# Identity governance for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "identity governance platform" and as "identity governance and administration tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/identity/identity-governance/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/identity/identity-governance/enterprise/index.md

**Standing:** SailPoint Identity Security Cloud leads with 54% of first choices; verdict clear leader. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [SailPoint Identity Security Cloud](https://www.gane.ai/index/it/vendors/sailpoint-identity-security-cloud/index.md) | 54% | 19% | 68 |
| 2 | [Microsoft Entra ID Governance](https://www.gane.ai/index/it/vendors/microsoft-entra-id-governance/index.md) | 21% | 12% | 57 |
| 3 | [Saviynt Enterprise Identity Cloud](https://www.gane.ai/index/it/vendors/saviynt-enterprise-identity-cloud/index.md) | 9% | 19% | 64 |
| 4 | [Okta Identity Governance](https://www.gane.ai/index/it/vendors/okta-identity-governance/index.md) | 4% | 27% | 45 |
| 6 | [Omada Identity](https://www.gane.ai/index/it/vendors/omada-identity/index.md) | 2% | 0% | 25 |
| 11 | [One Identity Manager](https://www.gane.ai/index/it/vendors/one-identity-manager/index.md) | 0% | 15% | 26 |
| 54 | [Ping Identity Governance](https://www.gane.ai/index/it/vendors/ping-identity-governance/index.md) | 0% | 36% | 11 |
| 75 | [Oracle Identity Governance](https://www.gane.ai/index/it/vendors/oracle-identity-governance/index.md) | 0% | 50% | 22 |

Rank is by share of first choices among all 75 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: SailPoint Identity Security Cloud; alternatives One Identity Manager, Saviynt Enterprise Identity Cloud
- GPT-5.4 mini: SailPoint Identity Security Cloud; alternatives Microsoft Entra ID Governance, Saviynt Enterprise Identity Cloud
- Gemini 3.5 Flash: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud; alternatives Microsoft Entra ID Governance, Okta Identity Governance
- Perplexity Sonar: SailPoint Identity Security Cloud; alternatives Microsoft Entra ID Governance, One Identity Manager, WorkOS
- Grok 4.20: SailPoint Identity Security Cloud; alternatives Omada Identity, One Identity Manager, Saviynt Enterprise Identity Cloud
- Mistral Small: SailPoint Identity Security Cloud; alternatives Saviynt Enterprise Identity Cloud
- DeepSeek V4 Flash: SailPoint Identity Security Cloud; alternatives Okta Workforce Identity, Saviynt Enterprise Identity Cloud
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Okta Identity Governance, SailPoint Identity Security Cloud; alternatives Microsoft Entra ID, ServiceNow HR Instance Manager
- Kimi K2: SailPoint Identity Security Cloud; alternatives Microsoft Entra ID Governance, Saviynt Enterprise Identity Cloud
- GLM 4.7 FlashX: SailPoint Identity Security Cloud; alternatives Microsoft Entra ID Governance, Okta Identity Governance, Saviynt Enterprise Identity Cloud
- MiniMax M2.5: SailPoint Identity Security Cloud; alternatives Frontegg, Microsoft Entra ID, Okta Identity Governance, Oracle Identity Governance
- GPT-6 Luna: SailPoint Identity Security Cloud; alternatives Microsoft Entra ID Governance, Saviynt Enterprise Identity Cloud
- Muse Glimmer 30B: SailPoint Identity Security Cloud, Saviynt Enterprise Identity Cloud; alternatives Microsoft Entra ID Governance, Okta Identity Governance

## Sources the answers cite

78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- lumos.com: 33 answers, 48 citations
- zluri.com: 32 answers, 49 citations
- expertinsights.com: 31 answers, 31 citations
- startwithidentity.com: 27 answers, 37 citations
- aimultiple.com: 26 answers, 26 citations
- cybersecuritynews.com: 24 answers, 37 citations
- oneidentity.com: 24 answers, 32 citations
- saviynt.com: 24 answers, 30 citations

Pages named in the most answers:

- https://expertinsights.com/identity-and-access-management/top-identity-governance-and-administration-solutions (30 answers)
- https://aimultiple.com/iga-solutions (26 answers)
- https://cybersecuritynews.com/best-iga-tools (20 answers)
- https://securityboulevard.com/2025/12/top-12-identity-and-access-management-platforms (19 answers)
- https://checkthat.ai/answers/best-identity-and-access-governance-solutions (18 answers)
- https://credentialgovernance.avatier.com/en/blog/best-identity-governance-administration-solutions-2026 (18 answers)
- https://solutionsreview.com/identity-management/the-best-identity-governance-tools-and-vendors-2 (17 answers)
- https://oneidentity.com/learn/top-5-identity-governance-and-administration-tools-in-2025.aspx (16 answers)
- https://lumos.com/identity-matters/identity-access-management/best-identity-and-access-management-tools (15 answers)
- https://startupstash.com/top-identity-governance-administration-platforms (15 answers)

## Warned against

- Oracle Identity Governance: 11 of 22 labels 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 Cloud: 12 of 64 labels negative. "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)
- Okta Identity Governance: 12 of 45 labels negative. "Why avoid: Focuses on access orchestration rather than true governance; lacks deep audit trails and policy enforcement" (GLM 4.7 FlashX, negative prompt)
- SailPoint Identity Security Cloud: 13 of 68 labels 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)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: SailPoint Identity Security Cloud at 54%.

- Okta Identity Governance: 0% to 4%, +4. Inside the floor by 7 points · rank 13 → 4 of 69.
- SailPoint Identity Security Cloud: 53% to 54%, +1. Inside the floor by 10 points · rank 1 of 69, unchanged.
- Saviynt Enterprise Identity Cloud: 9% to 8%, −1. Inside the floor by 10 points · rank 3 of 69, unchanged.
- Microsoft Entra ID Governance: 20% to 20%, ±0. Inside the floor by 11 points · rank 2 of 69, unchanged.
- Omada Identity: 2% to 2%, ±0. Inside the floor by 11 points · rank 4 → 6 of 69.
- One Identity Manager: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 11 of 69.
- Oracle Identity Governance: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 69 of 69.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.