# Ray: 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/ray

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 101 | 0% | 1 |

## 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 | 1 | 0 | 1 |
| 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 Ray, from 1 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- bestdevops.com: 1
- eweek.com: 1
- learn.g2.com: 1
- learn.microsoft.com: 1
- moontechnolabs.com: 1
- rankite.com: 1
- simplilearn.com: 1
- spaceotechnologies.com: 1
- thirstysprout.com: 1

### Pages cited

- https://bestdevops.com/top-10-machine-learning-platforms-features-pros-cons-and-comparison: 1
- https://eweek.com/big-data-and-analytics/machine-learning-solutions: 1
- https://learn.g2.com/best-data-science-ml-platforms: 1
- https://learn.g2.com/best-machine-learning-tools: 1
- https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/data-science-and-machine-learning: 1
- https://moontechnolabs.com/blog/top-12-machine-learning-platforms: 1
- https://rankite.com/blog/best-machine-learning-platforms: 1
- https://simplilearn.com/tutorials/machine-learning-tutorial/machine-learning-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.