# LiveRamp Identity Resolution: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/liveramp-identity-resolution

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Customer identity and access management](https://www.gane.ai/index/it/identity/customer-identity-and-access-management/index.md) | 0% | 67 | 100% | 1 |

## And against it

- "has seen a significant drop in recommendation and has been criticized by some AI models" (Mistral Small, CIAM)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named LiveRamp Identity Resolution, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 5
- guptadeepak.com: 3
- securityboulevard.com: 3
- tevora.com: 3
- redpointglobal.com: 2
- acxiom.com: 1
- aicostadvisory.com: 1
- clerk.com: 1
- cpl.thalesgroup.com: 1
- cybersecuritynews.com: 1

### Pages cited

- https://www.gane.ai/index/gtm/gtm-data/identity-resolution/enterprise: 4
- https://tevora.com/resource/top-4-pitfalls-to-avoid-in-customer-identity-platform-implementation: 3
- https://redpointglobal.com/blog/best-identity-resolution-platforms: 2
- https://acxiom.com/wp-content/uploads/2025/08/martech-intelligence-report-identity-resolution-platforms.pdf: 1
- https://aicostadvisory.com/c/customer-identity-ciam/guide: 1
- https://clerk.com/articles/federated-identity-for-enterprise-saas-saml-oidc-and-scim: 1
- https://cpl.thalesgroup.com/resources/access-management/ciam-deployment-pitfalls-ebook: 1
- https://cybersecuritynews.com/best-ciam-solutions: 1

## 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.