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 · first-choice share
25%
Contested · JumpCloud 15%
25AccessOwl15JumpCloud12Iden47others
25% 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 small 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 small business.
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
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01AccessOwl25%
AccessOwl25%02JumpCloud15%
JumpCloud15%03Iden12%
Iden12%04Lumos7%
Lumos7%05Microsoft Entra ID Governance7%
Microsoft Entra ID Governance7%06tenfold7%
tenfold7%07Okta Identity Governance5%
Okta Identity Governance5%08Microsoft Entra ID5%
Microsoft Entra ID5%09Zluri3%
Zluri3%10ConductorOne2%
ConductorOne2%11One Identity Manager0%
One Identity Manager0%12SailPoint Identity Security Cloud0%
SailPoint Identity Security Cloud0%13Saviynt Enterprise Identity Cloud0%
Saviynt Enterprise Identity Cloud0%What 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 4.20, 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 Cloud100%
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 Identity Security Cloud84%
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 Manager80%
16 of 20 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 Governance100%
8 of 8 labels negative · 8 of 12 models · 6 hard negative
“over-engineered for small businesses ... high costs, complexity, and deployment times that are not practical” Mistral Small, 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
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. 957 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · AccessOwl45 answers · 73 citations · 11 models
vendor site · Corma40 answers · 51 citations · 11 models
vendor site · Lumos31 answers · 46 citations · 11 models
31 answers · 35 citations · 11 models
28 answers · 47 citations · 9 models
26 answers · 26 citations · 10 models
vendor site · Zluri23 answers · 37 citations · 9 models
vendor site · One Identity23 answers · 24 citations · 8 models
23 answers · 24 citations · 8 models
19 answers · 25 citations · 8 models
19 answers · 19 citations · 10 models
vendor site · SecurEnds18 answers · 19 citations · 6 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.
45 answers · 11 models
30 answers · 10 models
24 answers · 10 models
23 answers · 9 models
21 answers · 8 models
21 answers · 7 models
20 answers · 8 models
19 answers · 10 models
19 answers · 8 models
18 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| AccessOwl accessowl.com | 25% | 34 | 140 | 0 | 1,455 | |||
| JumpCloud jumpcloud.com | 15% | 365 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Iden idenhq.com | 12% | 22 | 2,400 | 488 | 113 | 3 | ||
| Microsoft parent site Microsoft Entra ID Governance 7%, Microsoft Entra ID 5% | 12% | 499 | 2,240,000 | 403,136 | ||||
| Lumos lumos.com | 7% | 94 | 49,500 | 2,739 | 26,754 | $14 | 23 | |
| tenfold tenfold-security.com | 7% | 35 | 12,100 | 278 | 10,369 | $1,605 | 23 | |
| Okta Identity Governance okta.com | 5% | 129 | 390 | 4 | 1,959,740 | 118 | 3 | |
| Zluri zluri.com | 3% | 184 | 720 | 10 | 6,003 | 4 | ||
| ConductorOne conductorone.com | 2% | 18 | 1,300 | 10 | 41 | 0 | ||
| Torii toriihq.com | 2% | 174 | 9,900 | 2,475 | 11,543 | 19 |
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, securends.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 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 IDagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudCorma, Lumos, ToriiChangedagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudLumos, Toriiagainst: One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudJumpCloud, Optimal IdM's OptimalCloudno first choiceagainst: IBM Identity Platforms
Four alternatives
Corma, Lumos, Okta Identity Governance, ToriiFour alternatives
Corma, Linx Security, Opal Security, ZluriTwo alternatives
NetIQ Identity Manager, ZluriGPT-5.4 miniLumos, Okta Identity Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudMicrosoft Entra ID GovernanceChangedagainst: Saviynt Enterprise Identity CloudMicrosoft Entra ID Governance, Okta Identity Governanceagainst: One Identity ManagerMicrosoft Entra ID Governanceno first choiceagainst: IBM Security Verify Governance, Oracle Identity Governance, RSA Governance & Lifecycle, SailPoint IdentityIQ / Identity Security Cloud, Saviynt Enterprise Identity Cloud
Two alternatives
ManageEngine AD360, Netwrix Directory ManagerOne alternative
Okta Identity GovernanceOne alternative
SailPoint Identity Security CloudOne alternative
Okta Identity GovernanceGemini 3.5 FlashAccessOwlagainst: Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwl, ConductorOneChangedagainst: Ping Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudConductorOne, Lumosagainst: One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwlagainst: Omada Identity, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudRipplingagainst: Okta Identity Governance, One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: IBM Security Verify Governance, One Identity Manager, Oracle Identity Governance, SAP Access Control, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administration
Three alternatives
ConductorOne, Lumos, MultiplierFour alternatives
Clerk, Frontegg, Lumos, WorkOSSix alternatives
Microsoft Entra ID Governance, Multiplier, Okta Identity Governance, Opal Security, Risotto, ZluriFour alternatives
Evolveum midPoint, Microsoft Entra ID Governance, Okta Identity Governance, RisottoFive alternatives
AccessOwl, ConductorOne, JumpCloud, Lumos, RisottoPerplexity SonarIdenagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwlChangedAccessOwl, Idenagainst: One Identity Manager, SailPoint IdentityIQ, Saviynt Enterprise Identity CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: IBM Verify, One Identity Manager, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
One alternative
Okta Identity GovernanceOne alternative
tenfoldThree alternatives
ConductorOne, Microsoft Entra ID Governance, Okta Identity GovernanceTwo alternatives
AccessOwl, IdenGrok 4.20JumpCloudagainst: Corma, Lumos, Okta Identity Governance, Ping/ForgeRock, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud, tenfoldMicrosoft Entra ID GovernanceChangedAccessOwlagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudtenfoldagainst: Keycloak, Okta Identity Governance, SailPoint Identity Security CloudLumos, tenfoldagainst: IBM Security Verify Governance, Ping Identity Governance, SailPoint Identity Security Cloud, 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
Two alternatives
AccessOwl, Microsoft Entra ID GovernanceFour alternatives
AccessOwl, Iden, Okta Identity Governance, Tools4ever HelloIDFour alternatives
ConductorOne, JumpCloud, Microsoft Entra ID Governance, Okta Identity GovernanceOne alternative
Evolveum midPointFive alternatives
Corma, ManageEngine, Okta Identity Governance, One Identity Manager, ToriiMistral SmallAccessOwlOkta Identity GovernanceChangedAccessOwl, JumpCloudagainst: Google Cloud IAM / AWS IAM, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudJumpCloud, miniOrangeno first choiceagainst: Saviynt Enterprise Identity Cloud, Symantec Identity Governance and Administrationagainst: IBM ISAM, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
One alternative
Okta Identity GovernanceTwo alternatives
AccessOwl, RisottoTwo alternatives
ConductorOne, LumosOne alternative
IdenDeepSeek V4 FlashAccessOwl, JumpCloudagainst: Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwlChangedagainst: ConductorOne, SailPoint Identity Security CloudAccessOwlagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwl, Idenagainst: Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwl, Zluriagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: Omada Identity, One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
Lumos, Microsoft Entra ID Governance, ZluriFour alternatives
JumpCloud, Lumos, Microsoft Entra ID Governance, tenfoldFour alternatives
JumpCloud, Lumos, Microsoft Entra ID Governance, Okta Identity GovernanceTwo alternatives
One Identity Manager, Tools4ever HelloIDFour alternatives
Google Workspace, JumpCloud, Microsoft Entra ID, Okta Identity GovernanceLlama 4 MaverickLumosOmada IdentityChangedno first choiceAccessOwlno first choiceagainst: ConductorOne, IBM ISAM, Okta Identity Governance, Oracle Identity Governance, SailPoint IdentityIQ, Saviynt Enterprise Identity Cloud
One alternative
WorkOSTwo alternatives
One Identity Manager, tenfoldFour alternatives
AWS IAM, Google Cloud IAM, JumpCloud, LumosQwen 3.7 FlashBetterCloud, Zluriagainst: Microsoft Entra IDIdenChangedagainst: One Identity Manager, SAP Access Control, SailPoint Identity Security CloudAccessOwlagainst: One Identity Manager, SailPoint Identity Security CloudAccessOwlagainst: One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudMicrosoft Entra IDagainst: ForgeRock, SailPoint Identity Security Cloudagainst: IBM Security Identity Management, Microsoft Entra ID Governance, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Two alternatives
Rippling, TremoreTwo alternatives
AccessOwl, Okta Identity GovernanceThree alternatives
JumpCloud, Lumos, Microsoft Entra ID GovernanceTwo alternatives
Iden, Microsoft Entra ID GovernanceFive alternatives
CyberArk IGA, Google Workspace, Okta Workflows / OIA, Swimlane, VaronisKimi K2JumpCloud, Microsoft Entra IDagainst: Okta Identity GovernanceJumpCloudChangedagainst: Okta Identity Governance, One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudJumpCloud, Microsoft Entra IDagainst: SailPoint Identity Security Cloud, miniOrangeAccessOwl, tenfoldagainst: ConductorOne, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwl, Iden, tenfoldagainst: Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: Microsoft Entra ID, Okta Identity Governance, One Identity Manager, SAP Access Control, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Four alternatives
Cisco Duo, Google Cloud Identity, LoginRadius, SSOJetThree alternatives
AccessOwl, Lumos, Microsoft Entra IDFour alternatives
AccessOwl, ConductorOne, Lumos, Okta Identity GovernanceTwo alternatives
Iden, miniOrangeTwo alternatives
Microsoft Entra ID, Okta Identity GovernanceGLM 4.7 FlashXIdenagainst: One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudAccessOwlChangedAccessOwlagainst: SAP, SailPoint Identity Security CloudAccessOwlagainst: Ping Identity Governanceno first choiceagainst: Okta Identity Governance, One Identity Manager, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: ConductorOne, Lumos, Okta Identity Governance, RSA Governance & Lifecycle, SailPoint IdentityIQ / Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
AccessOwl, Microsoft Entra ID Governance, Okta Identity GovernanceTwo alternatives
Okta Identity Governance, tenfoldFive alternatives
ConductorOne, Iden, Microsoft Entra ID, Okta Identity Governance, ZluriTwo alternatives
Microsoft Entra ID Governance, miniOrangeFive alternatives
Apono, Corma, Lumos, Torii, tenfoldMiniMax M2.5JumpCloud, Okta Identity GovernanceIden, JumpCloudChangedAccessOwlagainst: JumpCloud, Okta Identity GovernanceIden, JumpCloudno first choiceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
AccessOwl, Microsoft Entra ID, SSOJetTwo alternatives
AccessOwl, Okta Identity GovernanceTwo alternatives
Lumos, Microsoft Entra ID GovernanceOne alternative
Cloud Provider IAMBold 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 09:58 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:42 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:55 | yes | 15 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 14:03 | yes | 20 | 8 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 12:56 | yes | 37 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:25 | yes | 11 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:38 | yes | 18 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:11 | no | 0 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:14 | yes | 15 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:32 | yes | 21 | 139 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:36 | yes | 14 | 46 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:47 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:23 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:41 | yes | 14 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 12:30 | 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 10:11 | yes | 38 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:23 | yes | 19 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:44 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:14 | yes | 7 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:44 | yes | 14 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:20 | yes | 22 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:26 | yes | 9 | 69 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:12 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:40 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:42 | yes | 13 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:28 | yes | 20 | 10 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 13:44 | yes | 37 | 22 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:31 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:26 | yes | 25 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:04 | yes | 8 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:48 | yes | 14 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:45 | yes | 19 | 161 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:43 | yes | 10 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:36 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:49 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:53 | yes | 16 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:27 | 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 10:46 | yes | 49 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:31 | yes | 18 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:30 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:15 | yes | 18 | 42 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:45 | yes | 9 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:43 | yes | 15 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:07 | yes | 5 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:27 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:54 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:46 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 12:50 | yes | 20 | 9 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 12:42 | yes | 19 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:41 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:55 | yes | 18 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:46 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:14 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:34 | yes | 13 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:39 | yes | 14 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:27 | no | 0 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:47 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:14 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:20 | yes | 16 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 10:38 | 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 09:23 | yes | 18 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:23 | yes | 5 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:39 | yes | 29 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:41 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:00 | yes | 5 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:15 | yes | 15 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:06 | yes | 33 | 136 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:07 | yes | 10 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Broadcom (CA Identity Suite) read as Symantec Identity Governance and Administration
CyberArk read as CyberArk IGA
IBM read as IBM Security Verify Governance
Linx read as Linx Security
Microsoft Entra read as Microsoft Entra ID
Microsoft Entra (formerly Azure AD) read as Microsoft Entra ID
Okta read as Okta Identity Governance
Omada read as Omada Identity
One Identity 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 (Essential/Plus) read as Ping Identity Governance
SailPoint read as SailPoint Identity Security Cloud
SailPoint (IdentityIQ & Enterprise Cloud) read as SailPoint Identity Security Cloud
SailPoint (IdentityIQ / Identity Security Cloud) read as SailPoint Identity Security Cloud
SailPoint (IdentityIQ and IdentityNow) read as SailPoint Identity Security Cloud
SailPoint (IdentityNow) read as SailPoint Identity Security Cloud
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)
IBM Identity Platforms
IBM Security Identity Management (ISM)
Netwrix Directory Manager
Okta B2B
Okta Workflows / OIA
Optimal IdM's OptimalCloud
Tremore
Discontinued, still offered
No shut-down product was recommended here.