Identity verification for small business buyers
Asked as “identity verification service”, and as “KYC document and selfie verification tool”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
23%
Contested · Sumsub 19%
23iDenfy19Sumsub15Veriff44others
23% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: iDenfy (23%) replaces Veriff (23% then, 15% now), 8 points clear, inside the 11-point floor.iDenfy leads at 23%, replacing Veriff, which led at 23% and stands at 15% now: 8 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
iDenfy23%Contested↗new leaderNew leader since October 2026: iDenfy (23%) replaces Veriff (23% then, 15% now), 8 points clear, inside the 11-point floor.This pageMid-market
Sumsub21%Contested↗new leaderNew leader since October 2026: Sumsub (21%) replaces Persona (21% then, 17% now), 4 points clear, inside the 11-point floor.Standing →Enterprise
Persona16%Contested↗new leaderNew leader since October 2026: Persona (16%) replaces Sumsub (17% then, 14% now), 2 points clear, inside the 11-point floor.Standing →
iDenfy23%Contested↗new leaderNew leader since October 2026: iDenfy (23%) replaces Veriff (23% then, 15% now), 8 points clear, inside the 11-point floor.This pageMid-marketSumsub21%Contested↗new leaderNew leader since October 2026: Sumsub (21%) replaces Persona (21% then, 17% now), 4 points clear, inside the 11-point floor.Standing →EnterprisePersona16%Contested↗new leaderNew leader since October 2026: Persona (16%) replaces Sumsub (17% then, 14% now), 2 points clear, inside the 11-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01iDenfy23%3%35accepted challenger▲+5Since October 2026: 18% → 23%, +5 points. Inside the 11-point floor: within noise.18% → 23%
iDenfy23%3%35accepted challenger▲+5Since October 2026: 18% → 23%, +5 points. Inside the 11-point floor: within noise.18% → 23%02Sumsub19%12%48accepted challenger▲+12Since October 2026: 7% → 19%, +12 points. Past the 11-point floor: movement.7% → 19%
Sumsub19%12%48accepted challenger▲+12Since October 2026: 7% → 19%, +12 points. Past the 11-point floor: movement.7% → 19%03
Veriff15%6%47accepted challenger▼−8Since October 2026: 23% → 15%, −8 points. Inside the 11-point floor: within noise.23% → 15%
Veriff15%6%47accepted challenger▼−8Since October 2026: 23% → 15%, −8 points. Inside the 11-point floor: within noise.23% → 15%04
Didit12%0%13accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise.12% → 12%
Didit12%0%13accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise.12% → 12%05
Stripe Identity8%0%25accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 11-point floor: within noise.7% → 8%
Stripe Identity8%0%25accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 11-point floor: within noise.7% → 8%06Persona6%27%37criticized challenger▼−6Since October 2026: 12% → 6%, −6 points. Inside the 11-point floor: within noise.12% → 6%
Persona6%27%37criticized challenger▼−6Since October 2026: 12% → 6%, −6 points. Inside the 11-point floor: within noise.12% → 6%07
Trulioo4%19%21accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
Trulioo4%19%21accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%Show the three products at 0%, ordered by negative rate
10
Onfido0%62%24criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
Onfido0%62%24criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%09
Jumio0%52%31criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Jumio0%52%31criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Shufti Pro0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Shufti Pro0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01iDenfy23%
iDenfy23%02Sumsub19%
Sumsub19%03Veriff15%
Veriff15%04Didit12%
Didit12%05Stripe Identity8%
Stripe Identity8%06Persona6%
Persona6%07Trulioo4%
Trulioo4%08Shufti Pro0%
Shufti Pro0%09Jumio0%
Jumio0%10Onfido0%
Onfido0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Jumio52%
16 of 31 labels negative · 9 of 14 models · 3 hard negative
“Large legacy compliance engines (like Jumio or Socure) are built for enterprise-scale banks... Why to avoid: These platforms typically require expensive setup costs” Muse Glimmer 30B, negative prompt
Onfido62%
15 of 24 labels negative · 8 of 14 models · 5 hard negative
“Frequently cited for clunky UX, poor document scanning/selfie experience, high user drop-off rates, and latency... Better for enterprises than resource-strapped small businesses.” Grok 4.20, negative prompt
Persona27%
10 of 37 labels negative · 8 of 14 models · 1 hard negative
“Reports of latency issues, high-friction doc scan/selfie processes, and underwhelming fraud tooling” Grok 4.20, negative prompt
Sumsub12%
6 of 48 labels negative · 5 of 14 models · 3 hard negative
“one of the most heavily criticized identity verification platforms, with a Trustpilot rating of only 1.2 out of 5” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 881 links across 245 sites, every framing counted. Ranked by the number of answers carrying the site or page. 14 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G226 answers · 47 citations · 11 models
vendor site · Veriff26 answers · 38 citations · 10 models
vendor site · Didit19 answers · 32 citations · 7 models
vendor site · Bureau19 answers · 25 citations · 9 models
vendor site · iDenfy18 answers · 27 citations · 10 models
17 answers · 18 citations · 10 models
16 answers · 17 citations · 8 models
vendor site · G216 answers · 16 citations · 10 models
vendor site · Authenticate15 answers · 15 citations · 9 models
14 answers · 14 citations · 7 models
vendor site · GBG13 answers · 14 citations · 8 models
12 answers · 14 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
16 answers · 8 models
16 answers · 10 models
16 answers · 10 models
15 answers · 8 models
13 answers · 8 models
13 answers · 6 models
12 answers · 6 models
11 answers · 6 models
10 answers · 8 models
10 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best identity verification service”, “identity verification service”, “identity verification services”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| iDenfy idenfy.com | 23% | 67 | 110,000 | 18 | 6,549 | 3 | 1 | |
| Sumsub sumsub.com | 19% | 136 | 5,400 | 195 | 29,613 | 23 | ||
| Veriff veriff.com | 15% | 122 | 4,400 | 156 | 13,927 | $171 | 18 | |
| Didit didit.me | 12% | 27 | 6,600 | 26 | 3,711 | 15 | ||
| Stripe Identity stripe.com | 8% | 35 | 720 | 25 | 3,226,782 | $3,621 | 102 | |
| Yoti yoti.com Yoti 4%, Yoti Identity Verification 4% | 8% | 11 | 6,600 | 493 | 12,051 | 80 | ||
| Persona withpersona.com | 6% | 118 | 135,000 | 226,215 | 113,387 | 43 | ||
| Trulioo trulioo.com | 4% | 77 | 1,600 | 38 | 7,163 | 6 | ||
| Authenticate authenticate.com | 2% | 8 | ||||||
| Baselayer | 2% |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (getapp.com, idenfy.com, stackgo.io). The first result for “best identity verification service” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best identity verification service for a small B2B company?”Paraphrase“Which KYC document and selfie verification tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top identity verification services for a small team and how do they differ?”Budget-constrained“What is the best identity verification service for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an identity verification service. What should we look at?”Negative“Which identity verification services should a small business avoid or be cautious about?”
Claude Haiku 4.5Trulioo, iDenfyno first choiceChangediDenfyiDenfyno first choicenothing named
One alternative
OndatoThree alternatives
Persona, Trulioo, VeriffTwo alternatives
Didit, VeriffGPT-5.4 miniSumsubVeriffChangedPersona, Veriffagainst: Smile Identity, TruliooVeriffagainst: Jumio, Trulioono first choicenothing named
Two alternatives
Jumio, TruliooOne alternative
JumioOne alternative
JumioGemini 3.5 FlashSumsubagainst: LexisNexis, Socure, TruliooSumsubHeldStripe IdentityPersonano first choiceagainst: Jumio, LexisNexis, Onfidonothing named
Four alternatives
Didit, Middesk, Persona, iDenfyThree alternatives
Persona, Stripe Identity, VeriffThree alternatives
Persona, Sumsub, VeriffFour alternatives
Stripe Identity, Sumsub, Trust Swiftly, iDenfyPerplexity SonariDenfyYoti Identity VerificationChangedagainst: JumioVeriffagainst: JumioDiditagainst: Personano first choicenothing named
Six alternatives
Authenticate, Entrust Identity Verification, Middesk, Sumsub, Trulioo, TrustpairOne alternative
TruliooFive alternatives
ComplyCube, Persona, Sumsub, Trulioo, iDenfyThree alternatives
Authenticate, Veriff, iDenfyGrok 4.20Personaagainst: Jumio, OnfidoSumsub, YotiChangedagainst: Docsumo, Persona, SocureVeriff, iDenfyagainst: Incode, Jumio, OnfidoiDenfyno first choiceagainst: AplyiD, Jumio, Lemon Squeezy, Onfido, Persona, Plaid, iProov
Two alternatives
Sumsub, VeriffThree alternatives
Entrust IDV, Jumio, SignzyThree alternatives
Persona, Shufti Pro, SumsubFour alternatives
Authologic, Stripe Identity, SwitchID, YouverifyMistral SmallSumsubSumsub, YotiChangediDenfyAuthenticateno first choiceagainst: Entrust IDV, Jumio, Onfido, Sumsub
Two alternatives
Shufti Pro, VeriffTwo alternatives
ARGOS Identity, IdentomatSeven alternatives
Authenticate, Jumio, Persona, Shufti Pro, Sumsub, Veriff, VouchedTwo alternatives
Veriff, iDenfyDeepSeek V4 FlashiDenfySumsub, VeriffChangedVeriffagainst: Onfido, PersonaDiditagainst: Sumsubno first choiceagainst: ID Guard, Ondato, Onfido, Persona, Sumsub
Four alternatives
ARGOS Identity, Middesk, Persona, SumsubOne alternative
iDenfyFive alternatives
Didit, Shufti Pro, Stripe Identity, Sumsub, iDenfyTwo alternatives
Stripe Identity, Veriff Self-ServeLlama 4 MaverickSumsubno first choiceChangedno first choiceiDenfyno first choiceagainst: Entrust IDV, Jumio, Onfido, Sumsub, Veriff
Four alternatives
Shufti Pro, Signzy, Udentify, VeriffTwo alternatives
Sumsub, VeriffQwen 3.7 FlashPersonaStripe IdentityChangedStripe Identity, iDenfyiDenfyno first choiceagainst: Entrust IDV, Microsoft Entra Verified ID, Persona, SheerID, Veriff
Three alternatives
Stripe Identity, Sumsub, TruliooThree alternatives
Onfido, Persona, VeriffThree alternatives
Persona, Sumsub, VeriffOne alternative
DiditKimi K2Trulioo, Veriffagainst: Jumio, OnfidoVeriffChangedVeriffagainst: Jumio, Onfido, PersonaDiditagainst: Onfido, SumsubVeriffagainst: ID.me, IDScan
Five alternatives
Didit, Middesk, Stripe Identity, Sumsub, iDenfyThree alternatives
Stripe Identity, Trulioo, TrustCloud KYBTwo alternatives
Checkr, SumsubFour alternatives
ARGOS Identity, Persona, Stripe Identity, VeriffThree alternatives
Persona, Vouched, iDenfyGLM 4.7 FlashXDiditiDenfyChangediDenfyDiditno first choiceagainst: AU10TIX, IDScan.net, IDfy, Onfido, Persona
Three alternatives
Sumsub, Veriff, iDenfyFour alternatives
Socure, Stripe Identity, Sumsub, VeriffFour alternatives
Jumio, Onfido, Sumsub, VeriffFour alternatives
Hypersign, ID Analyzer, LumiID, PersonaMiniMax M2.5Sumsub, iDenfyStripe IdentityChangediDenfyagainst: JumioVeriff, iDenfyno first choiceagainst: ID.me, IDScan.net, Jumio
One alternative
TrustpairThree alternatives
Trulioo, Yoti, iDenfyThree alternatives
Sumsub, Veriff, YouverifyTwo alternatives
Stripe Identity, SumsubGPT-6 LunaBaselayerStripe IdentityChangedStripe Identityagainst: PersonaStripe Identityno first choiceagainst: IDScan.net, Sumsub
Three alternatives
Middesk, Persona, Stripe IdentityOne alternative
PersonaThree alternatives
Plaid Identity Verification, Sumsub, VeriffOne alternative
VeriffMuse Glimmer 30BiDenfyagainst: Entrust IDV, OnfidoYoti Identity VerificationChangedPersona, Stripe Identity, Sumsubagainst: Jumio, Onfido, TruliooDiditagainst: Jumiono first choiceagainst: Entrust IDV, Jumio, Onfido, Persona, Socure, Veriff, iDenfy
Four alternatives
Didit, Persona, SEON, SumsubOne alternative
SumsubTwo alternatives
Veriff, iDenfyTwo alternatives
Sumsub, iDenfyBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:45 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:11 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:16 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:34 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:40 | yes | 14 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:23 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:50 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:11 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:10 | yes | 15 | 57 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:23 | yes | 15 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:54 | yes | 5 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:54 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:00 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:27 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:56 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:00 | yes | 10 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 23 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:16 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:20 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:06 | yes | 20 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:25 | yes | 24 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 5 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:11 | yes | 3 | 34 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:06 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:18 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:30 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:08 | yes | 18 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:03 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 10 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:47 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:49 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:05 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 24 | 59 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:22 | yes | 25 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:57 | yes | 13 | 49 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:27 | yes | 5 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:27 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:51 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:29 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:49 | yes | 15 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:58 | yes | 10 | 2 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:15 | yes | 20 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:58 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:50 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:11 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:54 | yes | 20 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:10 | yes | 24 | 56 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:59 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:50 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:46 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:57 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:47 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:10 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:19 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:16 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:18 | yes | 20 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:53 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:22 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:29 | yes | 19 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:30 | yes | 20 | 70 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:21 | no | 0 | 73 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 5 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:11 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | yes | 27 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:39 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:00 | yes | 6 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 10 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:36 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:12 | yes | 25 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:19 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:07 | yes | 10 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:28 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 24 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:37 | yes | 25 | 68 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 2 | 33 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:30 | yes | 15 | 18 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Entrust read as Entrust Identity Verification
Unresolved, counted raw
AWS Verify
AplyiD (APLYiD)
Authologic
Baselayer
GetID
ID Guard
IDfy
Lemon Squeezy
LumiID
SheerID
Smile ID
Smile Identity
SwitchID
Trust Swiftly
TrustCloud KYB
Udentify
Discontinued, still offered
No shut-down product was recommended here.