IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Identity and access › IGA › Small business › September 2026 Edition

Identity governance for small business buyers

Asked as “identity governance platform”, and as “identity governance and administration tool”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
AccessOwl
Contested
25% 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 businessAccessOwl25%ContestedThis pageMid-marketLumos20%ContestedStanding →EnterpriseSailPoint29%ContestedStanding →

01The 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
01AccessOwl25%0%38accepted challenger
02JumpCloud15%4%26accepted challenger
03Iden12%0%17accepted challenger
04Lumos7%7%30accepted challenger
05Microsoft Entra ID Governance7%12%24accepted challenger
06tenfold7%8%13accepted challenger
07Okta Identity Governance5%30%33criticized challenger
08Microsoft Entra ID5%15%13accepted challenger
09Zluri3%0%11accepted challenger
10ConductorOne2%27%15criticized challenger
Show the four products at 0%, ordered by negative rate
14Saviynt Enterprise Identity Cloud0%100%39criticized challenger
13SailPoint0%84%45criticized challenger
12One Identity Manager0%79%19criticized challenger
11Okta0%33%12criticized 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 GovernanceLumos vs IdenMicrosoft 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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01AccessOwl25%
02JumpCloud15%
03Iden12%
04Lumos7%
05Microsoft Entra ID Governance7%
06tenfold7%
07Okta Identity Governance5%
08Microsoft Entra ID5%
09Zluri3%
10ConductorOne2%
11Okta0%
12One Identity Manager0%
13SailPoint0%
14Saviynt Enterprise Identity Cloud0%

02What they warned about

Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Saviynt Enterprise Identity Cloud
100%
39 of 39 labels negative · 12 of 12 models · 22 hard negative
“most enterprise identity governance platforms (SailPoint, Saviynt, etc.) ... At your size, buying one would be a mistake.” DeepSeek V4 Flash, scale prompt
SailPoint
84%
38 of 45 labels negative · 11 of 12 models · 19 hard negative
“most enterprise identity governance platforms (SailPoint, Saviynt, etc.) are built for 500+ identity environments... At your size, buying one would be a mistake.” DeepSeek V4 Flash, scale prompt
One Identity Manager
79%
15 of 19 labels negative · 9 of 12 models · 7 hard negative
“avoid or heavily vet** the classic enterprise suites (SailPoint, Saviynt, One Identity, Omada)” DeepSeek V4 Flash, negative prompt
Oracle Identity Governance
100%
7 of 7 labels negative · 7 of 12 models · 5 hard negative
“over-engineered for small businesses ... high costs, complexity, and deployment times that are not practical” Mistral Small, negative 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

65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 873 links across 175 sites, every framing counted. Ranked by the number of answers carrying the site or page.

accessowl.com
vendor site · AccessOwl41 answers · 63 citations · 10 models
corma.io
vendor site · Corma38 answers · 49 citations · 10 models
gartner.com
30 answers · 34 citations · 10 models
idenhq.com
28 answers · 47 citations · 9 models
lumos.com
vendor site · Lumos28 answers · 42 citations · 10 models
expertinsights.com
vendor site · Expert Insights26 answers · 26 citations · 10 models
solutionsreview.com
23 answers · 24 citations · 8 models
zluri.com
vendor site · Zluri22 answers · 36 citations · 8 models
oneidentity.com
vendor site · One Identity21 answers · 21 citations · 7 models
aimultiple.com
18 answers · 18 citations · 9 models
learn.g2.com
15 answers · 15 citations · 8 models
startwithidentity.com
14 answers · 19 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.

accessowl.com/blog/buyers-guide-for-iga-tools-by-team-size
41 answers · 10 models
gartner.com/reviews/market/identity-governance-administration
29 answers · 9 models
corma.io/blog/best-iga-solutions-for-mid-market-companies
24 answers · 10 models
corma.io/blog/top-10-iam-solutions-for-smbs-and-mid-size-companies-2026
21 answers · 8 models
solutionsreview.com/identity-management/the-best-identity-governance-tools-…
21 answers · 7 models
expertinsights.com/identity-and-access-management/top-identity-governance-a…
20 answers · 8 models
idenhq.com/en/blog/identity-governance-and-administration-complete
19 answers · 8 models
oneidentity.com/learn/top-5-identity-governance-and-administration-tools-in…
19 answers · 7 models
aimultiple.com/iga-solutions
18 answers · 9 models
idenhq.com/en/blog/12-best-iga-vendors-in-2026-complete-comparison
18 answers · 8 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 small B2B company?”Paraphrase“Which identity governance and administration tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top identity governance platforms for a small team and how do they differ?”Budget-constrained“What is the best identity governance platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an identity governance platform. What should we look at?”Negative“Which identity governance platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft Entra ID
Four alternativesCorma, Lumos, Okta Identity Governance, Torii
against: SailPoint, Saviynt Enterprise Identity CloudCorma, Lumos, ToriiChangedagainst: SailPoint, Saviynt Enterprise Identity CloudLumos, Torii
Four alternativesCorma, Linx, Opal Security, Zluri
against: One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudJumpCloud, Optimal IdM's OptimalCloud
Two alternativesNetIQ Identity Manager, Zluri
no first choiceagainst: IBM Identity Platforms
GPT-5.4 miniLumos, Okta Identity Governance
Two alternativesManageEngine AD360 / ADManager Plus, Netwrix Directory Manager
against: SailPoint, Saviynt Enterprise Identity CloudMicrosoft Entra ID GovernanceChanged
One alternativeOkta Identity Governance
against: Saviynt Enterprise Identity CloudMicrosoft Entra ID Governance, Okta Identity Governance
One alternativeSailPoint
against: One Identity ManagerMicrosoft Entra ID Governance
One alternativeOkta
no first choiceagainst: IBM Security Verify Governance, Oracle Identity Governance, RSA Governance & Lifecycle, SailPoint IdentityIQ / Identity Security Cloud, Saviynt Enterprise Identity Cloud
Gemini 3.5 FlashAccessOwl
Three alternativesConductorOne, Lumos, Multiplier
against: Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, SailPoint, Saviynt Enterprise Identity CloudAccessOwl, ConductorOneChanged
Four alternativesClerk, Frontegg, Lumos, WorkOS
against: Ping Identity, SailPoint, Saviynt Enterprise Identity CloudConductorOne, Lumos
Six alternativesMicrosoft Entra ID Governance, Multiplier, Okta Identity Governance, Opal Security, Risotto, Zluri
against: One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudAccessOwl
Four alternativesEvolveum midPoint, Microsoft Entra ID Governance, Okta Identity Governance, Risotto
against: Omada Identity, SailPoint, Saviynt Enterprise Identity CloudRippling
Five alternativesAccessOwl, ConductorOne, JumpCloud, Lumos, Risotto
against: Okta, One Identity Manager, SailPoint, Saviynt Enterprise Identity Cloudagainst: IBM Security Verify Governance, One Identity Manager, Oracle Identity Governance, SAP Access Control, SailPoint, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administration
Perplexity SonarIden
One alternativeOkta Identity Governance
against: SailPoint, Saviynt Enterprise Identity CloudAccessOwlChanged
One alternativetenfold
AccessOwl, Iden
Three alternativesConductorOne, Microsoft Entra ID Governance, Okta Identity Governance
against: One Identity Manager, SailPoint IdentityIQ, Saviynt Enterprise Identity CloudMicrosoft Entra ID Governance
Two alternativesAccessOwl, Iden
against: SailPoint, Saviynt Enterprise Identity Cloudno first choiceagainst: IBM Verify, Identity Manager, Oracle Identity Governance, SailPoint, Saviynt Enterprise Identity Cloud
Grok 4.1 FastJumpCloud
Two alternativesAccessOwl, Microsoft Entra ID Governance
against: Corma, Lumos, Okta Identity Governance, Ping/ForgeRock, SailPoint, Saviynt Enterprise Identity Cloud, tenfoldMicrosoft Entra ID GovernanceChanged
Four alternativesAccessOwl, Iden, Okta Identity Governance, Tools4ever HelloID
AccessOwl
Four alternativesConductorOne, JumpCloud, Microsoft Entra ID Governance, Okta Identity Governance
against: SailPoint, Saviynt Enterprise Identity Cloudtenfold
One alternativeEvolveum midPoint
against: Keycloak, Okta, SailPointLumos, tenfold
Five alternativesCorma, ManageEngine, Okta Identity Governance, One Identity Manager, Torii
against: IBM, Ping Identity, SailPoint, Saviynt Enterprise Identity Cloudagainst: CyberArk IGA, IBM Security Verify Governance, Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Oracle Identity Governance, RSA Governance & Lifecycle, SailPoint Identity Security Cloud / IdentityIQ, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administration
Mistral SmallAccessOwl
One alternativeOkta Identity Governance
Okta Identity GovernanceChanged
Two alternativesAccessOwl, Risotto
AccessOwl, JumpCloud
Two alternativesConductorOne, Lumos
against: Google Cloud IAM / AWS IAM, SailPoint, Saviynt Enterprise Identity CloudJumpCloud, miniOrange
One alternativeIden
no first choiceagainst: Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administrationagainst: IBM ISAM, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
DeepSeek V4 FlashAccessOwl, JumpCloud
Three alternativesLumos, Microsoft Entra ID Governance, Zluri
against: Okta Identity Governance, SailPoint, Saviynt Enterprise Identity CloudAccessOwlChanged
Four alternativesJumpCloud, Lumos, Microsoft Entra ID Governance, tenfold
against: ConductorOne, SailPointAccessOwl
Four alternativesJumpCloud, Lumos, Microsoft Entra ID Governance, Okta Identity Governance
against: SailPoint, Saviynt Enterprise Identity CloudAccessOwl, Iden
Two alternativesOne Identity Manager, Tools4ever HelloID
against: Okta Identity Governance, SailPoint, Saviynt Enterprise Identity CloudAccessOwl, Zluri
Four alternativesGoogle Workspace, JumpCloud, Microsoft Entra ID, Okta
against: SailPoint, Saviynt Enterprise Identity Cloudagainst: Omada Identity, One Identity Manager, SailPoint, Saviynt Enterprise Identity Cloud
Llama 4 MaverickLumos
One alternativeWorkOS
Omada IdentityChanged
Two alternativesOne Identity Manager, tenfold
no first choiceAccessOwl
Four alternativesAWS IAM, Google Cloud IAM, JumpCloud, Lumos
no first choiceagainst: ConductorOne, IBM ISAM, Okta Identity Governance, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
Qwen 3.7 FlashBetterCloud, Zluri
Two alternativesRippling, Tremore
against: Microsoft Entra IDIdenChanged
Two alternativesAccessOwl, Okta Identity Governance
against: One Identity Manager, SAP Access Control, SailPointAccessOwl
Three alternativesJumpCloud, Lumos, Microsoft Entra ID Governance
against: One Identity Manager, SailPointAccessOwl
Two alternativesIden, Microsoft Entra ID Governance
against: One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudMicrosoft Entra ID
Five alternativesCyberArk, Google Workspace, Okta Workflows / OIA, Swimlane, Varonis
against: ForgeRock, SailPointagainst: IBM Security Identity Management, Microsoft Entra ID Governance, Oracle Identity Governance, SailPoint, Saviynt Enterprise Identity Cloud
Kimi K2JumpCloud, Microsoft Entra ID
Four alternativesCisco Duo, Google Cloud Identity, LoginRadius, SSOJet
against: OktaJumpCloudChanged
Three alternativesAccessOwl, Lumos, Microsoft Entra ID
against: Okta, One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudJumpCloud, Microsoft Entra ID
Four alternativesAccessOwl, ConductorOne, Lumos, Okta
against: SailPoint, miniOrangeAccessOwl, tenfold
Two alternativesIden, miniOrange
against: ConductorOne, SailPoint, Saviynt Enterprise Identity CloudAccessOwl, Iden, tenfold
Two alternativesMicrosoft Entra ID, Okta
against: Oracle, SailPoint, Saviynt Enterprise Identity Cloudagainst: Microsoft Entra ID, Okta Identity Governance, One Identity Manager, SAP Access Control, SailPoint, Saviynt Enterprise Identity Cloud
GLM 4.7 FlashXIden
Three alternativesAccessOwl, Microsoft Entra ID Governance, Okta Identity Governance
against: One Identity Manager, SailPoint, Saviynt Enterprise Identity CloudAccessOwlChanged
Two alternativesOkta Identity Governance, tenfold
AccessOwl
Five alternativesConductorOne, Iden, Microsoft Entra ID, Okta Identity Governance, Zluri
against: SAP, SailPointAccessOwl
Two alternativesMicrosoft Entra ID Governance, miniOrange
against: Ping Identityno first choice
Five alternativesApono, Corma, Lumos, Torii, tenfold
against: Okta Identity Governance, One Identity Manager, SailPoint, Saviynt Enterprise Identity Cloudagainst: ConductorOne, Lumos, Okta Identity Governance, RSA Governance & Lifecycle, SailPoint IdentityIQ / Identity Security Cloud, Saviynt Enterprise Identity Cloud
MiniMax M2.5JumpCloud, Okta Identity Governance
Three alternativesAccessOwl, Microsoft Entra ID, SSOJet
Iden, JumpCloudChanged
Two alternativesAccessOwl, Okta Identity Governance
AccessOwl
Two alternativesLumos, Microsoft Entra ID Governance
against: JumpCloud, Okta Identity GovernanceIden, JumpCloud
One alternativeCloud Provider IAM
no first choiceagainst: SailPoint, Saviynt Enterprise Identity Cloud
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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:58yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:42yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:55yes1522 s
Direct recommendationPerplexity Sonarsonar2026-09-17 14:03yes208 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:56yes3717 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 12:25yes119 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:38yes1817 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:23yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:11no048 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:14yes1534 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:32yes21139 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:36yes1446 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:47yes99 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:23yes46 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:41yes1429 s
ParaphrasePerplexity Sonarsonar2026-09-17 12:30yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:11yes3817 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 11:47yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:23yes1918 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:44yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:14yes729 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:44yes1451 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:20yes2244 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:26yes969 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:12yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:40yes59 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:42yes1323 s
ComparativePerplexity Sonarsonar2026-09-17 09:28yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:44yes3722 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 10:31yes89 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:26yes2520 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:35yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:04yes855 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:48yes1449 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:45yes19161 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:43yes1030 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:36yes189 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:49yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:53yes1622 s
Budget constrainedPerplexity Sonarsonar2026-09-17 10:27yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:46yes4921 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 12:00yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:31yes1819 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:30yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:15yes1842 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:45yes921 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:43yes1594 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:07yes516 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:27no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:54no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:46yes1026 s
Scale constrainedPerplexity Sonarsonar2026-09-17 12:50yes209 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:42yes1913 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 12:41no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:55yes1825 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:46yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 14:14no038 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:34yes1323 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:39yes1427 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:27no09 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:47yes148 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 14:14no06 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:20yes1619 s
Negative framingPerplexity Sonarsonar2026-09-17 10:38yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:23yes1816 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 09:23yes510 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:39yes2922 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:41yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:00yes525 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:15yes1548 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:06yes33136 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:07yes1037 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
Broadcom (CA Identity Suite) read as Symantec Identity Governance and Administration
Microsoft Entra read as Microsoft Entra ID
Microsoft Entra (formerly Azure AD) read as Microsoft Entra ID
Omada read as Omada Identity
One Identity read as One Identity Manager
One Identity (One Identity Manager) read as One Identity Manager
Ping read as Ping Identity
Saviynt read as Saviynt Enterprise Identity Cloud
Saviynt (Enterprise Identity Cloud) read as Saviynt Enterprise Identity Cloud
Unresolved, counted raw
Cloud Provider IAM (Google Cloud IAM / AWS IAM)
Grip (by Auth0)
IBM Identity Platforms
IBM Security Identity Management (ISM)
ManageEngine AD Manager Plus
ManageEngine AD360 / ADManager Plus
Netwrix Directory Manager
Okta B2B
Okta Workflows / OIA
Optimal IdM's OptimalCloud
Tremore
Discontinued, still offered
No shut-down product was recommended here.

Also in identity and access

The other categories of this function, with the leader in each.
← CIAMMFA →