# MLflow: 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/gtm/vendors/mlflow

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow automation and iPaaS](https://www.gane.ai/index/gtm/gtm-data/workflow-automation-and-ipaas/index.md) | 0% | 59 | 100% | 1 |

## And against it

- "MLflow (unless you lock down filesystem permissions)" (GLM 4.7 FlashX, Automation & iPaaS)

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

### Domains cited

- appfollow.io: 1
- archives-cert.univ-amu.fr: 1
- docs.cloud.google.com: 1
- docs.redhat.com: 1
- g2.com: 1
- gov.je: 1
- help.asana.com: 1
- help.docebo.com: 1
- ibm.com: 1
- learn.microsoft.com: 1

### Pages cited

- https://appfollow.io/workflow-automation: 1
- https://archives-cert.univ-amu.fr/2024: 1
- https://docs.cloud.google.com/application-integration/docs/release-notes: 1
- https://docs.redhat.com/en/documentation/red_hat_fuse/7.11/html/release_notes_for_red_hat_fuse_7.11/known-issues: 1
- https://g2.com/discussions/which-workflow-automation-platforms-have-the-most-reliable-uptime-and-the-fewest-failed-task-runs-based-on-user-reviews: 1
- https://gov.je/ServiceManual/pages/applicationintegrationguidelines.aspx: 1
- https://help.asana.com/s/article/deprecation-of-integrations: 1
- https://help.docebo.com/hc/en-us/articles/19751037466130-Deprecations-of-features-and-integrations: 1

## In its own words

What MLflow's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The largest open source AI engineering platform for agents, LLMs, and ML models. (https://mlflow.org/)
- For: Built for teams of all sizes. (https://mlflow.org/)
- Price stated: 0 USD (https://mlflow.org/)
- Starting price: 0 (https://mlflow.org/)
- Free plan or trial: Forever free, no strings attached. (https://mlflow.org/)
- Integrations claimed: 100 (https://mlflow.org/); 40 (https://mlflow.org/docs/latest/genai/tracing/integrations) (pages disagree)

## What it publishes

Every page mlflow.org exposes, read 2026-09-29: 2209 addresses. By kind, pages and the last 90 days:

- blog: 173 pages, 57 in the last 90 days, latest 2026-09-22
- report or ebook: 18 pages, 0 in the last 90 days, latest undated
- comparison: 15 pages, 3 in the last 90 days, latest 2026-07-12
- template or tool: 3 pages, 3 in the last 90 days, latest 2026-07-30
- glossary or explainer: 19 pages, 9 in the last 90 days, latest 2026-08-19
- Recent: 2026-09-22 blog: Jev llm judge https://mlflow.org/blog/jev-llm-judge
- Recent: 2026-09-18 blog: Agent server architecture https://mlflow.org/articles/agent-server-architecture
- Recent: 2026-09-17 blog: Azure openai governance https://mlflow.org/articles/azure-openai-governance
- Recent: 2026-09-16 blog: Structured outputs llm https://mlflow.org/articles/structured-outputs-llm
- Recent: 2026-09-15 blog: Rate limiting llm https://mlflow.org/articles/rate-limiting-llm
- Recent: 2026-09-14 blog: Pii redaction llm https://mlflow.org/articles/pii-redaction-llm

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.