Identity governance for enterprise buyers
Asked as “identity governance platform”, and as “identity governance and administration tool”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
53%
Clear leader
53SailPoint Identity Security Cloud20Microsoft Entra ID Governance09Saviynt Enterprise Identity Cloud18others
53% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
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
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01SailPoint Identity Security Cloud53%
SailPoint Identity Security Cloud53%02Microsoft Entra ID Governance20%
Microsoft Entra ID Governance20%03Saviynt Enterprise Identity Cloud9%
Saviynt Enterprise Identity Cloud9%04Omada Identity2%
Omada Identity2%05One Identity Manager0%
One Identity Manager0%06Okta Identity Governance0%
Okta Identity Governance0%07Oracle Identity Governance0%
Oracle Identity Governance0%What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick 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 Cloud26%
14 of 53 labels negative · 10 of 12 models · 2 hard negative
“Avoid or be extremely cautious with legacy IGA platforms... SailPoint is notorious for difficult implementations, slow maturity timelines, and high costs.” Mistral Small, negative prompt
Saviynt Enterprise Identity Cloud23%
12 of 53 labels negative · 9 of 12 models · 2 hard negative
“Users report complex implementations, performance issues (lag, slow response times), and significant integration challenges with legacy systems.” Mistral Small, negative prompt
Okta Identity Governance28%
14 of 50 labels negative · 8 of 12 models · 2 hard negative
“"Light IGA" from Identity Providers — Okta, Microsoft Entra, and similar vendors offer governance features, but these are not full IGA solutions” Kimi K2, negative prompt
SailPoint IdentityIQ67%
6 of 9 labels negative · 6 of 12 models · 1 hard negative
“Performance degradation at scale... Expensive and complex... Heavy customization required” MiniMax M2.5, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1003 links across 201 sites, every framing counted. Ranked by the number of answers carrying the site or page.
39 answers · 50 citations · 12 models
vendor site · One Identity34 answers · 43 citations · 11 models
vendor site · Zluri32 answers · 40 citations · 11 models
32 answers · 32 citations · 11 models
28 answers · 42 citations · 10 models
22 answers · 27 citations · 11 models
21 answers · 23 citations · 9 models
vendor site · Lumos19 answers · 22 citations · 8 models
vendor site · SailPoint18 answers · 28 citations · 8 models
18 answers · 19 citations · 9 models
vendor site · Oleria18 answers · 18 citations · 9 models
vendor site · Avatier17 answers · 20 citations · 8 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.
38 answers · 11 models
32 answers · 10 models
32 answers · 11 models
17 answers · 9 models
15 answers · 6 models
15 answers · 7 models
15 answers · 6 models
15 answers · 7 models
13 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| SailPoint IdentityIQ sailpoint.com SailPoint Identity Security Cloud 53%, SailPoint IdentityIQ 2%, SailPoint Identity Security Cloud / IdentityIQ 0%, SailPoint IdentityIQ / Identity Security Cloud 0% | 56% | 186 | 1,000 | 6 | 58,881 | 46 | 3 | |
| Microsoft parent site Microsoft Entra ID Governance 20%, Microsoft Entra ID 2% | 22% | 499 | 2,240,000 | 403,136 | ||||
| Saviynt saviynt.com Saviynt Enterprise Identity Cloud 9% | 9% | 161 | 9,900 | 285 | 14,800 company | $71 | 34 | 2 |
| Omada omadaidentity.com Omada Identity 2% | 2% | 68 | 90 | 1 | 4,071 company | 7 | 8 | |
| ConductorOne conductorone.com | 2% | 18 | 1,300 | 10 | 41 | 0 | ||
| Lumos lumos.com | 2% | 94 | 49,500 | 2,739 | 26,754 | $14 | 23 | |
| OneLogin onelogin.com | 2% | 116 | 60,500 | 562 | 315,519 | 0 | ||
| Zilla Security zillasecurity.com | 2% | 7 | ||||||
| SSOJet ssojet.com | 2% | 28 | 40 | 0 | 9,629 | |||
| One Identity oneidentity.com One Identity Manager 0% | 0% | 86 | 1,600 | 405 | 40,708 company | 0 | 2 |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (gartner.com, oneidentity.com, sailpoint.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 an enterprise B2B company?”Paraphrase“Which identity governance and administration tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade identity governance platforms and how do they differ?”Budget-constrained“What is the best identity governance 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 an identity governance platform. What should we look at?”Negative“Which identity governance platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceSailPoint IdentityIQChangedno first choiceagainst: SailPoint IdentityIQSailPoint Identity Security Cloudagainst: Saviynt Enterprise Identity Cloudno first choiceagainst: Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Four alternatives
Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudTwo alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceGPT-5.4 miniSailPoint Identity Security CloudSailPoint Identity Security CloudHeldagainst: Microsoft Entra ID GovernanceSailPoint Identity Security Cloud / IdentityIQMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloudno first choiceagainst: IBM Security Verify Governance, Microsoft Entra ID Governance, Okta Identity Governance, Oracle Identity Governance
Two alternatives
Microsoft Entra ID Governance, Oracle Identity GovernanceOne alternative
Saviynt Enterprise Identity CloudFive alternatives
IBM Security Verify Governance, Microsoft Entra ID Governance, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceGemini 3.5 FlashSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudChangedSailPoint Identity Security CloudOmada Identityagainst: Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudConductorOne, Lumos, Zilla Securityagainst: SailPoint Identity Security Cloud, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloudagainst: IBM Security Verify Governance, Microsoft Entra ID Governance, Okta Identity Governance, Oracle Identity Governance, Symantec Identity Governance and Administration
Five alternatives
ConductorOne, EmpowerID, Lumos, Microsoft Entra ID Governance, Okta Identity GovernanceThree alternatives
Microsoft Entra ID Governance, Omada Identity, Saviynt Enterprise Identity CloudFive alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudThree alternatives
ConductorOne, Lumos, Microsoft Entra ID GovernanceThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, VezaPerplexity SonarSailPoint Identity Security CloudSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceno first choiceagainst: ARCON, Lumos, ManageEngine AD360, Microsoft Entra ID Governance, Okta Identity Governance, Securden, Veza, Zluri, miniOrange
Two alternatives
One Identity Manager, WorkOSThree alternatives
Microsoft Entra ID Governance, One Identity Manager, Saviynt Enterprise Identity CloudSix alternatives
IBM Security Verify Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity CloudThree alternatives
One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudGrok 4.20SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudChangedSailPoint Identity Security Cloud / IdentityIQ, Saviynt Enterprise Identity Cloudagainst: Ping Identity GovernanceMicrosoft Entra ID Governanceagainst: Okta Identity Governanceno first choiceagainst: SailPoint IdentityIQagainst: Okta Identity Governance, One Identity Manager, OpenIAM, SailPoint Identity Security Cloud
Two alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceThree alternatives
Okta Identity Governance, One Identity Manager, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, One Identity ManagerTwo alternatives
SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudFour alternatives
CyberArk Identity Security Platform, Okta Identity Governance, Ping Identity One, Saviynt Enterprise Identity CloudMistral SmallSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudChangedSailPoint IdentityIQ / Identity Security CloudMicrosoft Entra ID Governanceagainst: Iden, Okta Identity Governance, SailPoint Identity Security Cloudno first choiceagainst: Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Two alternatives
Okta Identity Governance, Omada IdentityTwo alternatives
Omada Identity, One Identity ManagerFour alternatives
Okta Identity Governance, One Identity Manager, SAP Access Control, Saviynt Enterprise Identity CloudDeepSeek V4 FlashSailPoint Identity Security Cloudagainst: Microsoft Entra ID GovernanceSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: Omada Identity, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
One alternative
Saviynt Enterprise Identity CloudTwo alternatives
Omada Identity, Saviynt Enterprise Identity CloudThree alternatives
Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceLlama 4 MaverickSSOJetno first choiceChangedno first choiceSailPoint Identity Security CloudSailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
One Identity Manager, SAP Access Control, WorkOSFour alternatives
Microsoft Entra ID, Okta Identity Governance, Omada Identity, Ping Identity GovernanceQwen 3.7 FlashSailPoint Identity Security CloudSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudOneLoginagainst: Oracle Identity Governance, SailPoint Identity Security Cloudagainst: Microsoft Entra ID Governance, Okta Identity Governance, SailPoint IdentityIQ
Three alternatives
Microsoft Entra ID, Ping Identity Governance, Saviynt Enterprise Identity CloudTwo alternatives
Microsoft Entra ID Governance, OneLoginFour alternatives
IBM Verify, Microsoft Entra ID Governance, Oracle Identity Governance, Saviynt Enterprise Identity CloudOne alternative
Omada IdentitySix alternatives
CyberArk Identity, Iden, Microsoft Entra ID Governance, Omada Identity, Ping Identity PingFederate/PingAuthorize, Saviynt Enterprise Identity CloudKimi K2SailPoint Identity Security Cloudagainst: Okta Identity GovernanceSailPoint Identity Security CloudHeldSailPoint Identity Security Cloudagainst: CyberArk Identity Security PlatformMicrosoft Entra ID Governanceagainst: Saviynt Enterprise Identity CloudSailPoint Identity Security Cloudagainst: ForgeRock, IBM Security Verify Governance, Microsoft Entra ID, Okta Identity Governance, Oracle IAM, SailPoint IdentityIQ
Two alternatives
Omada Identity, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, One Identity Manager, Saviynt Enterprise Identity CloudFive alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudTwo alternatives
One Identity Manager, SailPoint Identity Security CloudTwo alternatives
Okta Identity Governance, SavantGLM 4.7 FlashXSailPoint Identity Security CloudSailPoint Identity Security CloudHeldSailPoint IdentityIQMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: Hitachi ID, RSA
Four alternatives
Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Saviynt Enterprise Identity CloudFive alternatives
Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity CloudFour alternatives
Iden, Okta Identity Governance, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceMiniMax M2.5Microsoft Entra ID, SailPoint Identity Security Cloudagainst: Okta Identity GovernanceSailPoint Identity Security CloudChangedSailPoint Identity Security Cloudagainst: Microsoft Entra ID Governance, Okta Identity GovernanceMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: Okta Identity Governance, SailPoint IdentityIQ
Three alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudThree alternatives
Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceBold 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 10:44 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:04 | yes | 4 | 9 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:44 | yes | 15 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:06 | yes | 20 | 6 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 09:22 | yes | 30 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:54 | yes | 12 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:41 | yes | 10 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:42 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:34 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:04 | yes | 19 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:45 | yes | 15 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:18 | yes | 5 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:46 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:26 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:23 | yes | 14 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 10:49 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:40 | yes | 36 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:08 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:44 | yes | 9 | 12 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:27 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:53 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:36 | yes | 10 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:03 | yes | 14 | 50 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:45 | yes | 14 | 120 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:03 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:10 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:47 | yes | 23 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:32 | yes | 20 | 9 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 13:06 | yes | 29 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:16 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:48 | yes | 18 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:55 | no | 0 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:48 | yes | 14 | 63 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:32 | yes | 24 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:05 | yes | 18 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:27 | yes | 16 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:28 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:14 | yes | 14 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:44 | 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 12:49 | yes | 34 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:01 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:00 | yes | 19 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:42 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:19 | yes | 5 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:33 | yes | 23 | 48 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:37 | yes | 30 | 99 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:47 | yes | 13 | 46 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:12 | yes | 19 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:38 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:55 | yes | 13 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 14:00 | yes | 20 | 11 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 13:10 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:29 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:11 | yes | 30 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:34 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:45 | yes | 5 | 46 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:33 | yes | 15 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:43 | yes | 15 | 152 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:05 | yes | 5 | 40 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:26 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:29 | yes | 5 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:58 | yes | 10 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 10:31 | 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 12:31 | yes | 30 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:35 | yes | 16 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:45 | yes | 29 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:48 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:09 | yes | 12 | 55 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:07 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:58 | yes | 27 | 165 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:36 | yes | 22 | 53 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
Microsoft Entra read as Microsoft Entra ID
Okta read as Okta Identity Governance
Okta (Okta Identity Governance - OIG) read as Okta Identity Governance
Okta Identity Cloud read as Okta Identity Governance
Omada read as Omada Identity
Omada (Omada Identity Cloud) read as Omada Identity
Omada (Omada Identity) read as Omada Identity
One Identity read as One Identity Manager
One Identity (Delinea) read as One Identity Manager
One Identity (One Identity Manager) read as One Identity Manager
Oracle read as Oracle Identity Governance
Ping read as Ping Identity Governance
Ping Identity read as Ping Identity Governance
Ping Identity (now PingOne, post-ForgeRock merger) read as Ping Identity Governance
Ping Identity (post-ForgeRock acquisition) read as Ping Identity Governance
SailPoint read as SailPoint Identity Security Cloud
SailPoint (Identity IQ & IdentityNow) read as SailPoint Identity Security Cloud
SailPoint (Identity Security Cloud / IdentityIQ) read as SailPoint Identity Security Cloud
SailPoint (Identity Security Cloud) read as SailPoint Identity Security Cloud
SailPoint (IdentityIQ or Identity Security Cloud) read as SailPoint Identity Security Cloud
SailPoint (IdentityNow/Atlas) read as SailPoint Identity Security Cloud
Sailpoint read as SailPoint Identity Security Cloud
Saviynt read as Saviynt Enterprise Identity Cloud
Saviynt (Enterprise Identity Cloud) read as Saviynt Enterprise Identity Cloud
Saviynt Identity Cloud read as Saviynt Enterprise Identity Cloud
Tools4ever read as Tools4ever HelloID
Unresolved, counted raw
Efecte
Oracle IAM
Ping Identity One
Ping Identity PingFederate/PingAuthorize
Savant
cloud-native SailPoint
Discontinued, still offered
No shut-down product was recommended here.