# Google BigQuery ML: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-bigquery-ml

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 51 | 0% | 1 |

## What the models said for it

- "Best for SQL-First & Analytics-Heavy Teams" (Gemini 3.5 Flash, ML platforms)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| 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 Google BigQuery ML, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- addepto.com: 1
- anaconda.com: 1
- credencys.com: 1
- dealroom.co: 1
- divio.com: 1
- g2.com: 1
- respan.ai: 1
- talentmsh.com: 1
- technologymagazine.com: 1
- winder.ai: 1

### Pages cited

- https://addepto.com/blog/top-mlops-platforms: 1
- https://anaconda.com/guides/the-top-mlops-tools: 1
- https://credencys.com/blog/top-mlops-companies: 1
- https://dealroom.co/lists/mlops-startups: 1
- https://divio.com/blog/mlaas-guide-top-machine-learning-platforms: 1
- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business: 1
- https://respan.ai/articles/mlops-tools-and-platforms: 1
- https://talentmsh.com/insights/best-mlops-platforms: 1

## Record

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