# IBM Verify: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 30 judge labels across 6 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/ibm-verify

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workforce identity and SSO](https://www.gane.ai/index/it/identity/workforce-identity-and-sso/index.md) | 0% | 10 | 17% | 12 |
| [Customer identity and access management](https://www.gane.ai/index/it/identity/customer-identity-and-access-management/index.md) | 0% | 22 | 0% | 9 |
| [Identity threat detection and response](https://www.gane.ai/index/it/identity/identity-threat-detection-and-response/index.md) | 0% | 42 | 0% | 3 |
| [Multi-factor authentication](https://www.gane.ai/index/it/identity/multi-factor-authentication/index.md) | 0% | 32 | 0% | 3 |
| [Identity governance](https://www.gane.ai/index/it/identity/identity-governance/index.md) | 0% | 26 | 0% | 2 |
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 93 | 0% | 1 |

## What the models said for it

- "Choose IBM Verify for complex, established hybrid environments that need enterprise governance and integration." (Perplexity Sonar, Workforce identity)
- "provides enterprise-grade identity management capabilities with strong focus on security and compliance" (MiniMax M2.5, CIAM)
- "Recognized for its enterprise-grade security and integration with IBM's broader security portfolio." (Mistral Small, IGA)
- "Large enterprise, agentic identity | Heavily regulated / traditional enterprise" (DeepSeek V4 Flash, CIAM)

## And against it

- "you may find yourself locked into rigid architectures that take years to update or migrate off of" (Qwen 3.7 Flash, Workforce identity)
- "Legacy On-Premises IAM Suites... Why to be cautious: Technical Debt" (Gemini 3.5 Flash, Workforce identity)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 1 | 3 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 5 | 0 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Verify, from 86 of the 94 answers that named it (only the models that return a source list).

### Domains cited

- securityboulevard.com: 42
- startwithidentity.com: 37
- g2.com: 31
- okta.com: 28
- expertinsights.com: 24
- pingidentity.com: 24
- cybersecuritynews.com: 21
- ciopages.com: 17
- startupstash.com: 16
- forrester.com: 15

### Pages cited

- https://securityboulevard.com/2026/08/top-5-enterprise-ciam-platforms-in-2026-in-depth-comparison: 23
- https://startwithidentity.com/rankings: 21
- https://securityboulevard.com/2026/08/top-5-enterprise-ciam-platforms-in-2026-in-depth-comparison-2: 18
- https://cybersecuritynews.com/best-ciam-solutions: 17
- https://startupstash.com/customer-identity-and-access-management-ciam-tools: 13
- https://ciopages.com/buyer-guides/customer-identity-access-management: 10
- https://ibtimes.com/top-5-best-customer-identity-access-management-ciam-solutions-2026-3800878: 10
- https://g2.com/categories/customer-identity-and-access-management-ciam: 9

## In its own words

What IBM Verify's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Integrate an Angular web app with IBM Security Verify SaaS for enhanced authentication and personalized user experiences (https://developer.ibm.com/tutorials/awb-secure-angular-web-app-verify-saas)
- For: consumer-facing applications (https://developer.ibm.com/tutorials/awb-secure-angular-web-app-verify-saas)
- Price stated: free IBM Security Verify SaaS trial (https://developer.ibm.com/tutorials/awb-secure-angular-web-app-verify-saas)
- Free plan or trial: free IBM Security Verify SaaS trial (https://developer.ibm.com/tutorials/awb-secure-angular-web-app-verify-saas)

## Record

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