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, fourteen models each.
Standing · first-choice share
38%
Contested · Ping Identity 17%
38Auth017Ping Identity11FusionAuth34others
38% of first choices, contested.
Since October 2026▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.Auth0 held the lead, −9 points on 47%, inside the 11-point floor.
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
Clerk23%Contested▼−7Since October 2026: 30% → 23%, −7 points. Inside the 11-point floor: within noise.Standing →Mid-market
Auth034%Contested↗new leaderNew leader since October 2026: Auth0 (34%) replaces Frontegg (21% then, 8% now), 26 points clear, past the 11-point floor.Standing →EnterpriseAuth038%Contested▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.This page
Clerk23%Contested▼−7Since October 2026: 30% → 23%, −7 points. Inside the 11-point floor: within noise.Standing →Mid-marketAuth034%Contested↗new leaderNew leader since October 2026: Auth0 (34%) replaces Frontegg (21% then, 8% now), 26 points clear, past the 11-point floor.Standing →EnterpriseAuth038%Contested▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Auth038%13%71endorsed leader▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.47% → 38%
Auth038%13%71endorsed leader▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.47% → 38%02
Ping Identity17%9%65accepted challenger▲+11Since October 2026: 6% → 17%, +11 points. Past the 11-point floor: movement.6% → 17%
Ping Identity17%9%65accepted challenger▲+11Since October 2026: 6% → 17%, +11 points. Past the 11-point floor: movement.6% → 17%03
Microsoft Entra External ID4%6%50accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%
Microsoft Entra External ID4%6%50accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%04
LoginRadius4%0%10accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
LoginRadius4%0%10accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
Okta4%22%23accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Okta4%22%23accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
IBM Verify2%0%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
IBM Verify2%0%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
WorkOS AuthKit2%8%24accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
WorkOS AuthKit2%8%24accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%08
WSO2 Identity Server2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
WSO2 Identity Server2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%09
Frontegg2%6%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Frontegg2%6%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%10
Amazon Cognito2%29%24criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Amazon Cognito2%29%24criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
13
ForgeRock Identity Platform0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ForgeRock Identity Platform0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Descope0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Descope0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Transmit Security0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Transmit Security0%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.
For buyers
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 FusionAuthAuth0 vs ClerkAuth0 vs KeycloakAuth0 vs Firebase AuthenticationWorkOS AuthKit vs FronteggWorkOS AuthKit vs KindeWorkOS AuthKit vs FusionAuthWorkOS AuthKit vs ClerkWorkOS AuthKit vs KeycloakWorkOS AuthKit vs Firebase AuthenticationFrontegg vs KindeFrontegg vs FusionAuthFrontegg vs ClerkFrontegg vs KeycloakFrontegg vs Firebase AuthenticationKinde vs FusionAuthKinde vs ClerkKinde vs KeycloakKinde vs Firebase AuthenticationFusionAuth vs ClerkFusionAuth vs KeycloakFusionAuth vs Firebase AuthenticationClerk vs KeycloakClerk vs Firebase AuthenticationKeycloak vs Firebase Authentication
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Auth038%
Auth038%02Ping Identity17%
Ping Identity17%03Microsoft Entra External ID4%
Microsoft Entra External ID4%04LoginRadius4%
LoginRadius4%05Okta4%
Okta4%06IBM Verify2%
IBM Verify2%07WorkOS AuthKit2%
WorkOS AuthKit2%08WSO2 Identity Server2%
WSO2 Identity Server2%09Frontegg2%
Frontegg2%10Amazon Cognito2%
Amazon Cognito2%11Descope0%
Descope0%12Transmit Security0%
Transmit Security0%13ForgeRock Identity Platform0%
ForgeRock Identity Platform0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Auth013%
9 of 71 labels negative · 6 of 14 models · 2 hard negative
“Avoid selecting Auth0 solely on technical capability unless the vendor will provide a firm price cap” Perplexity Sonar, budget prompt
Ping Identity9%
6 of 65 labels negative · 5 of 14 models · 2 hard negative
“What to Avoid: ForgeRock & PingIdentity ... you should avoid these vendors.” GLM 4.7 FlashX, budget prompt
Amazon Cognito29%
7 of 24 labels negative · 5 of 14 models · 1 hard negative
“avoid using basic cloud-provider auth scripts (AWS Cognito) for complex consumer apps” Gemini 3.5 Flash, negative prompt
Firebase Authentication100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Platforms like Clerk and Firebase Auth should be avoided for identity governance bundled with CIAM use cases.” Claude Haiku 4.5, 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
72 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. 887 links across 197 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.
44 answers · 111 citations · 12 models
vendor site · Ping Identity30 answers · 47 citations · 11 models
28 answers · 33 citations · 11 models
vendor site · Okta21 answers · 33 citations · 8 models
21 answers · 29 citations · 9 models
19 answers · 19 citations · 10 models
vendor site · G218 answers · 20 citations · 8 models
vendor site · WorkOS17 answers · 19 citations · 11 models
13 answers · 20 citations · 5 models
vendor site · Clerk13 answers · 14 citations · 9 models
13 answers · 13 citations · 10 models
13 answers · 13 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.
29 answers · 10 models
19 answers · 10 models
17 answers · 7 models
14 answers · 8 models
13 answers · 10 models
12 answers · 8 models
11 answers · 6 models
11 answers · 8 models
10 answers · 8 models
9 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 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 | 38% | 245 | 18,100 | 772 | 170,673 | 117 | ||
| Ping pingidentity.com Ping Identity 17%, ForgeRock Identity Platform 0% | 17% | 264 | 12,100 | 249 | 73,959 company | $30 | 55 | 5 |
| FusionAuth fusionauth.io | 11% | 49 | 1,300 | 21 | 44,199 | 16 | ||
| Microsoft parent site Microsoft Entra External ID 4%, Microsoft Entra ID 0% | 4% | 499 | 2,240,000 | 403,136 | ||||
| LoginRadius loginradius.com | 4% | 37 | 170 | 7 | 39,709 | 3 | 1 | |
| Okta okta.com | 4% | 151 | 368,000 | 8,418 | 1,959,740 | 118 | 4 | |
| IBM parent site IBM Verify 2% | 2% | 86 | 201,000 | 34,098 | ||||
| WorkOS AuthKit workos.com | 2% | 74 | 33,478 | 75 | ||||
| WSO2 wso2.com WSO2 Identity Server 2% | 2% | 31 | 140 | 5 | 4,715 company | 13 | ||
| Frontegg frontegg.com | 2% | 83 | 720 | 4 | 19,060 | 10 |
Google's top ten for the three searches hold 25 sites; 3 of them are among the sites the models cited here (okta.com, pingidentity.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 choiceno first choiceHeldOktaOneLoginagainst: CyberArk, Ping Identity, SailPointno first choiceagainst: Clerk, Firebase Authentication, WorkOS AuthKit
Four alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerTwo alternatives
Auth0, SSOJetGPT-5.4 miniPing IdentityPing IdentityHeldAuth0against: OneLogin CIAMFusionAuthno first choicenothing named
One alternative
Auth0Two alternatives
Microsoft Entra External ID, Okta/Auth0Three alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity / ForgeRockTwo alternatives
Auth0, WorkOS AuthKitGemini 3.5 FlashAuth0, WorkOS AuthKitAuth0ChangedAuth0against: Amazon CognitoFusionAuthagainst: Auth0no first choiceagainst: Amazon Cognitoagainst: Amazon Cognito, Auth0, Azure Active Directory B2C, Firebase Authentication, IBM Security Access Manager, Keycloak, Microsoft Entra ID for Employees, Okta Universal Directory, Oracle Access Manager
Three alternatives
Frontegg, Microsoft Entra External ID, Ping IdentityThree alternatives
Microsoft Entra External ID, Ping Identity, WorkOS AuthKitFour alternatives
Microsoft Entra External ID, Ping Identity, SAP Customer Data Cloud, Transmit SecurityFive alternatives
Amazon Cognito, Keycloak, Microsoft Entra External ID, Ping Identity, WorkOS AuthKitSix alternatives
Auth0, Descope, ForgeRock Identity Platform, Ping Identity, Stytch, WorkOS AuthKitPerplexity SonarAuth0Auth0HeldAuth0FusionAuthagainst: Auth0, Oktano first choiceagainst: Amazon Cognito, Frontegg, Keycloak, MojoAuth, Ping Identity / ForgeRock, WSO2 Identity Server, WorkOS AuthKit
Five alternatives
Amazon Cognito, Frontegg, Microsoft Entra External ID, Ping Identity, WorkOS AuthKitFour alternatives
Amazon Cognito, Frontegg, Microsoft Entra External ID, PingOne for CustomersSeven alternatives
Frontegg, IBM Verify, Microsoft Entra External ID, Ping Identity, Transmit Security, WSO2 Identity Server, WorkOS AuthKitOne alternative
Ping IdentityGrok 4.20Ping IdentityOktaChangedOktaFusionAuthagainst: Amazon Cognito, Auth0, Okta Workforceno first choiceagainst: Keycloak, Oryagainst: Akamai Identity Cloud, Microsoft Entra, Okta
Six alternatives
Auth0, LoginRadius, Okta, Salesforce, Transmit Security, WSO2 Identity ServerFour alternatives
IBM Verify, LoginRadius, Microsoft Entra External ID, Ping IdentityFive alternatives
Amazon Cognito, Auth0, Descope, Microsoft Azure Active Directory B2C, Ping IdentityTwo alternatives
Microsoft Entra External ID, Ping IdentityMistral SmallAuth0, Ping IdentityAuth0ChangedAuth0Auth0no first choiceagainst: Firebase Authentication, LiveRamp Identity Resolution, Okta, Tealium
Three alternatives
Frontegg, Microsoft Entra External ID, WorkOS AuthKitTwo alternatives
Microsoft Entra ID, Ping IdentityFour alternatives
Amazon Cognito, Microsoft Entra External ID, Ping Identity, SAP Customer Data CloudTwo alternatives
Amazon Cognito, Microsoft Entra External IDDeepSeek V4 FlashAuth0Auth0HeldAuth0Microsoft Entra External IDagainst: Ping Identityno first choiceagainst: Akamai Identity Cloud
Three alternatives
Frontegg, Microsoft Entra External ID, Ping IdentityFour alternatives
Microsoft Entra External ID, Okta, Ping Identity, WSO2 Identity ServerFour alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerThree alternatives
Auth0, WSO2 Identity Platform, cidaasLlama 4 Maverickno first choicePing Identity, WSO2 Identity ServerChangedno first choiceAuth0no first choiceagainst: Amperity, Clerk, Experian Identity Resolution, LiveRamp Identity Resolution, Twilio Segment Unify
Qwen 3.7 FlashFronteggOktaChangedno first choiceLoginRadiusagainst: Auth0no first choiceagainst: Auth0, Microsoft Entra ID, OneLogin, Oracle WebLogic / Informatica IAM, Salesforce
Three alternatives
Auth0, Microsoft Entra External ID, Ping IdentityThree alternatives
Amazon Cognito, Auth0, Ping IdentityTwo alternatives
ForgeRock Identity Platform, Ping IdentityKimi K2Auth0Auth0HeldAuth0Ping Identityagainst: Auth0no first choiceagainst: ForgeRock Identity Platform, Okta/Auth0, Ping Identity
Seven alternatives
Descope, Frontegg, IBM Verify, Microsoft Entra External ID, Ping Identity, Transmit Security, WorkOS AuthKitFour alternatives
Frontegg, Microsoft Entra External ID, Ping Identity, WorkOS AuthKitFive alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, SAP Customer Data Cloud, Thales OneWelcomeTwo alternatives
Amazon Cognito, Microsoft Entra External IDSix alternatives
Auth0, ForgeRock Identity Platform, Ping Identity, SSOJet, Stytch, WorkOS AuthKitGLM 4.7 FlashXAuth0IBM VerifyChangedAuth0Amazon Cognitoagainst: ForgeRock Identity Platform, Ping Identityno first choiceagainst: Akamai Identity Cloud
Five alternatives
Frontegg, IBM Verify, Microsoft Entra External ID, Ping Identity, WorkOS AuthKitOne alternative
Ping IdentityFour alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerOne alternative
Auth0MiniMax M2.5Auth0, LoginRadiusAuth0, Ping IdentityChangedAuth0Curity Identity Server, Phase Twoagainst: Auth0, Oktano first choiceagainst: Amazon Cognito, Clerk, Firebase Authentication, OneLogin, Ping Identityagainst: Auth0, ForgeRock Identity Platform, Okta, Ping Identity
Two alternatives
Frontegg, WorkOS AuthKitTwo alternatives
Microsoft Entra External ID, WSO2 Identity ServerFour alternatives
IBM Verify, Microsoft Entra External ID, Ping Identity, WSO2 Identity ServerTwo alternatives
Meiro CDP, WSO2 Identity PlatformGPT-6 LunaAuth0Auth0Heldno first choiceagainst: Microsoft Entra External IDPingOne Advanced Identity Cloudno first choiceagainst: Amazon Cognito, Microsoft Entra External ID
Three alternatives
Microsoft Entra External ID, Ping Identity, WorkOS AuthKitTwo alternatives
Microsoft Entra External ID, Ping IdentitySeven alternatives
Amazon Cognito, Auth0, IBM Verify, Microsoft Entra External ID, Ping Identity, SAP Customer Data Cloud, Transmit Security MosaicTwo alternatives
Amazon Cognito, Microsoft Entra External IDMuse Glimmer 30BAuth0, Microsoft Entra External ID, Ping IdentityAuth0 [Okta Customer Identity Cloud]ChangedAuth0FusionAuthagainst: Auth0/Okta Customer Identity Cloud, Ping Identity / ForgeRockno first choiceagainst: Acxiom Real Identity, LiveRamp Identity Resolution, Twilio Segment Unify
Four alternatives
Frontegg, Kinde, LoginRadius, WorkOS AuthKitFour alternatives
Frontegg, Microsoft Entra External ID, Ping Identity [which now includes ForgeRock], WorkOS AuthKitSix alternatives
IBM Verify, LoginRadius, Microsoft Entra External ID, Okta, Ping Identity, WSO2 Identity ServerThree alternatives
LoginRadius, PingOne Advanced Identity Cloud, WSO2 Identity ServerBold 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 14:39 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:02 | yes | 3 | 7 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 15:32 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:16 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:17 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:03 | yes | 19 | 48 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:24 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:48 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:58 | yes | 13 | 53 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 24 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:43 | yes | 15 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:02 | yes | 5 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:04 | yes | 13 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:03 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | 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 19:18 | no | 0 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:29 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:40 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:17 | no | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:31 | yes | 20 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:34 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:34 | yes | 20 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:24 | yes | 13 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:23 | yes | 5 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:01 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:18 | yes | 6 | 8 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 17:12 | yes | 7 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:47 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:15 | yes | 14 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:35 | yes | 25 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:35 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:02 | yes | 20 | 59 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:06 | yes | 25 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:43 | yes | 24 | 60 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:56 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:51 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:53 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:19 | yes | 4 | 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 09:29 | yes | 12 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:12 | yes | 24 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:50 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:22 | yes | 25 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:00 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:02 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:15 | yes | 8 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:46 | yes | 24 | 117 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:37 | yes | 10 | 60 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:38 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:00 | yes | 25 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:42 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 8 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 18:00 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:24 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:22 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 23 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:10 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 24 | 78 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:45 | no | 0 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | no | 0 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:11 | yes | 5 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:40 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:22 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | no | 0 | 4 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 16:54 | yes | 6 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:58 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:10 | yes | 25 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:37 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:13 | yes | 24 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:07 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:57 | yes | 10 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:46 | yes | 25 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:39 | yes | 19 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:03 | yes | 25 | 81 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:18 | yes | 22 | 29 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
ForgeRock read as ForgeRock Identity Platform
ForgeRock (now part of Ping) read as ForgeRock Identity Platform
Ping read as Ping Identity
WSO2 read as WSO2 Identity Server
WorkOS read as WorkOS AuthKit
Unresolved, counted raw
ADFS
Acxiom Real Identity
Auth0 [Okta Customer Identity Cloud]
Azure Active Directory B2C
Curity Identity Server
Experian Identity Resolution
IBM Security Access Manager
Meiro CDP
Microsoft Azure Active Directory B2C (now Entra External ID)
Microsoft Entra ID for Employees
Okta Universal Directory
OneLogin CIAM
Oracle WebLogic / Informatica IAM
Phase Two (Managed Keycloak)
Ping Identity [which now includes ForgeRock]
Salesforce Customer 360 / Identity
Salesforce Platform
Transmit Security Mosaic
Discontinued, still offered
No shut-down product was recommended here.