# Ray-based systems: 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-based-systems

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 124 | 100% | 1 |

## And against it

- "Kubeflow, Ray-based systems, and self-managed tools can reduce lock-in but shift security, upgrades, reliability, and operational burden to your team." (Perplexity Sonar, 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 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-based systems, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- agilityportal.io: 1
- ciopages.com: 1
- cognativ.com: 1
- eweek.com: 1
- gane.ai/index: 1
- gaper.io: 1
- pmc.ncbi.nlm.nih.gov: 1
- smartdatacollective.com: 1
- techtarget.com: 1
- thirstysprout.com: 1

### Pages cited

- https://agilityportal.io/blog/best-machine-learning-systems: 1
- https://ciopages.com/buyer-guides/ai-ml-platform: 1
- https://cognativ.com/blog/machine-learning-services-guide: 1
- https://eweek.com/big-data-and-analytics/machine-learning-solutions: 1
- https://www.gane.ai/index/it/it-data/ml-platforms: 1
- https://gaper.io/machine-learning-tools: 1
- https://pmc.ncbi.nlm.nih.gov/articles/PMC13161683: 1
- https://smartdatacollective.com/machine-learning-companies: 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.