged Labs reforgedlabs.com	55	89	51	8	38
159	StafBook stafbook.com	55	85	57	20	26
161	Powerhouse AI powerhouseai.com	53	91	52	8	26
162	Inden inden.ai	50	85	48	8	26
162	Poko pokoapp.xyz	50	95	8	8	62
164	Eazipay Inc. myeazipay.com	49	92	34	8	26
164	PINA pina.id	49	95	33	8	26
166	Apollo apollofirst.xyz	48	91	34	8	26
167	Getironleap getironleap.io	47	85	38	8	26
167	GoSats gosats.io	47	89	31	8	26
169	Topship topship.africa	46	95	22	8	26
170	Kenobi kenobi.ai	45	85	31	8	26
170	Orca orca.fyi	45	89	23	8	26
172	Sero sero.so	44	82	31	8	26
173	Venue.ink venue.ink	41	89	9	8	26
174	Fresh Factory freshfactory.id	40	85	14	8	26
174	Lumibot lumibot.com	40	80	18	8	26
174	Strong Compute strongcompute.com	40	77	22	8	26
177	PayCaddy paycaddy.com	39	82	14	8	26

Sub-scores: Crawlers = AI crawler access, Content = answer-engine content, Schema = structured data, Agents = agent readiness (llms.txt, API/MCP). Ties share a rank.

YC Winter 2022 vs all of YC

Area	Winter 2022	All YC
Overall score	76	77
AI crawler access	93	93
Answer-engine content	81	82
Structured data	58	62
Agent readiness	54	56

Most common gaps in YC Winter 2022

No discoverable API or MCP for agents90% (all YC: 87%)

No question & answer content75% (all YC: 71%)

No llms.txt62% (all YC: 55%)

No product / organization schema50% (all YC: 46%)

No JSON-LD structured data at all46% (all YC: 43%)

No docs / help content linked42% (all YC: 46%)

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Other YC batches

All YC companies Fall 2026 Summer 2026 Spring 2026 Winter 2026 Fall 2025 Summer 2025 Spring 2025 Winter 2025 Fall 2024 Summer 2024 Winter 2024 Summer 2023 Winter 2023 Summer 2022 Summer 2021 Winter 2021 Summer 2020 Winter 2020 Summer 2019 Winter 2019 Summer 2018 Winter 2018 Summer 2017 Winter 2017 Summer 2016 Winter 2016 Summer 2015 Winter 2015 Summer 2014 Winter 2014 Summer 2013 Winter 2013 Summer 2012 Winter 2012 Summer 2011 Winter 2011

Methodology: how the YC dataset was built. Batch labels come from Y Combinator's public directory; RankRoot is not affiliated with Y Combinator.