# Google BigQuery Data Clean Rooms: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/google-bigquery-data-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% | 19 | 0% | 10 |

## What the models said for it

- "Google Cloud BigQuery offers companies the ability to set up and oversee data clean rooms with $300 in complimentary credits" (Claude Haiku 4.5, Data clean rooms)
- "BigQuery offers the most cost control with its pay-as-you-go model and free credits" (Kimi K2, Data clean rooms)
- "the best choice is usually AWS Clean Rooms or Google Cloud BigQuery Clean Rooms" (GPT-5.4 mini, Data clean rooms)
- "Teams already working in BigQuery | A BigQuery-sharing-based approach" (GPT-6 Luna, 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 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| 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 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google BigQuery Data Clean Rooms, from 37 of the 40 answers that named it (only the models that return a source list).

### Domains cited

- sourceforge.net: 19
- digitalapplied.com: 16
- g2.com: 16
- aws.amazon.com: 13
- liveramp.com: 13
- decentriq.com: 12
- gane.ai/index: 12
- guideflow.com: 12
- data-axle.com: 11
- docs.snowflake.com: 9

### Pages cited

- https://digitalapplied.com/blog/data-clean-rooms-advertising-2026-marketer-decision-guide: 16
- https://sourceforge.net/software/data-clean-room: 16
- https://guideflow.com/blog/data-clean-room-software: 12
- https://data-axle.com/resources/blog/data-clean-rooms-explained-marketers: 11
- https://decentriq.com/article/data-clean-rooms-compared: 10
- https://liveramp.com/blog/what-to-look-for-in-a-data-clean-room-provider-a-guide: 10
- https://aws.amazon.com/clean-rooms/pricing: 9
- https://g2.com/categories/data-clean-room: 8

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. 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.