# Google Colab: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-colab

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 7% | 6 | 0% | 8 |

## What the models said for it

- "Google Colab (free) for experimentation and early development" (DeepSeek V4 Flash, ML platforms)
- "Start with Google Colab or Kaggle for experimentation." (GPT-5.4 mini, ML platforms)
- "Google Colab (Best Overall for Limited Budgets)" (Grok 4.20, ML platforms)
- "Google Colab is the best starting point" (GLM 4.7 FlashX, ML platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 1 | 0 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| 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 Google Colab, from 18 of the 26 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 15
- spotsaas.com: 14
- eweek.com: 8
- gane.ai/index: 8
- github.com: 5
- techvendorindex.com: 5
- digitalocean.com: 4
- one.google.com: 4 (its own site)
- qovery.com: 4
- research.google.com: 4 (its own site)

### Pages cited

- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business: 13
- https://g2.com/discussions/what-is-the-most-cost-efficient-machine-learning-platform: 9
- https://spotsaas.com/list/machine-learning-software/for-small-business: 9
- https://www.gane.ai/index/it/it-data/ml-platforms/smb: 8
- https://eweek.com/artificial-intelligence/machine-learning-solutions: 6
- https://g2.com/categories/machine-learning/small-business: 5
- https://qovery.com/blog/gcp-vs-aws-ml-without-mlops-team-ranked: 4
- https://research.google.com/colaboratory/intl/en-GB/faq.html: 4

## 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.