# BigQuery Data 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/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) | 2% | 12 | 0% | 2 |

## What the models said for it

- "BigQuery data clean rooms / BigQuery sharing if you're already standardized on Google Cloud" (GPT-5.4 mini, Data clean rooms)
- "AWS Clean Rooms or BigQuery Data Clean Rooms (pay‑per‑use)" (GLM 4.7 FlashX, 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 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 | 1 | 0 | 0 | 1 |
| 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 BigQuery Data Clean Rooms, from 6 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- docs.cloud.google.com: 5
- aws.amazon.com: 4
- docs.snowflake.com: 3
- cloud.google.com: 2
- github.com: 2
- advertising.amazon.com: 1
- app.snowflake.com: 1
- benchmarkgrid.com: 1
- developers.tiktok.com: 1
- digitalapplied.com: 1

### Pages cited

- https://docs.cloud.google.com/bigquery/docs/data-clean-rooms: 5
- https://docs.snowflake.com/en/user-guide/cleanrooms/getting-started: 2
- https://advertising.amazon.com/solutions/products/amazon-marketing-cloud: 1
- https://app.snowflake.com/marketplace/data-products: 1
- https://app.snowflake.com/marketplace/listing/GZSTZTP0KKO/snowflake-snowflake-data-clean-rooms: 1
- https://aws.amazon.com/blogs/aws/aws-clean-rooms-now-generally-available: 1
- https://aws.amazon.com/clean-rooms: 1
- https://aws.amazon.com/clean-rooms/faqs: 1

## 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.