Identity verification
Asked as “identity verification service”, and as “KYC document and selfie verification tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
21%
Contested · Persona 17%
21Sumsub17Persona13Didit49others
21% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Sumsub (21%) replaces Persona (21% then, 17% now), 4 points clear, inside the 11-point floor.Sumsub leads at 21%, replacing Persona, which led at 21% and stands at 17% now: 4 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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-marketSumsub21%Contested↗new leaderNew leader since October 2026: Sumsub (21%) replaces Persona (21% then, 17% now), 4 points clear, inside the 11-point floor.This pageEnterprisePersona16%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Sumsub21%11%46accepted challenger▲+4Since October 2026: 17% → 21%, +4 points. Inside the 11-point floor: within noise.17% → 21%
Sumsub21%11%46accepted challenger▲+4Since October 2026: 17% → 21%, +4 points. Inside the 11-point floor: within noise.17% → 21%02Persona17%12%43accepted challenger▼−4Since October 2026: 21% → 17%, −4 points. Inside the 11-point floor: within noise.21% → 17%
Persona17%12%43accepted challenger▼−4Since October 2026: 21% → 17%, −4 points. Inside the 11-point floor: within noise.21% → 17%03
Didit13%0%11accepted challenger▲+1Since October 2026: 12% → 13%, +1 point. Inside the 11-point floor: within noise.12% → 13%
Didit13%0%11accepted challenger▲+1Since October 2026: 12% → 13%, +1 point. Inside the 11-point floor: within noise.12% → 13%04
Veriff11%7%43accepted challenger▼−6Since October 2026: 17% → 11%, −6 points. Inside the 11-point floor: within noise.17% → 11%
Veriff11%7%43accepted challenger▼−6Since October 2026: 17% → 11%, −6 points. Inside the 11-point floor: within noise.17% → 11%05iDenfy11%0%21accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 11-point floor: within noise.8% → 11%
iDenfy11%0%21accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 11-point floor: within noise.8% → 11%06
Trulioo6%4%27accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Trulioo6%4%27accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%Show the five products at 0%, ordered by negative rate
11ID.me0%75%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
Onfido0%35%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Onfido0%35%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Jumio0%29%42criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Jumio0%29%42criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
Socure0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Socure0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Stripe Identity0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Stripe Identity0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 head
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 →
01020304050607080910I11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Sumsub21%
Sumsub21%02Persona17%
Persona17%03Didit13%
Didit13%04Veriff11%
Veriff11%05iDenfy11%
iDenfy11%06Trulioo6%
Trulioo6%07Stripe Identity0%
Stripe Identity0%08Socure0%
Socure0%09Jumio0%
Jumio0%10Onfido0%
Onfido0%11ID.me0%
What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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 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.
ID.me
75%
9 of 12 labels negative · 9 of 14 models · 3 hard negative
“ID.me harvests personal data as a gatekeeper to public agencies—which have no business requiring citizens to use a for-profit intermediary.” Muse Glimmer 30B, negative prompt
Onfido35%
9 of 26 labels negative · 8 of 14 models · 2 hard negative
“What to Avoid - Jumio and legacy Onfido (now Entrust IDV) tend to require enterprise contracts” Kimi K2, direct prompt
Jumio29%
12 of 42 labels negative · 7 of 14 models · 3 hard negative
“Jumio (Trustpilot: ~1.3/5) - Users frequently report that valid, original government documents are repeatedly rejected” DeepSeek V4 Flash, negative prompt
Sumsub11%
5 of 46 labels negative · 5 of 14 models · 1 hard negative
“One of the lowest-rated verification platforms - Constant rejection of valid verification documents” 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. 904 links across 280 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 · Veriff24 answers · 35 citations · 11 models
vendor site · Bureau23 answers · 31 citations · 9 models
vendor site · G219 answers · 24 citations · 11 models
vendor site · Didit17 answers · 29 citations · 10 models
17 answers · 20 citations · 10 models
vendor site · GBG16 answers · 24 citations · 8 models
16 answers · 18 citations · 10 models
vendor site · SourceForge15 answers · 24 citations · 8 models
14 answers · 16 citations · 9 models
vendor site · iDenfy13 answers · 17 citations · 7 models
vendor site · Shufti Pro13 answers · 15 citations · 8 models
12 answers · 12 citations · 7 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 · 9 models
13 answers · 9 models
13 answers · 8 models
10 answers · 7 models
10 answers · 8 models
9 answers · 6 models
9 answers · 7 models
9 answers · 6 models
9 answers · 8 models
9 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Sumsub sumsub.com | 21% | 136 | 5,400 | 195 | 29,613 | 23 | ||
| Persona withpersona.com | 17% | 118 | 135,000 | 226,215 | 113,387 | 43 | ||
| Didit didit.me | 13% | 27 | 6,600 | 26 | 3,711 | 15 | ||
| Veriff veriff.com Veriff 11%, Veriff Self-Serve 2% | 13% | 122 | 4,400 | 156 | 13,927 | $171 | 18 | |
| iDenfy idenfy.com | 11% | 67 | 110,000 | 18 | 6,549 | 3 | 1 | |
| Trulioo trulioo.com | 6% | 77 | 1,600 | 38 | 7,163 | 6 | ||
| Shufti Pro shuftipro.com | 4% | 28 | 320 | 13 | 3,237 | 84 | ||
| ComplyCube complycube.com | 4% | 7 | 110 | 1 | 2,164 | 5 | 2 | |
| 1Kosmos 1kosmos.com | 2% | 15 | 1,000 | 50 | 38,562 | 2 | ||
| Trustpair trustpair.com | 2% | 7 | 720 | 10 | 13,654 | 2 |
Google's top ten for the three searches hold 24 sites; 2 of them are among the sites the models cited here (getapp.com, idenfy.com). 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 mid-market B2B company?”Paraphrase“Which KYC document and selfie verification tool would you recommend to a mid-sized B2B company?”Comparative“What are the top identity verification services and how do they differ?”Budget-constrained“What is the best identity verification service for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an identity verification service. What should we look at?”Negative“Which identity verification services should I avoid or be cautious about?”
Claude Haiku 4.5Trulioono first choiceChangediDenfyiDenfyno first choiceagainst: IDMerit, IDScan
Four alternatives
Middesk, Persona, Sumsub, iDenfyThree alternatives
Signzy, Stripe Identity, VeriffGPT-5.4 miniSumsubVeriffChangedJumioVeriffno first choicenothing named
Three alternatives
Entrust IDV, Trulioo, VeriffTwo alternatives
Jumio, PersonaFour alternatives
Persona, Sumsub, Trulioo, VeriffOne alternative
SumsubGemini 3.5 FlashPersonaagainst: TruliooSumsubChangedPersonaDiditagainst: Jumio, Onfidono first choiceagainst: BeenVerified, ID.me, Radaris, Spokeo Business, TruthFinder, Whitepages, World Network
Two alternatives
Middesk, SumsubThree alternatives
Persona, Shufti Pro, VeriffSeven alternatives
ID.me, Jumio, Socure, Stripe Identity, Sumsub, Trulioo, VeriffFour alternatives
Stripe Identity, Sumsub, Veriff Self-Serve, iDenfyPerplexity SonarTruliooVeriff Identity VerificationChangedVeriffiDenfyagainst: Sumsubno first choiceagainst: ID.me, Persona
Four alternatives
Middesk, Persona, Sumsub, VeriffOne alternative
SumsubEight alternatives
Checkr, Entrust Identity Verification, Jumio, Persona, Regula, Stripe Identity, Sumsub, TruliooTwo alternatives
Authenticate, VeriffGrok 4.20Shufti Proagainst: Entrust IDV, JumioSumsubChangedagainst: Jumio, PersonaJumio, SumsubDiditagainst: Jumio, Onfido, Sumsubno first choiceagainst: AU10TIX, HooYu, ID.me, IdentityForce, KYCAID, Login.gov, MyIDCare, Persona, Yoti
Two alternatives
Persona, SocureTwo alternatives
Trulioo, iDenfyFive alternatives
GBG, Incode, Onfido, Persona, Shufti ProFive alternatives
ARGOS Identity, ComplyCube, Ondato, Veriff, iDenfyMistral SmallComplyCube, SumsubSumsubChangedno first choiceYouverifyno first choicenothing named
One alternative
PersonaThree alternatives
AU10TIX, BioID, PersonaTwo alternatives
Plaid, iDenfyDeepSeek V4 FlashPersona, SumsubVeriffChangedagainst: Jumio, Onfidono first choiceDidit1Kosmos, Persona, Veriffagainst: Cyberscout, HooYu, ID.me, IDScan.net, Jumio, MyIDCare, Persona, Sumsub, Veriff
Two alternatives
Alloy, MiddeskTwo alternatives
Persona, SumsubNine alternatives
GBG, Jumio, Onfido, Persona, Socure, Sumsub, Trulioo, Veriff, iDenfyFive alternatives
KYCAID, Persona, Shufti Pro, Stripe Identity, VeriffThree alternatives
Incode, Jumio, SumsubLlama 4 Maverickno first choiceIdentomat, Trulioo, Veriff, YotiChangedno first choiceiDenfyno first choiceagainst: Jumio, Onfido, Socure
Four alternatives
Didit, Persona, Sumsub, VeriffQwen 3.7 FlashiDenfyagainst: Enigma, GBGPersona, SumsubChangedno first choiceDiditno first choiceagainst: Onfido
Three alternatives
ComplyCube, Middesk, PersonaTwo alternatives
Onfido, Stripe IdentityFive alternatives
Jumio, Onfido, Persona, Socure, TruliooOne alternative
iDenfyKimi K2Persona, Sumsubagainst: Jumio, OnfidoSumsub, VeriffChangedno first choiceDiditagainst: Veriffno first choiceagainst: AU10TIX, Clearview AI, ID.me, IDMerit, Jumio, Onfido, Persona, PimEyes, Sumsub, Veriff
Two alternatives
Trustpair, VeriffOne alternative
OnfidoEight alternatives
1Kosmos, Jumio, Onfido, Persona, Socure, Sumsub, Trulioo, VeriffTwo alternatives
ARGOS Identity, HypersignGLM 4.7 FlashXComplyCube, iDenfyPersonaChangedno first choiceDiditno first choiceagainst: Discord, ID.me, IDScan.net
Two alternatives
Jumio, SumsubThree alternatives
ARGOS, Trulioo, VeriffFive alternatives
KYCAID, Ondato, Stripe Identity, Veriff, iDenfyMiniMax M2.5TrustpairSumsubChangedno first choiceVeriff Self-Serve, iDenfyno first choiceagainst: ID.me, Jumio, Onfido
Four alternatives
Incode Technologies, Jumio, Socure, SumsubFour alternatives
Bureau ID, Veriff, Yoti, iDenfyOne alternative
AuthenticateGPT-6 LunaPersonaPersonaHeldno first choicePersonano first choiceagainst: Clearview AI, ID.me
One alternative
MiddeskTwo alternatives
Stripe Identity, SumsubSix alternatives
Entrust Identity Verification, Jumio, Persona, Socure, Stripe Identity, SumsubTwo alternatives
Stripe Identity, VeriffMuse Glimmer 30BSumsubShufti ProChangedagainst: Jumio, Onfido, SumsubSumsubDiditagainst: ARGOS Identityno first choiceagainst: Clearview AI, ID.me, Jumio
Three alternatives
Persona, Trulioo, VeriffTwo alternatives
Veriff, iDenfyEight alternatives
Entrust Identity Verification, Experian, Incode Technologies, Jumio, Onfido, Persona, Socure, VeriffThree alternatives
Ondato, Sumsub, VeriffBold 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 16:23 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:47 | yes | 4 | 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 17:58 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:43 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 10 | 43 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:04 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:57 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:18 | yes | 15 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:03 | yes | 10 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 24 | 75 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:51 | yes | 5 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:46 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:58 | yes | 19 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:17 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:11 | yes | 4 | 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 17:03 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:03 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:30 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:10 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:40 | yes | 10 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:02 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 10 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:03 | yes | 9 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:07 | yes | 5 | 138 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:51 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:34 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:32 | yes | 5 | 10 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 15:56 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:17 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:24 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:19 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:18 | yes | 25 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 7 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:45 | yes | 9 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:46 | yes | 21 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:26 | yes | 20 | 105 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:50 | yes | 5 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:32 | yes | 9 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:24 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:56 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:38 | yes | 3 | 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 11:28 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:48 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 15 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:28 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:44 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:25 | yes | 19 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:44 | yes | 10 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:15 | yes | 23 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:36 | yes | 10 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:47 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:25 | yes | 22 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:33 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:03 | no | 0 | 9 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 12:27 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:23 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:29 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 25 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:34 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:15 | yes | 25 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:18 | yes | 15 | 74 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:48 | no | 0 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:21 | yes | 5 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:09 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 18 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:42 | yes | 5 | 5 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 17:29 | yes | 12 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 18:35 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:49 | yes | 25 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:39 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:36 | yes | 25 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:00 | yes | 10 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:35 | yes | 24 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | yes | 22 | 89 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:22 | yes | 25 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 4 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:06 | yes | 25 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Bureau read as Bureau ID
Entrust read as Entrust Identity Verification
Entrust (formerly Onfido) read as Entrust Identity Verification
Unresolved, counted raw
ARGOS
Arya.ai
BeenVerified
BioID
Cyberscout
GoldFederation
IdentityForce
Lemonade
Persona Identities
PimEyes
Radaris
TransUnion
TruthFinder
Veriff Identity Verification
Whitepages
World Network (formerly Worldcoin)
Discontinued, still offered
No shut-down product was recommended here.