# Ray: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 3 judge labels across 1 categories by 3 of 14 models. Page: https://it-ai-index.com/vendors/ray/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| ML platforms | 0% | 27 | 0% | 3 |

## What the models said for it

- "Lean toward platforms that support open-source, highly-migratable orchestrators and frameworks (like MLflow, Ray, Docker, and Kubernetes)" (Gemini 3.5 Flash, ML platforms)
- "Consider open-source tools like MLflow, Ray, or Hugging Face instead" (DeepSeek V4 Flash, ML platforms)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- ML platforms: 0% to 0%, ±0. New · not ranked in September 2026 · rank 27 of 107.

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.