Workforce identity and SSO
Asked as “workforce identity platform”, and as “single sign-on and identity provider for employees”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
36%
Contested · Okta Workforce Identity 32%
36Microsoft Entra ID32Okta Workforce Identity15OneLogin17others
36% 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 twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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 head
All six head-to-head pages: the top four 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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Entra ID36%
Microsoft Entra ID36%02Okta Workforce Identity32%
Okta Workforce Identity32%03OneLogin15%
OneLogin15%04JumpCloud11%
JumpCloud11%05CyberArk Identity0%
CyberArk Identity0%06Ping Identity0%
Ping Identity0%07SailPoint Identity Security Cloud0%
SailPoint Identity Security Cloud0%08ForgeRock Identity Platform0%
ForgeRock Identity Platform0%09IBM Verify0%
IBM Verify0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Okta Workforce Identity27%
17 of 63 labels negative · 12 of 12 models · 2 hard negative
“Avoid Okta if budget is a primary concern” Kimi K2, budget prompt
Microsoft Entra ID13%
8 of 63 labels negative · 8 of 12 models
“Caution: Microsoft's deep integration creates significant vendor lock-in risk, and the platform's complexity leads to frequent misconfigurations.” Kimi K2, negative prompt
Ping Identity30%
9 of 30 labels negative · 6 of 12 models · 1 hard negative
“or if you require high availability and have experienced significant downtime (Ping Identity)” GLM 4.7 FlashX, negative prompt
OneLogin18%
6 of 33 labels negative · 5 of 12 models · 1 hard negative
“Avoid if: You cannot verify the current security posture post-acquisition (OneLogin)” GLM 4.7 FlashX, 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
65 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. 968 links across 280 sites, every framing counted. Ranked by the number of answers carrying the site or page.
46 answers · 100 citations · 11 models
vendor site · Siit31 answers · 36 citations · 9 models
23 answers · 27 citations · 9 models
21 answers · 30 citations · 10 models
vendor site · Corma19 answers · 27 citations · 10 models
vendor site · Okta18 answers · 20 citations · 10 models
vendor site · SSOJet18 answers · 20 citations · 9 models
12 answers · 13 citations · 7 models
11 answers · 19 citations · 10 models
11 answers · 14 citations · 6 models
11 answers · 11 citations · 5 models
vendor site · Microsoft10 answers · 15 citations · 6 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 · 9 models
27 answers · 8 models
25 answers · 10 models
22 answers · 9 models
21 answers · 10 models
14 answers · 7 models
13 answers · 7 models
10 answers · 7 models
9 answers · 6 models
8 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 workforce identity platform”, “workforce identity platform”, “workforce 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Entra ID 36% | 36% | 499 | 2,240,000 | 403,136 | ||||
| Okta Workforce Identity okta.com | 32% | 202 | 390 | 8 | 1,959,740 | 118 | 2 | |
| OneLogin onelogin.com | 15% | 116 | 60,500 | 562 | 315,519 | 0 | ||
| JumpCloud jumpcloud.com | 11% | 365 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Cisco parent site Cisco Duo 4% | 4% | 189 | 165,000 | 48,352 | ||||
| miniOrange miniorange.com | 2% | 39 | 1,300 | 18 | 48,290 | 17 | ||
| CyberArk cyberark.com CyberArk Identity 0% | 0% | 54 | 22,200 | 1,253 | 147,793 company | $62 | 0 | |
| Ping pingidentity.com Ping Identity 0%, ForgeRock Identity Platform 0%, Ping Workforce360 0% | 0% | 264 | 12,100 | 249 | 73,959 company | $30 | 55 | |
| Google Cloud google.dev Google Cloud Identity 0% | 0% | 53 | 165,000 | 7,596 | 881,346 | 109 | ||
| SailPoint Identity Security Cloud sailpoint.com | 0% | 186 | 320 | 3 | 58,881 | 46 |
Google's top ten for the three searches hold 23 sites; 5 of them are among the sites the models cited here (forrester.com, majorkeytech.com, nhimg.org, okta.com, startwithidentity.com). The first result for “best workforce identity platform” is thectoclub.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 workforce identity platform for a mid-market B2B company?”Paraphrase“Which single sign-on and identity provider for employees would you recommend to a mid-sized B2B company?”Comparative“What are the top workforce identity platforms and how do they differ?”Budget-constrained“What is the best workforce identity platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a workforce identity platform. What should we look at?”Negative“Which workforce identity platforms should I avoid or be cautious about?”
Claude Haiku 4.5Okta Workforce IdentityMicrosoft Entra ID, Okta Workforce IdentityChangedMicrosoft Entra ID, Okta Workforce IdentityJumpCloud, Microsoft Entra IDagainst: Okta Workforce Identityno first choiceagainst: Okta Workforce Identity
Three alternatives
JumpCloud, Microsoft Entra ID, One IdentityThree alternatives
Auth0, JumpCloud, Ping IdentityThree alternatives
CyberArk Identity, ForgeRock Identity Platform, Ping IdentityGPT-5.4 miniMicrosoft Entra IDagainst: Ping IdentityMicrosoft Entra IDHeldMicrosoft Entra ID, Okta Workforce Identityagainst: ForgeRock Identity Platform, One Identity, OneLogin, Oracle Identity Governance, RSA, ThalesMicrosoft Entra IDagainst: Okta Workforce Identityno first choicenothing named
One alternative
Okta Workforce IdentityOne alternative
Okta Workforce IdentityThree alternatives
IBM Verify, PingOne Advanced Identity Cloud, PingOne for WorkforceTwo alternatives
Google Cloud Identity, JumpCloudGemini 3.5 FlashMicrosoft Entra IDJumpCloudChangedMicrosoft Entra IDMicrosoft Entra IDagainst: Keycloak, Okta Workforce IdentityOkta Workforce Identityagainst: Broadcom, ForgeRock Identity Platform, IBM Verify, Microsoft Entra ID, Okta Workforce Identity, OneLogin, Ping Identity, older Oracle IAM suites
Three alternatives
JumpCloud, Okta Workforce Identity, OneLoginTwo alternatives
Microsoft Entra ID, Okta Workforce IdentityFour alternatives
CyberArk Identity, JumpCloud, Okta Workforce Identity, Ping IdentityFour alternatives
Authentik, Google Cloud Identity, JumpCloud, OneLoginThree alternatives
JumpCloud, Microsoft Entra ID, Rippling ITPerplexity SonarOneLoginOneLoginHeldagainst: Clerk, SSOJet, WorkOSMicrosoft Entra ID, Okta Workforce IdentityMicrosoft Entra IDagainst: Okta Workforce Identityno first choiceagainst: Auth0, Cisco Duo, CyberArk Identity, IBM ISAM, Iru Workforce Identity, Microsoft Entra ID, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud, WorkOS
Three alternatives
JumpCloud, Microsoft Entra ID, Okta Workforce IdentityThree alternatives
JumpCloud, Microsoft Entra ID, Okta Workforce IdentityThree alternatives
ForgeRock Identity Platform, JumpCloud, Ping IdentityTwo alternatives
JumpCloud, OneLoginGrok 4.20Microsoft Entra ID, Okta Workforce Identityagainst: Ping IdentityOkta Workforce IdentityChangedagainst: OneLoginMicrosoft Entra ID, Okta Workforce IdentityMicrosoft Entra IDagainst: KeycloakOkta Workforce Identityagainst: Okta Workforce Identity, OneLogin, Ping Identity
Two alternatives
JumpCloud, One IdentityTwo alternatives
JumpCloud, Microsoft Entra IDThree alternatives
CyberArk Identity, JumpCloud, Ping IdentityFive alternatives
Auth0, Cisco Duo, Google Cloud Identity, JumpCloud, OneLoginTwo alternatives
JumpCloud, Microsoft Entra IDMistral SmallOkta Workforce IdentityMicrosoft Entra ID, Okta Workforce IdentityChangedagainst: Ping IdentityOkta Workforce IdentityminiOrangeno first choiceagainst: JumpCloud, Microsoft Entra ID, Okta Workforce Identity, Ping Identity
Two alternatives
JumpCloud, OneLoginTwo alternatives
JumpCloud, OneLoginFour alternatives
ForgeRock Identity Platform, JumpCloud, Microsoft Entra ID, Ping IdentityThree alternatives
JumpCloud, Microsoft Entra ID, OneLoginDeepSeek V4 FlashOkta Workforce IdentityMicrosoft Entra IDChangedOkta Workforce IdentityJumpCloud, Microsoft Entra IDOkta Workforce Identityagainst: Auth0, CyberArk Identity, Microsoft Entra ID, Okta Workforce Identity, PingOne for Customers, SailPoint IdentityNow/IdentityIQ, Windows Hello
Three alternatives
JumpCloud, Microsoft Entra ID, OneLoginThree alternatives
JumpCloud, Okta Workforce Identity, OneLoginFive alternatives
CyberArk Identity, ForgeRock Identity Platform, JumpCloud, Microsoft Entra ID, Ping IdentityThree alternatives
Cisco Duo, Okta Workforce Identity, OneLoginFour alternatives
Google Cloud Identity, JumpCloud, Microsoft Entra ID, OneLoginLlama 4 MaverickOneLoginOneLoginHeldno first choiceno first choiceagainst: Okta Workforce Identityno first choiceagainst: Ping Identity, SecureAuth
Two alternatives
Okta Workforce Identity, SSOJetQwen 3.7 FlashMicrosoft Entra ID, Okta Workforce IdentityMicrosoft Entra IDChangedagainst: Okta Workforce IdentityOkta Workforce IdentityCisco Duoagainst: Okta Workforce Identity, OneLoginno first choiceagainst: Apple Business Manager, Authelia, CyberArk Identity, ForgeRock Identity Platform, Gluu, Google Cloud Identity, JumpCloud, Keycloak, Microsoft Entra ID, Okta Workforce Identity
Two alternatives
JumpCloud, Ping IdentityOne alternative
OneLoginTwo alternatives
Microsoft Entra ID, SailPoint Identity Security CloudThree alternatives
JumpCloud, Microsoft Entra ID, miniOrangeKimi K2Okta Workforce Identity, OneLoginJumpCloudChangedOkta Workforce IdentityJumpCloudagainst: Okta Workforce Identityno first choiceagainst: ForgeRock/Ping Identity, Microsoft Entra ID, Okta Workforce Identity
Two alternatives
JumpCloud, Microsoft Entra IDTwo alternatives
Microsoft Entra ID, Okta Workforce IdentityFive alternatives
CyberArk Identity, JumpCloud, Microsoft Entra ID, Ping Identity, Ping Workforce360Three alternatives
Microsoft Entra ID, OneLogin, miniOrangeGLM 4.7 FlashXMicrosoft Entra IDOkta Workforce IdentityChangedagainst: Ping IdentityMicrosoft Entra ID, Okta Workforce IdentityMicrosoft Entra IDno first choiceagainst: Auth0, IDScan, Microsoft Entra ID, Okta Workforce Identity, OneLogin, Ping Identity
Three alternatives
JumpCloud, Okta Workforce Identity, OneLoginThree alternatives
JumpCloud, Microsoft Entra ID, OneLoginThree alternatives
ForgeRock Identity Platform, JumpCloud, Ping IdentitySeven alternatives
Authentik, JumpCloud, Keycloak, Okta Workforce Identity, OneLogin, Ory, miniOrangeMiniMax M2.5Okta Workforce Identity, OneLoginOkta Workforce IdentityChangedMicrosoft Entra ID, Okta Workforce IdentityCisco Duo, OneLoginno first choiceagainst: Microsoft Entra ID, Okta Workforce Identity
Two alternatives
JumpCloud, Microsoft Entra IDFour alternatives
Google Cloud Identity, Microsoft Entra ID, OneLogin, Ping IdentityFour alternatives
CyberArk Identity, ForgeRock Identity Platform, JumpCloud, Ping IdentityOne alternative
Microsoft Entra IDBold 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 08:54 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:59 | yes | 3 | 11 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:47 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:03 | 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 08:31 | yes | 39 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:44 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:19 | yes | 16 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:08 | no | 0 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:31 | yes | 9 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:51 | yes | 15 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:43 | yes | 9 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:44 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:36 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:10 | yes | 12 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 09:07 | yes | 20 | 6 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 08:16 | yes | 40 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:49 | yes | 10 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:51 | yes | 10 | 11 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:00 | yes | 5 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:56 | yes | 20 | 85 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:32 | yes | 15 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:51 | no | 0 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:50 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:52 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:12 | yes | 16 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 08:56 | yes | 20 | 6 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 08:38 | yes | 32 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:51 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:37 | yes | 10 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:43 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:35 | yes | 10 | 68 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:08 | yes | 13 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:35 | yes | 33 | 160 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:29 | yes | 5 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:36 | yes | 28 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:28 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:16 | yes | 13 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:58 | yes | 20 | 5 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 08:37 | yes | 38 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:08 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:00 | yes | 8 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:05 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:49 | yes | 5 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:22 | yes | 10 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:49 | yes | 13 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:45 | yes | 5 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:27 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:01 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:09 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:58 | yes | 20 | 8 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 08:54 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:02 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:11 | yes | 19 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:37 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:27 | yes | 5 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:53 | yes | 15 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:26 | yes | 13 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:12 | yes | 5 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:53 | yes | 27 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:55 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:08 | yes | 21 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 08:36 | yes | 20 | 7 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 08:49 | yes | 49 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:20 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:03 | yes | 29 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:19 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:31 | yes | 15 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:10 | yes | 30 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:31 | yes | 30 | 120 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:12 | yes | 20 | 40 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
CyberArk read as CyberArk Identity
CyberArk (Idira) read as CyberArk Identity
ForgeRock read as ForgeRock Identity Platform
Google Workspace read as Google Cloud Identity
Google Workspace IAM read as Google Cloud Identity
Google Workspace Identity read as Google Cloud Identity
Microsoft Entra read as Microsoft Entra ID
Microsoft Entra (formerly Azure Active Directory) read as Microsoft Entra ID
Okta read as Okta Workforce Identity
Oracle read as Oracle Identity Governance
Ping read as Ping Identity
Rippling read as Rippling IT
SailPoint read as SailPoint Identity Security Cloud
Saviynt read as Saviynt Enterprise Identity Cloud
Unresolved, counted raw
Iru Workforce Identity
older Oracle IAM suites
Discontinued, still offered
No shut-down product was recommended here.