Identity governance
Asked as “identity governance platform”, and as “identity governance and administration tool”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
20%
Contested · Microsoft Entra ID Governance 12%
20Lumos12Microsoft Entra ID Governance08ConductorOne59others
20% 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 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Lumos vs ZluriLumos vs SailPoint Identity Security CloudLumos vs Okta Identity GovernanceLumos vs One Identity ManagerMicrosoft Entra ID Governance vs IdenMicrosoft Entra ID Governance vs ConductorOneMicrosoft Entra ID Governance vs ZluriMicrosoft Entra ID Governance vs SailPoint Identity Security CloudMicrosoft Entra ID Governance vs Okta Identity GovernanceMicrosoft Entra ID Governance vs One Identity ManagerIden vs ConductorOneIden vs ZluriIden vs SailPoint Identity Security CloudIden vs Okta Identity GovernanceIden vs One Identity ManagerConductorOne vs ZluriConductorOne vs SailPoint Identity Security CloudConductorOne vs Okta Identity GovernanceConductorOne vs One Identity ManagerZluri vs SailPoint Identity Security CloudZluri vs Okta Identity GovernanceZluri vs One Identity ManagerSailPoint Identity Security Cloud vs Okta Identity GovernanceSailPoint Identity Security Cloud vs One Identity ManagerOkta Identity Governance vs One Identity Manager
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
10I11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Lumos20%
Lumos20%02Microsoft Entra ID Governance12%
Microsoft Entra ID Governance12%03Iden8%
Iden8%04ConductorOne8%
ConductorOne8%05Zluri7%
Zluri7%06SailPoint Identity Security Cloud5%
SailPoint Identity Security Cloud5%07Okta Identity Governance3%
Okta Identity Governance3%08One Identity Manager3%
One Identity Manager3%09Omada Identity2%
Omada Identity2%10Saviynt Enterprise Identity Cloud2%
Saviynt Enterprise Identity Cloud2%11IBM Security Verify Governance0%
What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
SailPoint Identity Security Cloud63%
29 of 46 labels negative · 11 of 12 models · 8 hard negative
“If you are under 500 employees, avoid enterprise giants like SailPoint; the administrative overhead will crush your team.” Qwen 3.7 Flash, paraphrase prompt
Saviynt Enterprise Identity Cloud59%
24 of 41 labels negative · 10 of 12 models · 6 hard negative
“heavy legacy enterprise platforms (like SailPoint IdentityIQ, Saviynt, or One Identity)” Gemini 3.5 Flash, scale prompt
Okta Identity Governance37%
15 of 41 labels negative · 10 of 12 models · 1 hard negative
“Okta Identity Governance: $108-$132/user/year — expensive for its feature set” DeepSeek V4 Flash, budget prompt
Microsoft Entra ID Governance21%
8 of 39 labels negative · 7 of 12 models
“Avoid if you are a massive, highly regulated enterprise with strict audit requirements... However, they are highly recommended if you are a cloud-first, mid-sized business” 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
64 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. 923 links across 173 sites, every framing counted. Ranked by the number of answers carrying the site or page.
36 answers · 56 citations · 12 models
31 answers · 47 citations · 9 models
30 answers · 32 citations · 10 models
vendor site · Corma28 answers · 34 citations · 11 models
28 answers · 28 citations · 11 models
vendor site · Zluri26 answers · 46 citations · 11 models
vendor site · Linx25 answers · 28 citations · 11 models
25 answers · 28 citations · 8 models
21 answers · 28 citations · 9 models
vendor site · Lumos20 answers · 29 citations · 9 models
vendor site · AccessOwl18 answers · 22 citations · 9 models
vendor site · Avatier17 answers · 20 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.
33 answers · 10 models
28 answers · 11 models
25 answers · 11 models
25 answers · 10 models
21 answers · 11 models
21 answers · 8 models
18 answers · 9 models
16 answers · 7 models
16 answers · 11 models
13 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 identity governance platform”, “identity governance platform”, “identity governance 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 |
|---|---|---|---|---|---|---|---|---|
| Lumos lumos.com | 20% | 94 | 49,500 | 2,739 | 26,754 | $14 | 23 | |
| Microsoft parent site Microsoft Entra ID Governance 12%, Microsoft Entra ID 2% | 14% | 499 | 2,240,000 | 403,136 | ||||
| Iden idenhq.com | 8% | 22 | 2,400 | 488 | 113 | 3 | ||
| ConductorOne conductorone.com | 8% | 18 | 1,300 | 10 | 41 | 0 | ||
| Zluri zluri.com | 7% | 184 | 720 | 10 | 6,003 | 4 | ||
| Evolveum midPoint evolveum.com | 5% | 8 | 70 | 0 | 764 | |||
| SailPoint Identity Security Cloud sailpoint.com | 5% | 186 | 320 | 3 | 58,881 | 46 | 3 | |
| OneLogin onelogin.com | 3% | 116 | 60,500 | 562 | 315,519 | 0 | ||
| Okta Identity Governance okta.com | 3% | 129 | 390 | 4 | 1,959,740 | 118 | 3 | |
| One Identity oneidentity.com One Identity Manager 3% | 3% | 86 | 1,600 | 405 | 40,708 company | 0 | 2 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (gartner.com, zluri.com). The first result for “best identity governance platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best identity governance platform for a mid-market B2B company?”Paraphrase“Which identity governance and administration tool would you recommend to a mid-sized B2B company?”Comparative“What are the top identity governance platforms and how do they differ?”Budget-constrained“What is the best identity governance platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an identity governance platform. What should we look at?”Negative“Which identity governance platforms should I avoid or be cautious about?”
Claude Haiku 4.5Zluriagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceChangedno first choiceagainst: SailPoint IdentityIQ, Saviynt Enterprise Identity CloudKeycloakno first choicenothing named
One alternative
ManageEngine AD360Two alternatives
Okta Identity Governance, One Identity ManagerTwo alternatives
Auth0, Okta Identity GovernanceGPT-5.4 miniSaviynt Enterprise Identity Cloudagainst: SailPoint Identity Security CloudMicrosoft Entra ID GovernanceChangedSailPoint Identity Security Cloudagainst: CyberArk IGAMicrosoft Entra ID Governanceagainst: Okta Identity Governance, SailPoint Identity Security Cloudno first choiceagainst: Microsoft Entra ID Governance, Oracle Identity Governance, Saviynt Enterprise Identity Cloud
Two alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceTwo alternatives
Oracle Access Governance, SailPoint Identity Security CloudFive alternatives
IBM Security Verify Governance, Microsoft Entra ID Governance, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity CloudOne alternative
Microsoft Entra IDGemini 3.5 FlashConductorOneagainst: SailPoint IdentityIQ, Saviynt Enterprise Identity CloudConductorOneHeldagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudAccessOwl, Evolveum midPointagainst: Microsoft Entra ID Governance, Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudConductorOne, Lumosagainst: One Identity Manager, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloudagainst: IBM Security Verify Governance, Microsoft Entra ID Governance, Okta Identity Governance, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administration
Five alternatives
CyberArk IGA, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, ZluriFive alternatives
AccessOwl, Corma, Lumos, Microsoft Entra ID Governance, Okta Identity GovernanceSeven alternatives
Linx Security, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, Opal Security, Saviynt Enterprise Identity CloudTwo alternatives
JumpCloud, SecurEndsFour alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Zilla Security, ZluriPerplexity SonarCorma, IdenCorma, Okta Identity GovernanceChangedagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: JumpCloud, ManageEngine AD360no first choiceagainst: ARCON Converged Identity, ARCON Security Compliance Management, Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud, Securden
Five alternatives
Lumos, Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud, ZluriThree alternatives
JumpCloud, Microsoft Entra ID, OneLoginFive alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudTwo alternatives
AccessOwl, IdenGrok 4.20Lumosagainst: Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudManageEngine AD360, One Identity ManagerChangedagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint IdentityIQ / Identity Security CloudMicrosoft Entra ID Governanceagainst: JumpCloud, Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudCyberArk IGA, Lumosagainst: ConductorOne, Okta Identity Governance, One Identity Manager, Ping Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
Omada Identity, Zluri, tenfoldFour alternatives
ConductorOne, Lumos, Microsoft Entra ID Governance, Tools4ever HelloIDFour alternatives
Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudThree alternatives
Evolveum midPoint, Tools4ever HelloID, tenfoldOne alternative
Microsoft Entra ID GovernanceMistral SmallLumosOne Identity Manager, SailPoint Identity Security CloudChangedSailPoint IdentityIQ / Identity Security Cloudagainst: Okta Identity GovernanceJumpCloudno first choiceagainst: Ping Identity Governance, SailPoint Identity Security Cloud
Four alternatives
Omada Identity, OneLogin, Zluri, tenfoldTwo alternatives
ManageEngine AD360, Tools4ever HelloIDThree alternatives
One Identity Manager, SAP Access Control, Saviynt Enterprise Identity CloudFour alternatives
Apache Syncope, Evolveum midPoint, OpenIAM, SuperTokensDeepSeek V4 FlashLumos, Zluriagainst: IBM Security Verify Governance, One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudOkta Identity Governance, SailPoint Identity Security CloudChangedSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudIden, Linx Security, Lumos, Opal Security, Zluriagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: Hitachi ID Systems, IBM Security Verify Governance, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administration
Five alternatives
ConductorOne, Microsoft Entra ID Governance, Omada Identity, Opal Security, tenfoldThree alternatives
Lumos, Microsoft Entra ID Governance, ZluriNine alternatives
Iden, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity Cloud, Zilla Security, ZluriFour alternatives
AccessOwl, BetterCloud, Iden, ZluriOne alternative
Microsoft Entra ID GovernanceLlama 4 Maverickno first choiceno first choiceHeldno first choiceMicrosoft Entra ID, OneLoginno first choicenothing named
Four alternatives
AccessOwl, Josys, Omada Identity, tenfoldQwen 3.7 FlashConductorOne, Lumosagainst: Microsoft Entra ID Governance, Okta Identity Governance, SailPoint Identity Security CloudMicrosoft Entra ID Governance, OneLoginChangedagainst: SailPoint Identity Security CloudSailPoint Identity Security CloudJumpCloudagainst: Google Cloud IAM / AWS IAM, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: SailPoint Identity Security Cloudagainst: Microsoft Entra ID, Okta Identity Governance, SailPoint Identity Security Cloud
One alternative
One Identity ManagerTwo alternatives
Truesec, ZluriFour alternatives
Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Ping Identity GovernanceThree alternatives
Microsoft Entra ID, OneLogin, RipplingKimi K2Iden, Lumosagainst: One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudLumosChangedagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudEvolveum midPointConductorOne, Lumos, Zilla Securityagainst: CyberArk IGA, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: Microsoft Entra ID Governance, Okta Identity Governance, SailPoint Identity Security Cloud
Three alternatives
OneLogin, Opal Security, ZluriTwo alternatives
Okta Identity Governance, Omada IdentityFour alternatives
Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Saviynt Enterprise Identity CloudThree alternatives
AccessOwl, Iden, Microsoft Entra ID GovernanceTwo alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceGLM 4.7 FlashXOmada Identityagainst: One Identity Manager, SailPoint Identity Security CloudIden, LumosChangedSailPoint Identity Security CloudEvolveum midPoint, Microsoft Entra ID Governanceagainst: One Identity Manager, Ping Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: IBM Security Verify Governance, Microsoft Identity Manager, Okta Identity Governance, SAP IDM, SailPoint IdentityIQ, Symantec, Symantec Identity Governance and Administration, Web Designer / legacy ASP.NET IGA
Three alternatives
AccessOwl, Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudTwo alternatives
Okta Identity Governance, OneLoginEight alternatives
IBM Security Verify Governance, Iden, Lumos, Okta Identity Governance, Omada Identity, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity CloudSix alternatives
Authelia, Authentik, Cisco Duo, Keycloak, Okta Workforce Identity, SSOJetMiniMax M2.5Lumos, Zluriagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudChangedSailPoint IdentityIQ, Saviynt Enterprise Identity Cloudagainst: Microsoft Entra ID Governance, Okta Identity GovernanceIdenagainst: Okta Identity Governance, Oracle Identity Governance, SailPoint Identity Security Cloudno first choicenothing named
Three alternatives
Iden, OneLogin, Opal SecurityThree alternatives
Microsoft Entra ID, Okta Identity Governance, Tools4ever HelloIDOne alternative
One Identity ManagerOne alternative
JumpCloudBold 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 11:15 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:31 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:37 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 12:30 | yes | 20 | 7 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 13:08 | yes | 35 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:00 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:33 | yes | 16 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:52 | yes | 12 | 66 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:45 | yes | 9 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:01 | yes | 14 | 102 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:37 | yes | 8 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 14:09 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:52 | yes | 3 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:26 | yes | 24 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:30 | 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 12:31 | yes | 27 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:44 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:01 | yes | 9 | 12 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:12 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:27 | no | 0 | 45 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:24 | yes | 19 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:50 | yes | 13 | 166 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:23 | yes | 5 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:16 | yes | 14 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:06 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:14 | yes | 16 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:32 | yes | 20 | 14 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 13:36 | yes | 23 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:21 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:02 | yes | 23 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:10 | no | 0 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:17 | yes | 13 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:31 | yes | 18 | 150 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:35 | yes | 12 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:04 | yes | 0 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:41 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:32 | yes | 21 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 09:45 | yes | 20 | 6 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 12:29 | yes | 47 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:24 | yes | 10 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:01 | yes | 19 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:24 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:14 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:32 | yes | 10 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:19 | yes | 14 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:49 | yes | 9 | 56 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:51 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:34 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:27 | yes | 15 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 09:37 | 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 12:34 | yes | 20 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:49 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:22 | yes | 15 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:36 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:55 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:09 | yes | 15 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:20 | yes | 10 | 57 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:57 | no | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:54 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:49 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:32 | yes | 21 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 14:08 | 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 12:01 | yes | 39 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:50 | yes | 9 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:31 | yes | 28 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:42 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:48 | yes | 5 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:30 | yes | 26 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:22 | yes | 28 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:00 | no | 0 | 16 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 IGA
IBM read as IBM Security Verify Governance
Identity Manager by One Identity read as One Identity Manager
Linx read as Linx Security
Microsoft Entitlement Management read as Microsoft Entra ID Governance
Okta read as Okta Identity Governance
Omada read as Omada Identity
One Identity read as One Identity Manager
One Identity (by HPE) read as One Identity Manager
One Identity (incl. OneLogin) read as One Identity Manager
OneIdentity read as One Identity Manager
OneIdentity (by Genpact) read as One Identity Manager
Oracle read as Oracle Identity Governance
Oracle Identity read as Oracle Identity Governance
Ping Identity read as Ping Identity Governance
SailPoint read as SailPoint Identity Security Cloud
SailPoint (Identity Security Cloud & IdentityIQ) read as SailPoint Identity Security Cloud
SailPoint (IdentityIQ/IdentityNow) read as SailPoint Identity Security Cloud
SailPoint (IdentityNow / IdentityIQ) read as SailPoint Identity Security Cloud
Saviynt read as Saviynt Enterprise Identity Cloud
Saviynt (Enterprise Identity Cloud) read as Saviynt Enterprise Identity Cloud
Tools4ever read as Tools4ever HelloID
Unresolved, counted raw
ARCON Converged Identity
ARCON Security Compliance Management
Apache Directory
Deloitte or EY's IGA solutions
Grouper
SAP IDM
Soffid
Truesec
Vienna
Web Designer / legacy ASP.NET IGA
Zilla
Discontinued, still offered
No shut-down product was recommended here.