Workforce identity and SSO for small business buyers
Asked as “workforce identity platform”, and as “single sign-on and identity provider for employees”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
48%
Clear leader
48JumpCloud35Microsoft Entra ID06Okta Workforce Identity10others
48% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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.
Google Cloud Identity is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models one time of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
Microsoft Entra ID vs Okta Workforce IdentityMicrosoft Entra ID vs OneLoginMicrosoft Entra ID vs JumpCloud
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.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
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01JumpCloud48%
JumpCloud48%02Microsoft Entra ID35%
Microsoft Entra ID35%03Okta Workforce Identity6%
Okta Workforce Identity6%04OneLogin2%
OneLogin2%05Google Cloud Identity2%
Google Cloud Identity2%06miniOrange2%
miniOrange2%07Ping Identity0%
Ping Identity0%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, Qwen 3.7 Flash, 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 Identity52%
31 of 60 labels negative · 12 of 12 models · 5 hard negative
“Avoid Okta for tight budgets—it scales quickly in cost and is generally overkill for small businesses.” Kimi K2, budget prompt
Ping Identity75%
12 of 16 labels negative · 8 of 12 models · 5 hard negative
“Another enterprise-grade platform that's generally over-specced and over-priced for SMBs.” DeepSeek V4 Flash, negative prompt
Saviynt Enterprise Identity Cloud100%
7 of 7 labels negative · 7 of 12 models · 7 hard negative
“another governance-heavy enterprise platform that the SMB-focused roundup deliberately left out” Perplexity Sonar, negative prompt
SailPoint Identity Security Cloud100%
6 of 6 labels negative · 6 of 12 models · 6 hard negative
“avoid "buying by brand reputation" and choosing enterprise-heavy products (SailPoint, Okta, Ping)” DeepSeek V4 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
63 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. 931 links across 216 sites, every framing counted. Ranked by the number of answers carrying the site or page.
55 answers · 140 citations · 11 models
vendor site · Corma27 answers · 30 citations · 9 models
vendor site · Siit26 answers · 36 citations · 8 models
18 answers · 18 citations · 9 models
vendor site · JumpCloud17 answers · 27 citations · 7 models
17 answers · 21 citations · 9 models
vendor site · Okta17 answers · 18 citations · 10 models
vendor site · G216 answers · 36 citations · 8 models
15 answers · 21 citations · 8 models
13 answers · 16 citations · 6 models
vendor site · Microsoft12 answers · 16 citations · 7 models
12 answers · 12 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
49 answers · 11 models
32 answers · 9 models
26 answers · 10 models
23 answers · 9 models
18 answers · 7 models
16 answers · 9 models
14 answers · 9 models
13 answers · 9 models
12 answers · 7 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| JumpCloud jumpcloud.com | 48% | 365 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Microsoft parent site Microsoft Entra ID 35% | 35% | 499 | 2,240,000 | 403,136 | ||||
| Okta Workforce Identity okta.com | 6% | 202 | 390 | 8 | 1,959,740 | 118 | 2 | |
| OneLogin onelogin.com | 2% | 116 | 60,500 | 562 | 315,519 | 0 | ||
| Google Cloud google.dev Google Cloud Identity 2%, Google Cloud IAM 0% | 2% | 53 | 165,000 | 7,596 | 881,346 | 109 | ||
| miniOrange miniorange.com | 2% | 39 | 1,300 | 18 | 48,290 | 17 | ||
| Cisco parent site Cisco Duo 2% | 2% | 189 | 165,000 | 48,352 | ||||
| WorkOS workos.com | 2% | 30 | 12,100 | 107 | 33,478 | 75 | ||
| Rippling rippling.com Rippling IT 0% | 0% | 19 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | |
| Auth0 auth0.com Auth0 0%, Auth0/Okta Customer Identity Cloud 0% | 0% | 245 | 18,100 | 772 | 170,673 | 117 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (okta.com, reddit.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 small B2B company?”Paraphrase“Which single sign-on and identity provider for employees would you recommend to a small business that sells to other businesses?”Comparative“What are the top workforce identity platforms for a small team and how do they differ?”Budget-constrained“What is the best workforce identity platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a workforce identity platform. What should we look at?”Negative“Which workforce identity platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft Entra IDChangedJumpCloudJumpCloudagainst: Okta Workforce Identityno first choiceagainst: CyberArk Identity, ForgeRock Identity Platform, Okta Workforce Identity, Ping Identity
Two alternatives
Google Cloud Identity, Okta Workforce IdentityFour alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLogin, miniOrangeThree alternatives
Microsoft Entra ID, OneLogin, miniOrangeGPT-5.4 miniMicrosoft Entra IDOkta Workforce IdentityChangedMicrosoft Entra IDMicrosoft Entra IDagainst: Okta Workforce Identityno first choicenothing named
Two alternatives
JumpCloud, Okta Workforce IdentityThree alternatives
Google Cloud Identity, JumpCloud, Microsoft Entra IDTwo alternatives
JumpCloud, Rippling ITOne alternative
JumpCloudGemini 3.5 FlashJumpCloudMicrosoft Entra IDChangedagainst: Okta Workforce IdentityJumpCloudagainst: Okta Workforce IdentityJumpCloudagainst: Okta Workforce Identity, Ping IdentityJumpCloudagainst: Okta Workforce Identityagainst: CyberArk Identity, ForgeRock Identity Platform, Gluu, Keycloak, Okta Workforce Identity, On-Premises Microsoft Active Directory, Ping Identity, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
Microsoft Entra ID, Okta Workforce Identity, Rippling ITTwo alternatives
Google Cloud Identity, JumpCloudThree alternatives
Google Cloud Identity, Microsoft Entra ID, Rippling ITFour alternatives
Authentik, Google Cloud Identity, Keycloak, Microsoft Entra IDThree alternatives
Google Cloud Identity, Microsoft Entra ID, Rippling ITPerplexity SonarJumpCloudagainst: Okta Workforce IdentityWorkOSChangedJumpCloudMicrosoft Entra ID, OneLoginagainst: Okta Workforce Identityno first choiceagainst: IBM ISAM, Microsoft Entra ID, Okta Workforce Identity, Oracle Identity Governance, Ping Identity, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
One alternative
Microsoft Entra IDThree alternatives
JumpCloud, Microsoft Entra ID, Okta Workforce IdentityThree alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLoginOne alternative
JumpCloudGrok 4.20JumpCloudagainst: Okta Workforce IdentityJumpCloudHeldagainst: Okta Workforce IdentityJumpCloudJumpCloudagainst: Okta Workforce IdentityJumpCloudagainst: CyberArk Identity, Okta Workforce Identity, Ping Identity, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
One alternative
Microsoft Entra IDTwo alternatives
Microsoft Entra ID, OneLoginFour alternatives
Google Cloud Identity, Microsoft Entra ID, Okta Workforce Identity, OneLoginFour alternatives
Cisco Duo, Microsoft Entra ID, OneLogin, miniOrangeThree alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLoginMistral SmallJumpCloudMicrosoft Entra ID, Okta Workforce IdentityChangedJumpCloud, Microsoft Entra IDagainst: Okta Workforce Identity, Ping IdentityJumpCloud, Microsoft Entra IDagainst: Okta Workforce Identityno first choiceagainst: IBM ISAM, Microsoft Entra ID, Okta Workforce Identity, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
Three alternatives
Microsoft Entra ID, Okta Workforce Identity, miniOrangeThree alternatives
JumpCloud, OneLogin, WorkOSOne alternative
OneLoginTwo alternatives
OneLogin, miniOrangeDeepSeek V4 FlashJumpCloud, Microsoft Entra IDagainst: Okta Workforce IdentityJumpCloudChangedagainst: Okta Workforce IdentityJumpCloudJumpCloud, Microsoft Entra IDMicrosoft Entra IDagainst: Ping Identityagainst: Akamai Identity Cloud, Azure AD B2B/B2C, Okta Workforce Identity, OneLogin, Ping Identity, SailPoint Identity Security Cloud
One alternative
Microsoft Entra IDThree alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLoginTwo alternatives
Cisco Duo, Okta Workforce IdentityThree alternatives
Google Cloud Identity, JumpCloud, Okta Workforce IdentityLlama 4 Maverickno first choiceno first choiceHeldno first choiceJumpCloudno first choiceagainst: IBM ISAM, Okta Workforce Identity, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
Qwen 3.7 FlashJumpCloudMicrosoft Entra IDChangedagainst: Okta Workforce IdentityMicrosoft Entra IDCisco Duo, Microsoft Entra IDGoogle Cloud Identity, Microsoft Entra IDagainst: ForgeRock Identity Platform, Okta Workforce Identity, Ping Identityagainst: CyberArk Identity, Ping Identity, SailPoint Identity Security Cloud
Three alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLoginOne alternative
JumpCloudThree alternatives
JumpCloud, Okta Workforce Identity, OneLoginTwo alternatives
JumpCloud, miniOrangeTwo alternatives
JumpCloud, OneLoginKimi K2JumpCloudJumpCloudHeldJumpCloudagainst: Okta Workforce IdentityJumpCloud, Microsoft Entra IDagainst: Okta Workforce IdentityJumpCloudagainst: CyberArk Identity, Google Cloud IAM, Microsoft Entra ID, Okta Workforce Identity, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Two alternatives
Microsoft Entra ID, OneLoginTwo alternatives
Microsoft Entra ID, Okta Workforce IdentityTwo alternatives
Microsoft Entra ID, OneLoginTwo alternatives
Google Cloud Identity, KeycloakTwo alternatives
Microsoft Entra ID, Okta Workforce IdentityGLM 4.7 FlashXJumpCloudMicrosoft Entra ID, Okta Workforce IdentityChangedJumpCloudagainst: CyberArk IdentityJumpCloud, Microsoft Entra IDagainst: Okta Workforce Identityno first choiceagainst: Auth0/Okta Customer Identity Cloud, Authelia, CyberArk Identity, Deel IT, Keycloak, LoginRadius, Okta Workforce Identity, Ping Identity, Zitadelagainst: CyberArk Identity, ForgeRock Identity Platform, JumpCloud, Microsoft Entra ID, Okta Workforce Identity, OneLogin, OpenIAM, Ping Identity, miniOrange
Four alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLogin, miniOrangeTwo alternatives
JumpCloud, OneLoginFour alternatives
Microsoft Entra ID, Okta Workforce Identity, OneLogin, miniOrangeOne alternative
Cisco DuoMiniMax M2.5JumpCloudMicrosoft Entra IDChangedagainst: Okta Workforce Identityno first choiceminiOrangeno first choiceagainst: IBM ISAM, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
Okta Workforce Identity, OneLogin, SSOJetTwo alternatives
Google Cloud Identity, JumpCloudThree alternatives
JumpCloud, Microsoft Entra ID, OneLoginBold 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 08:27 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:08 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:44 | yes | 14 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:10 | yes | 20 | 4 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 08:57 | yes | 44 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:36 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:51 | yes | 13 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:27 | yes | 5 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:18 | yes | 13 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:47 | yes | 7 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:36 | yes | 12 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:39 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:54 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:45 | yes | 5 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 08:22 | yes | 20 | 5 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 08:38 | yes | 41 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:18 | yes | 10 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:10 | yes | 18 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:40 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:49 | yes | 10 | 72 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:43 | yes | 13 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:45 | yes | 15 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:52 | yes | 5 | 39 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:07 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:44 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:34 | yes | 21 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 08:33 | yes | 19 | 7 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 | 35 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:09 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:17 | yes | 16 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:48 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:45 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:10 | yes | 30 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:27 | yes | 9 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:36 | yes | 23 | 53 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:32 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:50 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:32 | yes | 14 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:23 | 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 08:27 | yes | 43 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:29 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:39 | yes | 12 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:56 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:49 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:21 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:45 | yes | 15 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:27 | yes | 10 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:31 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:16 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:02 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:17 | yes | 20 | 7 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 08:31 | yes | 19 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:56 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:58 | yes | 10 | 15 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:29 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:29 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:40 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:17 | yes | 15 | 61 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:43 | yes | 5 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:05 | yes | 24 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:22 | no | 0 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:30 | yes | 24 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 08:19 | 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 08:29 | yes | 21 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:06 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:59 | yes | 29 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:18 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:10 | yes | 28 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:41 | yes | 44 | 92 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:18 | yes | 12 | 30 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
ForgeRock read as ForgeRock Identity Platform
Google Workspace read as Google Cloud Identity
Google Workspace (Cloud Identity) read as Google Cloud Identity
Microsoft Entra read as Microsoft Entra ID
Microsoft Entra (formerly Azure AD) read as Microsoft Entra ID
Okta read as Okta Workforce Identity
Okta Workforce read as Okta Workforce Identity
Ping read as Ping Identity
Rippling read as Rippling IT
Rippling (Rippling IT) read as Rippling IT
SailPoint read as SailPoint Identity Security Cloud
SailPoint (IdentityNow/IdentityIQ) read as SailPoint Identity Security Cloud
SailPoint IdentityIQ & Identity Security Cloud read as SailPoint Identity Security Cloud
Saviynt read as Saviynt Enterprise Identity Cloud
Saviynt Identity Cloud read as Saviynt Enterprise Identity Cloud
Unresolved, counted raw
Azure AD B2B/B2C
FoxIDs
On-Premises Microsoft Active Directory (AD)
Discontinued, still offered
No shut-down product was recommended here.