# Google Colab: 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/google-colab

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Interactive demo platforms](https://www.gane.ai/index/gtm/sales/interactive-demo-platforms/index.md) | 0% | 18 | 0% | 2 |

## What the models said for it

- "Stick to well-known ones with strong sandboxes (e.g., official ones from big tech like Google Colab for Python, but even then, use throwaway accounts)" (Grok 4.20, Interactive demos)

## 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 Colab, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- reprise.com: 2
- storylane.io: 2
- ai.gendigital.com: 1
- brokerchampion.com: 1
- demogo.com: 1
- en.wikipedia.org: 1
- eubrics.com: 1
- getsmartcue.com: 1
- linkedin.com: 1
- malwarebytes.com: 1

### Pages cited

- https://reprise.com/resources/blog/top-demo-security-considerations-for-enterprise-ses: 2
- https://storylane.io/blog/interactive-demos-cybersecurity-sales-engineers: 2
- https://ai.gendigital.com/app/jsfiddle-net: 1
- https://brokerchampion.com/demo-trading-account-app: 1
- https://demogo.com/2026/10/07/which-interactive-demo-platform-works-when-public-demo-hosting-is-prohibited-by-a-customers-security-policy: 1
- https://en.wikipedia.org/wiki/Comparison_of_online_source_code_playgrounds: 1
- https://eubrics.com/blog/product-demo: 1
- https://getsmartcue.com/blog/sales-demo-environments-your-step-by-step-guide.md: 1

## 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.