Customer identity and access management for enterprise buyers
Asked as “customer identity platform”, and as “CIAM solution for a product's users”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
47%
Clear leader
47Auth013WorkOS AuthKit11FusionAuth30others
47% of first choices, clear leader.
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 twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products at 0%, ordered by negative rate
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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Auth0 vs Microsoft Entra External IDAuth0 vs Ping IdentityAuth0 vs FusionAuthAuth0 vs Amazon CognitoWorkOS AuthKit vs FronteggWorkOS AuthKit vs ClerkWorkOS AuthKit vs Microsoft Entra External IDWorkOS AuthKit vs Ping IdentityWorkOS AuthKit vs FusionAuthWorkOS AuthKit vs Amazon CognitoFrontegg vs ClerkFrontegg vs Microsoft Entra External IDFrontegg vs Ping IdentityFrontegg vs FusionAuthFrontegg vs Amazon CognitoClerk vs Microsoft Entra External IDClerk vs Ping IdentityClerk vs FusionAuthClerk vs Amazon CognitoMicrosoft Entra External ID vs Ping IdentityMicrosoft Entra External ID vs FusionAuthMicrosoft Entra External ID vs Amazon CognitoPing Identity vs FusionAuthPing Identity vs Amazon CognitoFusionAuth vs Amazon Cognito
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
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Auth047%
Auth047%02WorkOS AuthKit13%
WorkOS AuthKit13%03FusionAuth11%
FusionAuth11%04Microsoft Entra External ID9%
Microsoft Entra External ID9%05LoginRadius6%
LoginRadius6%06Ping Identity4%
Ping Identity4%07Descope4%
Descope4%08Frontegg2%
Frontegg2%09IBM Verify0%
IBM Verify0%10WSO2 Identity Server0%
WSO2 Identity Server0%11ForgeRock Identity Platform0%
ForgeRock Identity Platform0%12Keycloak0%
Keycloak0%13Stytch0%
Stytch0%14Amazon Cognito0%
Amazon Cognito0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash and GLM 4.7 FlashX 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.
Auth016%
10 of 61 labels negative · 8 of 12 models · 2 hard negative
“Avoid Auth0 / Clerk / AWS Cognito for this specific goal” Qwen 3.7 Flash, budget prompt
Amazon Cognito50%
8 of 16 labels negative · 6 of 12 models · 1 hard negative
“Avoid Auth0 / Clerk / AWS Cognito for this specific goal” Qwen 3.7 Flash, budget prompt
Ping Identity13%
6 of 46 labels negative · 6 of 12 models
“Buying into legacy on-prem ForgeRock or older Ping components today carries a significant risk of forced migration” Gemini 3.5 Flash, negative prompt
Stytch38%
5 of 13 labels negative · 5 of 12 models · 1 hard negative
“large enterprises should avoid using them for core, complex identity estates” Gemini 3.5 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 958 links across 205 sites, every framing counted. Ranked by the number of answers carrying the site or page.
47 answers · 92 citations · 10 models
vendor site · LoginRadius37 answers · 60 citations · 11 models
36 answers · 51 citations · 10 models
35 answers · 54 citations · 11 models
31 answers · 33 citations · 10 models
vendor site · Descope22 answers · 23 citations · 10 models
vendor site · WorkOS21 answers · 33 citations · 11 models
vendor site · Guideflow21 answers · 21 citations · 9 models
vendor site · SSOJet17 answers · 28 citations · 8 models
vendor site · miniOrange15 answers · 15 citations · 6 models
14 answers · 14 citations · 10 models
vendor site · Okta13 answers · 15 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.
31 answers · 10 models
29 answers · 9 models
26 answers · 7 models
25 answers · 9 models
21 answers · 9 models
21 answers · 9 models
17 answers · 9 models
16 answers · 9 models
15 answers · 6 models
14 answers · 10 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 customer identity platform”, “customer identity platform”, “customer identity platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Auth0 auth0.com | 47% | 245 | 18,100 | 772 | 170,673 | 117 | ||
| WorkOS AuthKit workos.com | 13% | 74 | 33,478 | 75 | ||||
| FusionAuth fusionauth.io | 11% | 49 | 1,300 | 21 | 44,199 | 16 | ||
| Microsoft parent site Microsoft Entra External ID 9%, Microsoft Entra ID 0% | 9% | 499 | 2,240,000 | 403,136 | ||||
| LoginRadius loginradius.com | 6% | 37 | 170 | 7 | 39,709 | 3 | 1 | |
| Ping pingidentity.com Ping Identity 4%, ForgeRock Identity Platform 0% | 4% | 264 | 12,100 | 249 | 73,959 company | $30 | 55 | 5 |
| Descope descope.com | 4% | 83 | 2,400 | 79 | 19,633 | $192 | 19 | |
| Frontegg frontegg.com | 2% | 83 | 720 | 4 | 19,060 | 10 | ||
| Okta okta.com | 2% | 151 | 368,000 | 8,418 | 1,959,740 | 118 | 4 | |
| SSOJet ssojet.com | 2% | 28 | 40 | 0 | 9,629 |
Google's top ten for the three searches hold 25 sites; 4 of them are among the sites the models cited here (idmworks.com, loginradius.com, okta.com, startwithidentity.com). The first result for “best customer identity platform” 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 customer identity platform for an enterprise B2B company?”Paraphrase“Which CIAM solution for a product's users would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade customer identity platforms and how do they differ?”Budget-constrained“What is the best customer identity platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a customer identity platform. What should we look at?”Negative“Which customer identity platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceAuth0, OktaChangedagainst: KeycloakOktaLoginRadiusagainst: Oktano first choiceagainst: Auth0, ForgeRock Identity Platform, OneLogin
Five alternatives
Auth0, Descope, ForgeRock Identity Platform, Ping Identity, Thales OneWelcomeOne alternative
miniOrangeGPT-5.4 miniAuth0Auth0, Microsoft Entra External IDChangedAuth0against: Amazon CognitoFusionAuth, WorkOS AuthKitagainst: Auth0/Okta Customer Identity Cloudno first choicenothing named
Two alternatives
Microsoft Entra External ID, Ping IdentityFour alternatives
ForgeRock Identity Platform, Microsoft Entra External ID, Ping Identity, SAP Customer Data CloudGemini 3.5 FlashWorkOS AuthKitagainst: Auth0, Microsoft Entra External IDFronteggChangedAuth0, Ping IdentityFusionAuthagainst: Okta/Auth0Auth0against: Amazon Cognito, Auth0, Clerk, Firebase Authentication, ForgeRock Identity Platform, Keycloak, Kinde, Ping Identity, Stytch
One alternative
FronteggThree alternatives
Auth0, Microsoft Entra External ID, Ping IdentityFive alternatives
Descope, Microsoft Entra External ID, SAP Customer Data Cloud, Transmit Security, WorkOS AuthKitThree alternatives
Keycloak, Strivacity, WorkOS AuthKitFour alternatives
Descope, Microsoft Entra External ID, Ping Identity, WorkOS AuthKitPerplexity SonarAuth0, WorkOS AuthKitWorkOS AuthKitChangedAuth0Microsoft Entra External IDagainst: Auth0no first choiceagainst: Amazon Cognito, Firebase Authentication, FusionAuth, WorkOS AuthKit
Three alternatives
Frontegg, Microsoft Entra External ID, Ping IdentityFour alternatives
Auth0, Frontegg, Okta, Ping IdentityFive alternatives
ForgeRock Identity Platform, IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerOne alternative
Ping IdentityGrok 4.20Auth0Auth0Heldagainst: WorkOS AuthKitAuth0against: Stytch, Transmit Security, WorkOS AuthKitFusionAuthagainst: Auth0/Okta, Keycloak, MojoAuth, Ping/ForgeRock, Stytch/ClerkAuth0against: Auth0, OneLogin, Ping Identity, Salesforce, WSO2 Identity Server
Three alternatives
Microsoft Entra External ID, Ping Identity, WorkOS AuthKitTwo alternatives
Microsoft Entra External ID, Ping IdentityFour alternatives
Amazon Cognito, IBM Verify, Microsoft Entra External ID, Ping IdentityThree alternatives
Microsoft Entra External ID, PingOne, StytchMistral SmallAuth0Auth0, Microsoft Entra External IDChangedAuth0Auth0, LoginRadiusagainst: ForgeRock Identity Platform, FusionAuthno first choiceagainst: Auth0, CyberArk Customer Identity, HYPR, OneLogin
Two alternatives
LoginRadius, Thales OneWelcomeTwo alternatives
ForgeRock Identity Platform, Ping IdentityFour alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerDeepSeek V4 FlashAuth0, WorkOS AuthKitAuth0Changedagainst: Frontegg, SSOJet, WorkOS AuthKitAuth0, Microsoft Entra External ID, Ping IdentityFusionAuthagainst: Auth0/Okta Customer Identity Cloud, Ping Identity, SSOJet, WorkOS AuthKitAuth0against: Frontegg, Stytchagainst: Akamai Identity Cloud, Clef, Microsoft Entra External ID, Ping Identity / ForgeRock, SAP Customer Data Cloud, Stormpath, WSO2 Identity Server
Three alternatives
Frontegg, Microsoft Entra External ID, Ping IdentityTwo alternatives
Microsoft Entra External ID, Ping IdentityThree alternatives
IBM Verify, Thales OneWelcome, WSO2 Identity ServerOne alternative
MojoAuthFour alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerLlama 4 Maverickno first choiceDescopeChangedno first choiceno first choiceno first choiceagainst: Ping Identity
One alternative
Thales OneWelcomeFive alternatives
Amazon Cognito, Auth0, Kinde, Microsoft Entra External ID, WorkOS AuthKitQwen 3.7 FlashSSOJet, WorkOS AuthKitAuth0ChangedAuth0against: Amazon CognitoPing Identityagainst: Amazon Cognito, Auth0, Clerk, Firebase Authenticationno first choiceagainst: Amazon Cognito, Auth0, Clutch, Firebase Authentication, Frontegg, Stytch, Superagent
Three alternatives
Auth0, Microsoft Entra External ID, StytchTwo alternatives
Microsoft Entra ID, OktaThree alternatives
IBM Verify, Microsoft Entra External ID, Ping IdentityTwo alternatives
Microsoft Entra ID, Red Hat KeycloakKimi K2Auth0Auth0HeldAuth0FusionAuthagainst: Auth0Auth0, Microsoft Entra External IDagainst: Amazon Cognito, Ping Identity, SSOJet, WorkOS AuthKitagainst: Akamai Identity Cloud, Twilio Authy Desktop
Two alternatives
Microsoft Entra External ID, Ping IdentityFive alternatives
Frontegg, FusionAuth, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerFour alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerThree alternatives
Microsoft Entra External ID, Ping Identity, WorkOS AuthKitGLM 4.7 FlashXAuth0, DescopePing IdentityChangedno first choiceLoginRadiusagainst: Amazon Cognito, Auth0, MojoAuth, Ping Identity, Stytchno first choiceagainst: Cisco Duo, Keycloak, Okta Workforce Identity, PingFederate, SecureAuth
Four alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerTwo alternatives
Auth0, Microsoft Entra External IDOne alternative
Auth0MiniMax M2.5Auth0Auth0HeldAuth0no first choiceno first choiceagainst: Auth0/Okta CIC
Four alternatives
LoginRadius, Microsoft Entra External ID, OneLogin, Ping IdentityThree alternatives
ForgeRock Identity Platform, Microsoft Entra External ID, WorkOS AuthKitSix alternatives
Descope, Frontegg, Microsoft Entra External ID, Ping Identity, WSO2 Identity Server, WorkOS AuthKitBold 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.
Seventy-two 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 | 2026-09-17 11:51 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:41 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:11 | yes | 18 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 10:00 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:30 | yes | 34 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:22 | yes | 5 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 14:02 | yes | 17 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:30 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:54 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:40 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:45 | yes | 12 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:11 | yes | 5 | 45 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:36 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:56 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:31 | yes | 11 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 09:31 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:57 | yes | 33 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:32 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:22 | yes | 18 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 14:01 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:41 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:51 | yes | 18 | 59 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:05 | yes | 14 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:01 | yes | 10 | 61 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:22 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:57 | yes | 9 | 19 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:50 | yes | 22 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 13:31 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:28 | yes | 34 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:44 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:07 | yes | 20 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:55 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:52 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:59 | yes | 9 | 20 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:09 | yes | 15 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:20 | yes | 9 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:05 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:11 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:45 | yes | 19 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:43 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:17 | yes | 36 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:11 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:54 | yes | 30 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:52 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:56 | no | 0 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:59 | yes | 13 | 63 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:49 | yes | 19 | 116 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:24 | yes | 15 | 78 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:41 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:20 | yes | 4 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 14:06 | yes | 11 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 12:25 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:41 | yes | 20 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:29 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:44 | yes | 19 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:25 | yes | 9 | 58 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:38 | yes | 13 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:07 | yes | 18 | 146 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:58 | yes | 5 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:51 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:55 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:42 | yes | 10 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:53 | yes | 18 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:53 | yes | 27 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:57 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 13:29 | yes | 27 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:59 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:24 | yes | 5 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:44 | yes | 24 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:31 | yes | 29 | 206 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:46 | yes | 21 | 57 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
Firebase read as Firebase Authentication
ForgeRock read as ForgeRock Identity Platform
Ping Identity / PingOne for Customers read as Ping Identity
Thales (formerly Gemalto) read as Thales OneWelcome
WSO2 read as WSO2 Identity Server
WorkOS read as WorkOS AuthKit
Unresolved, counted raw
Clef
Red Hat Keycloak
Stormpath
Twilio Authy Desktop
Discontinued, still offered
No shut-down product was recommended here.