Identity governance for enterprise buyers
Asked as “identity governance platform”, and as “identity governance and administration tool”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
54%
Clear leader
54SailPoint Identity Security Cloud21Microsoft Entra ID Governance09Saviynt Enterprise Identity Cloud16others
54% of first choices, clear leader.
Since September 2026▲+1Since September 2026: 53% → 54%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.SailPoint Identity Security Cloud held the lead, +1 point on 53%, inside the 11-point floor.
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
Microsoft Entra ID Governance18%Contested↗new leaderNew leader since September 2026: JumpCloud (17%) replaces AccessOwl (25% then, 5% now), 12 points clear, past the 11-point floor.Standing →Mid-marketMicrosoft Entra ID Governance25%Contested↗new leaderNew leader since September 2026: Microsoft Entra ID Governance (19%) replaces Lumos (20% then, 13% now), 6 points clear, inside the 11-point floor.Standing →Enterprise
SailPoint Identity Security Cloud54%Clear leader▲+1Since September 2026: 53% → 54%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Microsoft Entra ID Governance18%Contested↗new leaderNew leader since September 2026: JumpCloud (17%) replaces AccessOwl (25% then, 5% now), 12 points clear, past the 11-point floor.Standing →Mid-marketMicrosoft Entra ID Governance25%Contested↗new leaderNew leader since September 2026: Microsoft Entra ID Governance (19%) replaces Lumos (20% then, 13% now), 6 points clear, inside the 11-point floor.Standing →EnterpriseSailPoint Identity Security Cloud54%Clear leader▲+1Since September 2026: 53% → 54%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01SailPoint Identity Security Cloud54%19%68endorsed leader▲+1Since September 2026: 53% → 54%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.53% → 54%
SailPoint Identity Security Cloud54%19%68endorsed leader▲+1Since September 2026: 53% → 54%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.53% → 54%02Microsoft Entra ID Governance21%12%57accepted challenger=heldSince September 2026: 20% → 20%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 20%
Microsoft Entra ID Governance21%12%57accepted challenger=heldSince September 2026: 20% → 20%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 20%03
Saviynt Enterprise Identity Cloud9%19%64accepted challenger▼−1Since September 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 8%
Saviynt Enterprise Identity Cloud9%19%64accepted challenger▼−1Since September 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 8%04
Okta Identity Governance4%31%36criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Okta Identity Governance4%31%36criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%05
Omada Identity2%0%25accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Omada Identity2%0%25accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the three products at 0%, ordered by negative rate
08
Oracle Identity Governance0%50%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Oracle Identity Governance0%50%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Ping Identity Governance0%36%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ping Identity Governance0%36%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
One Identity Manager0%15%26accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
One Identity Manager0%15%26accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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 head
All twenty-eight head-to-head pages: the top eight products, each against each
Microsoft Entra ID Governance vs ZluriMicrosoft Entra ID Governance vs ConductorOneMicrosoft Entra ID Governance vs One Identity ManagerMicrosoft Entra ID Governance vs JumpCloudLumos vs Omada IdentityLumos vs Okta Identity GovernanceLumos vs ZluriLumos vs ConductorOneLumos vs One Identity ManagerLumos vs JumpCloudOmada Identity vs Okta Identity GovernanceOmada Identity vs ZluriOmada Identity vs ConductorOneOmada Identity vs One Identity ManagerOmada Identity vs JumpCloudOkta Identity Governance vs ZluriOkta Identity Governance vs ConductorOneOkta Identity Governance vs One Identity ManagerOkta Identity Governance vs JumpCloudZluri vs ConductorOneZluri vs One Identity ManagerZluri vs JumpCloudConductorOne vs One Identity ManagerConductorOne vs JumpCloudOne Identity Manager vs JumpCloud
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01SailPoint Identity Security Cloud54%
SailPoint Identity Security Cloud54%02Microsoft Entra ID Governance21%
Microsoft Entra ID Governance21%03Saviynt Enterprise Identity Cloud9%
Saviynt Enterprise Identity Cloud9%04Okta Identity Governance4%
Okta Identity Governance4%05Omada Identity2%
Omada Identity2%06One Identity Manager0%
One Identity Manager0%07Ping Identity Governance0%
Ping Identity Governance0%08Oracle Identity Governance0%
Oracle Identity Governance0%What they warned about
Ten of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Llama 4 Maverick, Qwen 3.7 Flash and Muse Glimmer 30B 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.
Oracle Identity Governance50%
11 of 22 labels negative · 10 of 14 models · 7 hard negative
“Large enterprises should approach Oracle Identity Governance ... with caution due to their complexity, integration challenges, high costs” Mistral Small, negative prompt
Saviynt Enterprise Identity Cloud19%
12 of 64 labels negative · 10 of 14 models
“often over-engineered for pure SaaS environments, have complex admin interfaces, and require expensive specialized consultants to deploy and maintain” Gemini 3.5 Flash, scale prompt
SailPoint Identity Security Cloud19%
13 of 68 labels negative · 9 of 14 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."” MiniMax M2.5, negative prompt
Okta Identity Governance31%
11 of 36 labels negative · 8 of 14 models · 2 hard negative
“**Why avoid**: Focuses on access orchestration rather than true governance; lacks deep audit trails and policy enforcement” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1200 links across 220 sites, every framing counted. Ranked by the number of answers carrying the site or page. 32 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Lumos33 answers · 48 citations · 12 models
vendor site · Zluri32 answers · 49 citations · 12 models
31 answers · 31 citations · 9 models
27 answers · 37 citations · 11 models
26 answers · 26 citations · 11 models
24 answers · 37 citations · 9 models
vendor site · One Identity24 answers · 32 citations · 12 models
vendor site · Saviynt24 answers · 30 citations · 10 models
24 answers · 26 citations · 11 models
23 answers · 35 citations · 12 models
vendor site · Avatier23 answers · 25 citations · 9 models
vendor site · SailPoint21 answers · 40 citations · 11 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.
30 answers · 9 models
26 answers · 11 models
20 answers · 9 models
19 answers · 10 models
18 answers · 11 models
18 answers · 9 models
17 answers · 6 models
16 answers · 8 models
15 answers · 8 models
15 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 |
|---|---|---|---|---|---|---|---|---|
| SailPoint Identity Security Cloud sailpoint.com SailPoint Identity Security Cloud 54%, SailPoint Identity Security Cloud / IdentityIQ 0% | 54% | 199 | 320 | 3 | 58,881 | 46 | 3 | |
| Microsoft parent site Microsoft Entra ID Governance 21%, Microsoft Entra ID 0% | 21% | 480 | 2,240,000 | 403,136 | ||||
| Saviynt saviynt.com Saviynt Enterprise Identity Cloud 9% | 9% | 141 | 9,900 | 285 | 14,800 company | $71 | 34 | 2 |
| Okta okta.com Okta Identity Governance 4%, Okta 0%, Okta Workforce Identity 0% | 4% | 213 | 368,000 | 8,418 | 1,959,740 | 118 | 3 | |
| Lumos lumos.com | 4% | 80 | 49,500 | 2,739 | 26,754 | $14 | 23 | |
| Omada omadaidentity.com Omada Identity 2% | 2% | 73 | 90 | 1 | 4,071 company | 7 | 8 | |
| ConductorOne conductorone.com | 2% | 43 | 1,300 | 10 | 41 | 0 | ||
| Zluri zluri.com | 2% | 189 | 720 | 10 | 6,003 | 4 | ||
| Zilla Security zillasecurity.com | 2% | 8 | ||||||
| Clear Skye | 2% |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (oneidentity.com, sailpoint.com, saviynt.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 4.5SailPoint Identity Security CloudSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudChangedSailPoint IdentityIQ, Saviynt Enterprise Identity CloudMicrosoft Entra ID Governanceagainst: Oracle Identity Governance, Ping Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: Okta, OneLogin, Ping Identity Governance
Two alternatives
One Identity Manager, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Omada Identity, One Identity ManagerFour alternatives
ConductorOne, Microsoft Entra ID, Okta Identity Governance, One Identity ManagerTwo alternatives
Okta Identity Governance, tenfoldGPT-5.4 miniSailPoint Identity Security CloudSailPoint Identity Security CloudHeldagainst: Oracle Identity GovernanceSailPoint Identity Security CloudMicrosoft Entra ID Governanceno first choiceagainst: IBM Security Verify Governance, Microsoft Entra ID
Two alternatives
Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudTwo alternatives
Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudFive alternatives
IBM Security Verify Governance, Microsoft Entra ID Governance, One Identity Manager, Oracle Identity Governance, Saviynt Identity Platform / Enterprise Identity CloudOne alternative
SailPoint Identity Security CloudGemini 3.5 FlashSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudHeldSailPoint Identity Security CloudOmada Identityagainst: SailPoint Identity Security CloudClear Skye, ConductorOne, Lumos, Zilla Securityagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudagainst: ForgeRock, IBM Security Verify Governance, Microsoft Entra ID Governance, Okta Identity Governance, Oracle Identity Governance, Ping Identity Governance, Symantec Identity Governance and Administration
Two alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceThree alternatives
ConductorOne, Lumos, Microsoft Entra ID GovernanceEight alternatives
ConductorOne, Lumos, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity Cloud, VezaTwo alternatives
Avatier Identity Anywhere, Microsoft Entra ID GovernanceTwo alternatives
Microsoft Entra ID Governance, Okta Identity GovernancePerplexity SonarSailPoint Identity Security CloudSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceno first choiceagainst: Clear Skye IGA, ConductorOne, JumpCloud, Lumos, ManageEngine, Microsoft Entra ID Governance, Okta Identity Governance, Oracle Identity Governance, tenfold
Three alternatives
Microsoft Entra ID Governance, One Identity Manager, WorkOSTwo alternatives
Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudFour alternatives
Microsoft Entra ID Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
SailPoint Identity Security CloudGrok 4.1 FastSailPoint Identity Security Cloudagainst: Microsoft Entra ID GovernanceSailPoint Identity Security CloudHeldSailPoint Identity Security Cloudagainst: CyberArk Identity Security Platform, ForgeRock/Ping Identity, Okta Identity GovernanceMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: Micro Focus, NetIQ Identity Manager, Okta Identity Governance, One Identity Manager, Oracle Identity Governance, Ping Identity Governance, RSA Governance & Lifecycle, SailPoint IdentityIQ
Three alternatives
Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudFive alternatives
ManageEngine, Okta, Oracle Identity Governance, Saviynt Enterprise Identity Cloud, Symantec Identity Governance and AdministrationThree alternatives
Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceMistral SmallSailPoint Identity Security Cloudagainst: Okta Identity GovernanceSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security Cloudagainst: CA Identity Suite, Evidian IGA, IBM Verify, Okta Identity Governance, Oracle Identity Governance
One alternative
Saviynt Enterprise Identity CloudFive alternatives
EmpowerID, IBM Security Verify Governance, One Identity Manager, Oracle Identity Governance, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudDeepSeek V4 FlashSailPoint Identity Security CloudSailPoint Identity Security CloudHeldagainst: Microsoft Entra ID GovernanceSailPoint Identity Security Cloud / IdentityIQMicrosoft Entra ID Governanceagainst: Saviynt Enterprise Identity Cloudno first choiceagainst: IBM Security Verify Governance, ManageEngine AD Manager Plus, One Identity Manager, Oracle Identity Governance, Symantec Identity Governance and Administration
Two alternatives
Okta Workforce Identity, Saviynt Enterprise Identity CloudTwo alternatives
Omada Identity, Saviynt Enterprise Identity CloudFour alternatives
Microsoft Entra ID Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
SailPoint Identity Security CloudLlama 4 Maverickno first choiceSailPoint Identity Security CloudChangedSailPoint Identity Security CloudSailPoint Identity Security Cloudno first choicenothing named
Four alternatives
Microsoft Entra ID Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
ZluriQwen 3.7 FlashOkta Identity Governance, SailPoint Identity Security CloudSailPoint Identity Security CloudChangedSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: One Identity Manager, Oracle Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSaviynt Enterprise Identity Cloudagainst: SailPoint IIQ / IdentityOSagainst: BeyondTrust, CyberArk, Delinea, Microsoft Entra ID Governance, Okta Identity Governance, One Identity Manager, Oracle Identity Governance, SailPoint Identity Security Cloud
Two alternatives
Microsoft Entra ID, ServiceNow HR Instance ManagerTwo alternatives
Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Okta, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceThree alternatives
Auth0, CyberArk, OneLoginKimi K2SailPoint Identity Security Cloudagainst: Okta Identity GovernanceSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudLumos, Okta Identity Governance, SailPoint Identity Security Cloud, Zluriagainst: Saviynt Enterprise Identity Cloudagainst: Okta Identity Governance, Oracle Identity Governance, SailPoint IdentityIQ
Two alternatives
Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudSix alternatives
CyberArk Identity Security Platform, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Saviynt Enterprise Identity CloudOne alternative
Okta Identity GovernanceFive alternatives
ConductorOne, Iden, Microsoft Entra ID Governance, Omada Identity, Ping Identity GovernanceGLM 4.7 FlashXSailPoint Identity Security CloudSailPoint Identity Security CloudHeldOne Identity Manager, SailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, tenfoldno first choiceagainst: Okta Identity Governance, SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud
Three alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudFour alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, Saviynt Enterprise Identity CloudOne alternative
Okta Workforce IdentityMiniMax M2.5SailPoint Identity Security CloudSailPoint Identity Security CloudHeldSailPoint Identity Security CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security Cloudagainst: CA Identity Manager, IBM Identity Governance, Microsoft Entra ID Governance, Okta Identity Governance, Oracle Identity Governance, SailPoint Identity Security Cloud
Four alternatives
Frontegg, Microsoft Entra ID, Okta, Oracle Identity GovernanceTwo alternatives
Microsoft Entra ID Governance, OktaThree alternatives
Microsoft Entra ID Governance, Oracle Identity Governance, Saviynt Enterprise Identity CloudOne alternative
ApporetumThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudGPT-6 LunaSailPoint Identity Security CloudSailPoint Identity Security CloudHeldSailPoint Identity Security Cloud / IdentityIQ, Saviynt Enterprise Identity CloudMicrosoft Entra ID Governanceno first choiceagainst: IBM Verify Identity Governance 10.x, Microsoft Entra ID Governance, Oracle Identity Governance 12c, SailPoint IdentityIQ
Two alternatives
Microsoft Entra ID Governance, Saviynt Enterprise Identity CloudThree alternatives
Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity CloudSix alternatives
IBM Security Verify Governance, Microsoft Entra ID Governance, Okta Identity Governance, Omada Identity, One Identity Manager, Oracle Access GovernanceOne alternative
Saviynt Enterprise Identity CloudMuse Glimmer 30BSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudSailPoint Identity Security CloudChangedSailPoint Identity Security Cloud, Saviynt Enterprise Identity CloudMicrosoft Entra ID Governanceagainst: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloudno first choiceagainst: SailPoint Identity Security Cloud / IdentityIQ, Saviynt Enterprise Identity Cloud, Veza
Two alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceOne alternative
Saviynt Enterprise Identity CloudTwo alternatives
Microsoft Entra ID Governance, Okta Identity GovernanceOne alternative
Microsoft Entra SuiteTwo alternatives
SailPoint ISC, Saviynt Enterprise Identity CloudBold 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. Full answer text is in the free responses file. Download the record
Eighty-four 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 | 2026-10-01 13:21 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:24 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:48 | yes | 20 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:00 | yes | 23 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:41 | yes | 23 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:53 | yes | 11 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:05 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:06 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:34 | yes | 14 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:34 | yes | 24 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:43 | yes | 5 | 52 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:32 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:00 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:39 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:52 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:48 | yes | 5 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:01 | yes | 24 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:05 | yes | 24 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:42 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:48 | yes | 23 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:19 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:47 | yes | 14 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:58 | yes | 23 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:43 | yes | 10 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:06 | yes | 20 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:50 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:05 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:58 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:20 | yes | 8 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:49 | yes | 19 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:12 | yes | 21 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:14 | yes | 21 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:20 | yes | 19 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:28 | yes | 25 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:50 | no | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:23 | yes | 15 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:12 | yes | 24 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | yes | 25 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:06 | yes | 9 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:31 | yes | 14 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:07 | yes | 17 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:09 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:24 | yes | 20 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:08 | yes | 23 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 21 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:46 | yes | 22 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:54 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:19 | yes | 8 | 68 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:35 | yes | 25 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:21 | yes | 21 | 104 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:50 | yes | 23 | 65 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:40 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:50 | yes | 13 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:34 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:32 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:56 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:58 | yes | 27 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:53 | yes | 19 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:27 | no | 0 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:59 | yes | 24 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:24 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:44 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:29 | yes | 23 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:15 | yes | 15 | 70 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:18 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:13 | yes | 4 | 31 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:33 | yes | 14 | 43 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:57 | yes | 36 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:49 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:46 | yes | 30 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:35 | yes | 21 | 8 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:55 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:45 | yes | 17 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:34 | yes | 22 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:30 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:05 | yes | 15 | 76 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:31 | yes | 22 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:09 | yes | 24 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:57 | yes | 5 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:49 | yes | 4 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:07 | yes | 22 | 47 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
Avatier (Identity Anywhere) read as Avatier Identity Anywhere
Broadcom (Symantec / CA Identity Suite) read as Symantec Identity Governance and Administration
Identity Manager by One Identity read as One Identity Manager
Microsoft Entra read as Microsoft Entra ID
Omada read as Omada Identity
One Identity read as One Identity Manager
One Identity (Identity Manager) read as One Identity Manager
Oracle read as Oracle Identity Governance
Oracle IGA read as Oracle Identity Governance
Ping Identity read as Ping Identity Governance
Ping Identity (IGA components) read as Ping Identity Governance
Ping Identity (for Governance) read as Ping Identity Governance
RSA Identity Governance & Lifecycle read as RSA Governance & Lifecycle
SailPoint read as SailPoint Identity Security Cloud
SailPoint (Identity Security Cloud / IdentityIQ) read as SailPoint Identity Security Cloud
SailPoint (IdentityNow / IdentityIQ) read as SailPoint Identity Security Cloud
SailPoint (IdentityNow/Atlas) read as SailPoint Identity Security Cloud
SailPoint (legacy / on-prem IdentityIQ / Identity Security Cloud – older releases) 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
Apporetum
Broadcom (Symantec) Identity Governance
Broadcom (formerly RSA) Identity Governance
CA Identity Suite
Clear Skye IGA
Evidian IGA
IBM Identity Governance
IBM Verify Identity Governance 10.x
IdentityIQ
IdentityNow
Microsoft Entra Suite
Okta OIG
One Identity Suite
Oracle Identity Governance 12c
SailPoint IIQ / IdentityOS
SailPoint ISC
Saviynt Identity Platform / Enterprise Identity Cloud
ServiceNow HR Instance Manager
Discontinued, still offered
No shut-down product was recommended here.