# LiveRamp Safe Haven: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/liveramp-safe-haven

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data clean rooms](https://www.gane.ai/index/gtm/gtm-data/data-clean-rooms/index.md) | 2% | 10 | 0% | 5 |

## What the models said for it

- "or LiveRamp Safe Haven if identity resolution and cross-channel measurement are priorities" (MiniMax M2.5, Data clean rooms)
- "If advertising/marketing is core to your business, look seriously at LiveRamp/Habu for network scale and activation capabilities" (DeepSeek V4 Flash, Data clean rooms)
- "Choose LiveRamp if cross-platform, cross-publisher collaboration with strong identity matching is your priority." (MiniMax M2.5, Data clean rooms)
- "LiveRamp Clean Room as “Best for marketer-friendly measurement: identity-driven attribution and audience insights”" (Muse Glimmer 30B, Data clean rooms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named LiveRamp Safe Haven, from 14 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- liveramp.com: 8 (its own site)
- decentriq.com: 7
- forrester.com: 7
- rajeshkumar.xyz: 7
- g2.com: 5
- growthmarketreports.com: 5
- guideflow.com: 5
- docs.snowflake.com: 4
- idc.com: 4
- admonsters.com: 3

### Pages cited

- https://liveramp.com/blog/what-to-look-for-in-a-data-clean-room-provider-a-guide: 8
- https://rajeshkumar.xyz/blog/data-clean-rooms: 7
- https://forrester.com/report/the-data-clean-room-solutions-landscape-q4-2024/RES181875: 6
- https://decentriq.com/article/data-clean-rooms-compared: 5
- https://guideflow.com/blog/data-clean-room-software: 5
- https://admonsters.com/what-are-the-top-data-clean-rooms-solutions: 3
- https://data-axle.com/resources/blog/data-clean-rooms-explained-marketers: 3
- https://decentriq.com/article/what-is-a-data-clean-room: 3

## The company

LiveRamp; http://www.liveramp.com/; San Francisco, United States; founded 2011; public, RAMP on New York Stock Exchange. From Wikidata, fetched 2026-09-14.

## Record

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