Index › Identity and access › September 2026 Edition

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

Lumos

Contested

20% of first choices, contested.

ShowinginAll 67 categories in the September 2026 Edition →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

AccessOwl25%ContestedStanding →Mid-market

Lumos20%ContestedThis page Enterprise

SailPoint29%ContestedStanding →

01The 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

Lumos0%23accepted challenger

Microsoft Entra ID Governance18%38accepted challenger

Iden0%13accepted challenger

ConductorOne10%10accepted challenger

Zluri0%18accepted challenger

Okta Identity Governance34%35criticized challenger

One Identity Manager35%23criticized challenger

SailPoint67%42criticized challenger

Omada Identity0%17accepted challenger

Saviynt Enterprise Identity Cloud59%41criticized challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Lumos vs Microsoft Entra ID Governance Lumos vs Iden Microsoft Entra ID Governance vs Iden

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative40%

Key

Lumos20%

Microsoft Entra ID Governance12%

Iden8%

ConductorOne8%

Zluri7%

Okta Identity Governance3%

One Identity Manager3%

SailPoint3%

Omada Identity2%

Saviynt Enterprise Identity Cloud2%

02What 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 4.1 Fast, 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

67%

28 of 42 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 Cloud

59%

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 Governance

34%

12 of 35 labels negative · 9 of 12 models · 1 hard negative

“Okta Identity Governance: $108-$132/user/year — expensive for its feature set” DeepSeek V4 Flash, budget prompt

One Identity Manager

35%

8 of 23 labels negative · 6 of 12 models · 3 hard negative

“heavy legacy enterprise platforms (like SailPoint IdentityIQ, Saviynt, or One Identity)” Gemini 3.5 Flash, scale prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 816 links across 163 sites, every framing counted. Ranked by the number of answers carrying the site or page.

gartner.com

34 answers · 53 citations · 11 models

idenhq.com

31 answers · 47 citations · 9 models

expertinsights.com

vendor site · Expert Insights29 answers · 31 citations · 9 models

aimultiple.com

27 answers · 27 citations · 10 models

corma.io

vendor site · Corma26 answers · 32 citations · 10 models

solutionsreview.com

25 answers · 28 citations · 8 models

zluri.com

vendor site · Zluri22 answers · 40 citations · 10 models

startwithidentity.com

21 answers · 28 citations · 9 models

linx.security

vendor site · Linx21 answers · 23 citations · 10 models

lumos.com

vendor site · Lumos18 answers · 26 citations · 8 models

oneidentity.com

vendor site · One Identity16 answers · 18 citations · 10 models

securityboulevard.com

14 answers · 14 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.

gartner.com/reviews/market/identity-governance-administration

33 answers · 10 models

aimultiple.com/iga-solutions

27 answers · 10 models

expertinsights.com/identity-and-access-management/top-identity-governance-a…

24 answers · 9 models

corma.io/blog/best-iga-solutions-for-mid-market-companies

23 answers · 10 models

solutionsreview.com/identity-management/the-best-identity-governance-tools-…

21 answers · 8 models

linx.security/blog/top-10-iga-tools-a-modern-identity-governance-buyers-guide

19 answers · 10 models

oneidentity.com/learn/top-5-identity-governance-and-administration-tools-in…

15 answers · 10 models

accessowl.com/blog/buyers-guide-for-iga-tools-by-team-size

13 answers · 8 models

idenhq.com/en/blog/identity-governance-and-administration-complete

13 answers · 7 models

securityboulevard.com/2025/12/top-12-identity-and-access-management-platforms

12 answers · 7 models

04How 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.

ModelDirect“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 4.5Zluri

One alternative

ManageEngine AD360

against: SailPoint, Saviynt Enterprise Identity Cloudno first choiceChangedno first choice

Two alternatives

Identity Manager, Okta Identity Governance

against: SailPoint IdentityIQ, Saviynt Enterprise Identity CloudKeycloak

Two alternatives

Auth0, Okta

no first choicenothing named

GPT-5.4 miniSaviynt Enterprise Identity Cloud

Two alternatives

Microsoft Entra ID Governance, Okta Identity Governance

against: SailPointMicrosoft Entra ID GovernanceChanged

Two alternatives

Oracle Access Governance, SailPoint Identity Security Cloud

SailPoint

Five alternatives

IBM Security Verify Governance, Microsoft Entra ID Governance, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity Cloud

against: CyberArkMicrosoft Entra ID Governance

One alternative

Microsoft Entra ID

against: Okta, SailPointno first choiceagainst: Microsoft Entra ID Governance, Oracle Identity Governance, Saviynt Enterprise Identity Cloud

Gemini 3.5 FlashConductorOne

Five alternatives

CyberArk IGA, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, Zluri

against: SailPoint IdentityIQ, Saviynt Enterprise Identity CloudConductorOneHeld

Five alternatives

AccessOwl, Corma, Lumos, Microsoft Entra ID Governance, Okta Identity Governance

against: SailPoint, Saviynt Enterprise Identity CloudSailPoint

Seven alternatives

Linx, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, Opal Security, Saviynt Enterprise Identity Cloud

AccessOwl, Evolveum midPoint

Two alternatives

JumpCloud, SecurEnds

against: Microsoft Entra ID Governance, Okta Identity Governance, SailPoint, Saviynt Enterprise Identity CloudConductorOne, Lumos

Four alternatives

Microsoft Entra ID Governance, Okta Identity Governance, Zilla Security, Zluri

against: 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

Perplexity SonarCorma, Iden

Five alternatives

Lumos, Okta Identity Governance, SailPoint, Saviynt Enterprise Identity Cloud, Zluri

Corma, Okta Identity GovernanceChanged

Three alternatives

JumpCloud, Microsoft Entra ID, OneLogin

against: SailPoint, Saviynt Enterprise Identity CloudSailPoint

Five alternatives

Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity Cloud

Microsoft Entra ID Governance

Two alternatives

AccessOwl, Iden

against: 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, Saviynt Enterprise Identity Cloud, Securden

Grok 4.1 FastLumos

Three alternatives

Omada Identity, Zluri, tenfold

against: Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudManageEngine AD360, One Identity ManagerChanged

Four alternatives

ConductorOne, Lumos, Microsoft Entra ID Governance, Tools4ever HelloID

against: SailPoint, Saviynt Enterprise Identity CloudSailPoint IdentityIQ / Identity Security Cloud

Four alternatives

Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity Cloud

Microsoft Entra ID Governance

Three alternatives

Evolveum midPoint, Tools4ever HelloID, tenfold

against: JumpCloud, Okta Identity Governance, SailPoint, Saviynt Enterprise Identity CloudCyberArk, Lumos

One alternative

Microsoft Entra ID Governance

against: ConductorOne, Okta, One Identity Manager, Ping Identity, SailPoint, Saviynt Enterprise Identity Cloud

Mistral SmallLumos

Four alternatives

Omada Identity, OneLogin, Zluri, tenfold

One Identity Manager, SailPointChanged

Two alternatives

ManageEngine AD360, Tools4ever HelloID

SailPoint IdentityIQ / Identity Security Cloud

Three alternatives

One Identity Manager, SAP Access Control, Saviynt Enterprise Identity Cloud

against: Okta Identity GovernanceJumpCloud

Four alternatives

Apache Syncope, Evolveum midPoint, OpenIAM, SuperTokens

no first choiceagainst: Ping Identity, SailPoint

DeepSeek V4 FlashLumos, Zluri

Five alternatives

ConductorOne, Microsoft Entra ID Governance, Omada Identity, Opal Security, tenfold

against: IBM, One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudOkta Identity Governance, SailPoint Identity Security CloudChanged

Three alternatives

Lumos, Microsoft Entra ID Governance, Zluri

SailPoint

Nine alternatives

Iden, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity Cloud, Zilla Security, Zluri

Microsoft Entra ID Governance

Four alternatives

AccessOwl, BetterCloud, Iden, Zluri

against: Okta Identity Governance, SailPoint, Saviynt Enterprise Identity CloudIden, Linx, Lumos, Opal Security, Zluri

One alternative

Microsoft Entra ID Governance

against: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: Hitachi ID Systems, IBM Security Verify Governance, Oracle Identity Governance, SailPoint, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administration

Llama 4 Maverickno first choiceno first choiceHeld

Four alternatives

AccessOwl, Josys, Omada Identity, tenfold

no first choiceMicrosoft Entra ID, OneLoginno first choicenothing named

Qwen 3.7 FlashConductorOne, Lumos

One alternative

One Identity Manager

against: Microsoft Entitlement Management, Okta Identity Governance, SailPointMicrosoft Entra ID Governance, OneLoginChanged

Two alternatives

Truesec, Zluri

against: SailPointSailPoint

Four alternatives

Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Ping Identity

JumpCloud

Three alternatives

Microsoft Entra ID, OneLogin, Rippling

against: Google Cloud IAM / AWS IAM, SailPoint, Saviynt Enterprise Identity Cloudno first choiceagainst: SailPointagainst: Microsoft Entra ID, Okta Identity Governance, SailPoint

Kimi K2Iden, Lumos

Three alternatives

OneLogin, Opal Security, Zluri

against: One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudLumosChanged

Two alternatives

Okta Identity Governance, Omada Identity

against: SailPoint, Saviynt Enterprise Identity CloudSailPoint

Four alternatives

Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Saviynt Enterprise Identity Cloud

Evolveum midPoint

Three alternatives

AccessOwl, Iden, Microsoft Entra ID Governance

ConductorOne, Lumos, Zilla Security

Two alternatives

Microsoft Entra ID Governance, Okta Identity Governance

against: CyberArk, SailPoint, Saviynt Enterprise Identity Cloudagainst: Microsoft Entra ID Governance, Okta Identity Governance, SailPoint

GLM 4.7 FlashXOmada Identity

Three alternatives

AccessOwl, Microsoft Entra ID Governance, Saviynt Enterprise Identity Cloud

against: One Identity Manager, SailPointIden, LumosChanged

Two alternatives

Okta Identity Governance, OneLogin

SailPoint

Eight alternatives

IBM Security Verify Governance, Iden, Lumos, Okta Identity Governance, Omada Identity, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity Cloud

Evolveum midPoint, Microsoft Entra ID Governance

Six alternatives

Authelia, Authentik, Cisco Duo, Keycloak, Okta Workforce Identity, SSOJet

against: One Identity Manager, Ping Identity, SailPoint, Saviynt Enterprise Identity Cloudno first choiceagainst: IBM Security Verify Governance, Microsoft Identity Manager, Okta Identity Governance, SAP IDM, SailPoint IdentityIQ, Symantec Identity Governance and Administration, Symantec/CA Identity Portal 14.4, Web Designer / legacy ASP.NET IGA

MiniMax M2.5Lumos, Zluri

Three alternatives

Iden, OneLogin, Opal Security

against: SailPoint, Saviynt Enterprise Identity CloudSailPointChanged

Three alternatives

Microsoft Entra ID, Okta, Tools4ever HelloID

SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud

One alternative

One Identity Manager

against: Microsoft Entra ID Governance, Okta Identity GovernanceIden

One alternative

JumpCloud

against: Okta, Oracle, SailPointno first choicenothing named

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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.

Category-scoped readings

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 Identity read as Oracle Identity Governance

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

Josys

ManageEngine Identity360

Microsoft Entitlement Management

Microsoft Identity Manager (MIM)

SAP IDM

Soffid

Symantec/CA Identity Portal 14.4

Truesec

Vienna

Web Designer / legacy ASP.NET IGA

Zilla

Discontinued, still offered

No shut-down product was recommended here.

Identity governance

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in identity and access