# LiveRamp Clean Rooms: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/liveramp-clean-rooms

## 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) | 0% | 82 | 50% | 2 |

## What the models said for it

- "For marketing-focused needs, LiveRamp Clean Rooms Lite is another affordable option." (MiniMax M2.5, Data clean rooms)

## And against it

- "Multiple AI models recommend avoiding it unless you have a specific need and budget for it." (Mistral Small, Data clean rooms)

## 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 | 1 | 0 | 0 | 1 |
| 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 Clean Rooms, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- computerworld.com: 1
- databricks.com: 1
- decentriq.com: 1
- digitalcontentnext.org: 1
- dropbox.com: 1
- funnel.io: 1
- gane.ai/index: 1
- idgard.com: 1
- infosum.com: 1
- itbrief.com.au: 1

### Pages cited

- https://computerworld.com/article/3520801/buyers-guide-enterprise-file-sync-and-sharing-services.html: 1
- https://databricks.com/blog/whats-new-databricks-clean-rooms: 1
- https://decentriq.com/: 1
- https://decentriq.com/article/data-clean-rooms-compared: 1
- https://digitalcontentnext.org/blog/2022/10/21/how-clean-rooms-can-avoid-the-hype-and-stop-over-promising: 1
- https://dropbox.com/enterprise: 1
- https://funnel.io/blog/data-clean-rooms: 1
- https://www.gane.ai/index/gtm/gtm-data/data-clean-rooms: 1

## 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.