# Metaflow: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/metaflow

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 21 | 0% | 3 |

## What the models said for it

- "Large-scale ML workflows | Metaflow, Kubeflow Pipelines" (MiniMax M2.5, Orchestration)
- "For data science: Metaflow" (Mistral Small, Orchestration)

## 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 | 1 | 1 | 0 | 2 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Metaflow, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- alation.com: 1
- apachecon.com: 1
- bmc.com: 1
- bowtiedraptor.substack.com: 1
- castordoc.com: 1
- clickup.com: 1
- cloud.baidu.com: 1
- dataengineerhub.blog: 1
- datastackhub.com: 1
- g2.com: 1

### Pages cited

- https://alation.com/blog/data-orchestration-tools: 1
- https://apachecon.com/acasia2022/sessions/workflowdatagovernance-1251.html: 1
- https://bmc.com/blogs/best-practices-big-data-automation-thinking-beyond-oozie-enterprise-requirements: 1
- https://bowtiedraptor.substack.com/p/mlops-part-3-apache-airflow: 1
- https://castordoc.com/data-strategy/dagster-vs-luigi-comparing-two-workflow-tools: 1
- https://clickup.com/blog/ai-orchestration-tools: 1
- https://cloud.baidu.com/article/3583316: 1
- https://dataengineerhub.blog/compare/airflow-vs-luigi: 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.