# BentoML: 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/bentoml

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 40 | 0% | 1 |

## What the models said for it

- "BentoML, Modal, or Anyscale (Ray) — Specialized tools that make API endpoint deployment" (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 | 0 | 0 | 0 | 0 | 0 |
| 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 | 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 BentoML, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- anaconda.com: 1
- axis-intelligence.com: 1
- ciopages.com: 1
- devopsschool.com: 1
- g2.com: 1
- github.com: 1
- ones.com: 1

### Pages cited

- https://anaconda.com/guides/the-top-mlops-tools: 1
- https://axis-intelligence.com/mlops-platforms-comparison-2025-guide: 1
- https://ciopages.com/buyer-guides/mlops-platform: 1
- https://devopsschool.com/blog/top-10-mlops-platforms-features-pros-cons-comparison: 1
- https://g2.com/categories/mlops-platforms: 1
- https://g2.com/categories/mlops-platforms/small-business: 1
- https://github.com/ancoleman/ai-design-components/blob/main/skills/implementing-mlops/references/scenarios.md: 1
- https://ones.com/blog/solution-guide/best-mlops-platforms-2026: 1

## In its own words

What BentoML's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Inference Platform built for speed and control. Deploy any model anywhere, with tailored optimization, efficient scaling, and streamlined operations. (https://bentoml.com/)
- For: Enterprise-grade Inference platform for deploying and managing AI models at scale. (https://bentoml.com/)
- Customers named: Yext, Neurolabs, TomTom

## What it publishes

Every page bentoml.com exposes, read 2026-09-29: 35 addresses. By kind, pages and the last 90 days:

- blog: 23 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated

## 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.