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

Gane Index, November 2026 Edition. Named in 35 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/liveramp-clean-room

## 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) | 3% | 8 | 31% | 35 |

## What the models said for it

- "LiveRamp and OneTrust are the top recommendations due to their strong privacy safeguards, scalability, and industry adoption" (Mistral Small, Data clean rooms)
- "Top Recommendation: LiveRamp ... It is the industry standard for identity resolution and secure data exchange." (Qwen 3.7 Flash, Data clean rooms)
- "For broad collaboration across ecosystems: LiveRamp or InfoSum." (Grok 4.20, Data clean rooms)
- "If you need to resolve disjointed identities across multiple retailers or publishers: Choose an identity-centric provider like LiveRamp." (Gemini 3.5 Flash, Data clean rooms)

## And against it

- "Avoid Standalone SaaS Clean Rooms Initially... the $50k–$100k+ annual licensing fee for neutral enterprise tools (e.g., LiveRamp, InfoSum) won't deliver a positive ROI." (Gemini 3.5 Flash, Data clean rooms)
- "What to Avoid - LiveRamp / Snowflake Data Clean Rooms: These are powerful but enterprise-grade in pricing and complexity." (DeepSeek V4 Flash, Data clean rooms)
- "Why Avoid Traditional Vendors Right Now? ... these are likely out of budget for a limited-fund operation." (Qwen 3.7 Flash, Data clean rooms)
- "Avoid enterprise platforms initially: Skip InfoSum, Habu, or LiveRamp (which range from $50K–$500K/year)" (DeepSeek V4 Flash, Data clean rooms)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named LiveRamp Clean Room, from 89 of the 101 answers that named it (only the models that return a source list).

### Domains cited

- liveramp.com: 50 (its own site)
- decentriq.com: 39
- gane.ai/index: 37
- digitalapplied.com: 34
- aws.amazon.com: 33
- g2.com: 33
- guideflow.com: 31
- data-axle.com: 28
- snowflake.com: 27
- docs.snowflake.com: 26

### Pages cited

- https://digitalapplied.com/blog/data-clean-rooms-advertising-2026-marketer-decision-guide: 34
- https://liveramp.com/blog/what-to-look-for-in-a-data-clean-room-provider-a-guide: 33
- https://guideflow.com/blog/data-clean-room-software: 31
- https://decentriq.com/article/data-clean-rooms-compared: 30
- https://data-axle.com/resources/blog/data-clean-rooms-explained-marketers: 27
- https://forrester.com/report/the-data-clean-room-solutions-landscape-q4-2024/RES181875: 20
- https://sourceforge.net/software/data-clean-room: 20
- https://docs.snowflake.com/en/user-guide/cleanrooms/about: 19

## 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.