Identity verification
Asked as “identity verification service”, and as “KYC document and selfie verification tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
21%
Contested · Sumsub 17%
21Persona17Sumsub17Veriff44others
21% of first choices, contested.
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.
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 September 2026
Show the three products at 0%, ordered by negative rate
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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-one head-to-head pages: the top seven products, each against each
Persona vs TruliooPersona vs JumioPersona vs Stripe IdentityVeriff vs SumsubVeriff vs iDenfyVeriff vs TruliooVeriff vs JumioVeriff vs Stripe IdentitySumsub vs iDenfySumsub vs TruliooSumsub vs JumioSumsub vs Stripe IdentityiDenfy vs TruliooiDenfy vs JumioiDenfy vs Stripe IdentityTrulioo vs JumioTrulioo vs Stripe IdentityJumio vs Stripe Identity
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 →
01
02
03
04
05
06
07
08
09I10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Persona21%
Persona21%02Veriff17%
Veriff17%03Sumsub17%
Sumsub17%04iDenfy8%
iDenfy8%05Trulioo6%
Trulioo6%06Jumio4%
Jumio4%07Stripe Identity2%
Stripe Identity2%08Socure0%
Socure0%09Onfido0%
Onfido0%10ID.me0%
What they warned about
Zero 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 4.1 Fast, 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.
ID.me
82%
9 of 11 labels negative · 9 of 14 models · 5 hard negative
“Privacy Issues: Uses facial recognition technology that has been shown to have racial bias and disproportionate impact on people of color” MiniMax M2.5, negative prompt
IDMerit100%
6 of 6 labels negative · 6 of 14 models · 6 hard negative
“an unprotected MongoDB database it linked to IDMerit... exposed approximately one billion personally identifiable records across 26 countries” Muse Glimmer 30B, negative prompt
Persona15%
6 of 41 labels negative · 6 of 14 models · 3 hard negative
“third-party B2B identity verifiers like **Persona Identities** or **Confirm ID** ... faced class-action lawsuits under BIPA” Gemini 3.5 Flash, negative prompt
Sumsub15%
6 of 40 labels negative · 5 of 14 models · 2 hard negative
“Be most cautious about: IDScan.net, IDmerit, and Sumsub due to confirmed major data breaches.” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1092 links across 288 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Signzy30 answers · 39 citations · 12 models
vendor site · GBG23 answers · 31 citations · 11 models
vendor site · iDenfy22 answers · 28 citations · 10 models
vendor site · Ondato22 answers · 22 citations · 9 models
vendor site · 1Kosmos21 answers · 21 citations · 10 models
19 answers · 30 citations · 9 models
vendor site · Bureau19 answers · 21 citations · 9 models
vendor site · Checkr19 answers · 19 citations · 9 models
19 answers · 19 citations · 9 models
vendor site · Veriff18 answers · 26 citations · 10 models
vendor site · Didit17 answers · 38 citations · 11 models
vendor site · Jumio17 answers · 28 citations · 11 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.
21 answers · 10 models
20 answers · 10 models
19 answers · 9 models
19 answers · 9 models
18 answers · 8 models
16 answers · 9 models
16 answers · 9 models
15 answers · 7 models
14 answers · 7 models
13 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Persona withpersona.com | 21% | 114 | 135,000 | 226,215 | 113,387 | 43 | ||
| Veriff veriff.com | 17% | 125 | 4,400 | 156 | 13,927 | $171 | 18 | |
| Sumsub sumsub.com | 17% | 113 | 5,400 | 195 | 29,613 | 23 | ||
| Didit didit.me | 12% | 26 | 6,600 | 26 | 3,711 | 15 | ||
| iDenfy idenfy.com | 8% | 75 | 110,000 | 18 | 6,549 | 3 | 1 | |
| Trulioo trulioo.com | 6% | 81 | 1,600 | 38 | 7,163 | 6 | ||
| Jumio jumio.com Jumio 4%, Jumio Identity Verification 2% | 6% | 91 | 2,900 | 118 | 4,032 | 30 | ||
| Middesk middesk.com | 4% | 21 | 3,600 | 65 | 132,526 | 13 | ||
| Stripe Identity stripe.com | 2% | 35 | 720 | 25 | 3,226,782 | $3,621 | 102 | |
| ComplyCube complycube.com | 2% | 6 | 110 | 1 | 2,164 | 5 | 2 |
Google's top ten for the three searches hold 24 sites; 1 of them are among the sites the models cited here (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 4.5Truliooagainst: Jumiono first choiceChangedJumio, SocureiDenfyno first choiceagainst: AU10TIX, IDMerit, IDScan.net
Three alternatives
Ondato, Sumsub, iDenfySix alternatives
Onfido, Persona, Regula, Sumsub, Trulioo, VeriffTwo alternatives
SEON, SignzyGPT-5.4 miniPersonaJumio Identity VerificationChangedPersonaDidit, Personano first choicenothing named
Three alternatives
Jumio, Sumsub, TruliooOne alternative
OnfidoFour alternatives
Jumio, Onfido, Socure, TruliooOne alternative
iDenfyGemini 3.5 FlashPersonaagainst: LexisNexisSumsubChangedSocurePersonano first choiceagainst: CLEAR, Confirm ID, Equifax, Experian, ID Scan / IDScan.net, ID.me, Persona, World
Three alternatives
Middesk, Sumsub, iDenfyTwo alternatives
Ondato, PersonaFour alternatives
Alloy, Entrust, Jumio, PersonaThree alternatives
ComplyCube, Didit, iDenfyPerplexity SonarTruliooSumsubChangedno first choiceiDenfyno first choicenothing named
Four alternatives
Jumio, Sumsub, Veriff, iDenfyOne alternative
VeriffTwo alternatives
Plaid, TruliooGrok 4.1 FastPersona, Sumsubagainst: Jumio, LexisNexis, OnfidoSumsub, iDenfyChangedagainst: Entrust, Jumio, Onfidono first choiceDiditagainst: Onfidono first choiceagainst: ID.me, IDMerit, IDScan, IdentityForce / IdentityDefense / Identity Services LLC, Onfido, Veriff
One alternative
TruliooOne alternative
TruliooThree alternatives
Stripe Identity, Veriff, iDenfyMistral Small1Kosmos, TruliooJumioChangedno first choiceagainst: TruliooDojahno first choiceagainst: ID.me
Two alternatives
Middesk, VeriffThree alternatives
AU10TIX, Docsumo, LexisNexis Risk SolutionsFour alternatives
Shufti Pro, Stripe Identity, Veriff, iDenfyDeepSeek V4 FlashPersonaVeriffChangedagainst: Onfidono first choiceDiditagainst: Jumio, Onfidono first choiceagainst: CyberScout, Evident ID, Inc., IDMerit, IDScan.net, Identity Defense, Jumio, Persona, Sumsub
Three alternatives
Middesk, Sumsub, TruliooFour alternatives
Ondato, Persona, Sumsub, iDenfyEight alternatives
ID.me, Jumio, Onfido, Persona, Socure, Sumsub, Trulioo, VeriffThree alternatives
Persona, Stripe Identity, VeriffLlama 4 MaverickVeriffno first choiceChangedno first choiceVeriffno first choiceagainst: ID.me
Two alternatives
Trustpair, iDenfyTwo alternatives
Shufti Pro, SumsubQwen 3.7 FlashMiddesk, VeriffPersonaChangedJumioVeriffno first choiceagainst: ID.me
Four alternatives
IDology, Jumio, Onfido, Shufti ProOne alternative
SumsubFive alternatives
LexisNexis Risk Solutions, Onfido, Persona, Trulioo, VeriffThree alternatives
Digitary, Stripe Identity, iDenfyKimi K2Persona, SumsubSumsubChangedagainst: Jumio, Onfido, TruliooVeriffDidit, Sumsubno first choiceagainst: AU10TIX, IDMerit, IDScan.net, Jumio, Onfido, Persona, Sumsub, Trulioo, Veriff
One alternative
iDenfyTwo alternatives
Persona, VeriffSix alternatives
Jumio, Mitek, Onfido, Socure, Sumsub, TruliooFive alternatives
Onfido, Persona, Stripe Identity, Veriff, iDenfyGLM 4.7 FlashXPersona, SumsubComplyCubeChangedno first choiceDiditno first choiceagainst: Bithumb, ID.me, IDScan, Persona, Veriff
Two alternatives
Trulioo, VeriffTwo alternatives
Jumio, YotiThree alternatives
Persona, Stripe Identity, VeriffMiniMax M2.5GBG, VeriffJumio, VeriffChangedJumioVeriff, iDenfyagainst: Sumsubno first choiceagainst: AU10TIX, ID.me, IDMerit, IDScan.net, Onfido, Persona, Sumsub, Veriff
One alternative
TrustpairOne alternative
TruliooFour alternatives
IDology, Onfido, Trulioo, VeriffOne alternative
DiditGPT-6 LunaMiddesk, Personaagainst: Stripe IdentityPersonaChangedStripe IdentityStripe Identityagainst: Sumsubno first choiceagainst: AU10TIX, ID.me, Persona
One alternative
AlloyOne alternative
SumsubSix alternatives
Jumio, Persona, Socure, Sumsub, Trulioo, VeriffTwo alternatives
Persona, VeriffMuse Glimmer 30Bno first choiceSumsubChangedPersonaDidit, Veriffno first choiceagainst: ID.me, IDMerit, Sumsub
Two alternatives
Veriff, iDenfySix alternatives
Jumio, Onfido/Entrust, Socure, Sumsub, Trulioo, VeriffOne alternative
SumsubBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 23:04 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:42 | yes | 5 | 10 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:25 | yes | 14 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:29 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:46 | yes | 21 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:29 | yes | 10 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:05 | yes | 24 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:11 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:53 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:14 | yes | 21 | 16 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:30 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:38 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:35 | yes | 15 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:51 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:03 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:16 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:25 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:26 | yes | 21 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:21 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:24 | yes | 23 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:25 | yes | 19 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 14 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:58 | yes | 25 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:46 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:17 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:04 | yes | 15 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:54 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:04 | yes | 6 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 16 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:42 | yes | 19 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:00 | yes | 21 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:43 | yes | 14 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:02 | yes | 23 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:01 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:21 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:15 | yes | 20 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:15 | yes | 20 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:47 | yes | 25 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:31 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:26 | yes | 24 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:34 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:35 | yes | 21 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:57 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:53 | yes | 25 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:32 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:35 | yes | 25 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:55 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:37 | yes | 10 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:21 | yes | 15 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 9 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:03 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:45 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:04 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:52 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | yes | 10 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:17 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:55 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:53 | yes | 18 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:47 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:16 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:51 | yes | 19 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:45 | yes | 15 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:21 | yes | 5 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:04 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:17 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:33 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:14 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:08 | yes | 24 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:31 | yes | 28 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:38 | yes | 25 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:50 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:43 | yes | 25 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:19 | yes | 9 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:50 | yes | 20 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:54 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 24 | 43 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:24 | yes | 20 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:41 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:43 | yes | 22 | 33 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Bithumb
CheckFile.ai
Confirm ID
CyberScout
Digitary
Dojah
Evident ID, Inc.
Experian Identity Verification
ID Scan / IDScan.net
Identity Defense
IdentityForce / IdentityDefense / Identity Services LLC
Jumio Identity Verification
Plaid Identity
VIBIEr
World (formerly Worldcoin)
iProov
Discontinued, still offered
No shut-down product was recommended here.