# Kaggle: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/kaggle

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 2% | 14 | 0% | 3 |

## What the models said for it

- "Start with Google Colab or Kaggle for experimentation." (GPT-5.4 mini, ML platforms)
- "Offers free monthly GPU compute time (typically ~30 hours/week of GPU)." (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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 Kaggle, from 3 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 3
- eweek.com: 2
- spotsaas.com: 2
- arxiv.org: 1
- aws.amazon.com: 1
- azure.microsoft.com: 1
- datacamp.com: 1
- deepinfra.com: 1
- dev.to: 1
- everyaifinder.com: 1

### Pages cited

- https://eweek.com/artificial-intelligence/machine-learning-solutions: 2
- https://g2.com/discussions/what-is-the-most-cost-efficient-machine-learning-platform: 2
- https://arxiv.org/html/2410.22349v1: 1
- https://aws.amazon.com/pm/sagemaker: 1
- https://azure.microsoft.com/en-us/pricing/details/machine-learning: 1
- https://datacamp.com/blog/best-online-platforms-to-learn-machine-learning: 1
- https://deepinfra.com/blog/best-ai-inference-platforms: 1
- https://dev.to/emmanuel_erogian/the-0-playbook-how-we-train-real-ai-models-on-free-gpus-and-get-paid-for-them-54lp: 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.