# FairLearn: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 2% | 15 | 0% | 3 |

## What the models said for it

- "Start with MLflow + Fairlearn + NeMo Guardrails + Arize Phoenix" (Perplexity Sonar, AI governance)
- "Maintained by Microsoft/IBM as free open-source packages." (Gemini 3.5 Flash, AI governance)

## 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 | 1 | 0 | 0 | 0 | 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 | 1 | 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 FairLearn, from 4 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- zapier.com: 4
- aicompliancevendors.com: 3
- superblocks.com: 3
- upwind.io: 3
- decube.io: 2
- dupple.com: 2
- strac.io: 2
- toolradar.com: 2
- upguard.com: 2
- aicost.ai: 1

### Pages cited

- https://zapier.com/blog/ai-governance-tools: 4
- https://superblocks.com/blog/ai-governance-solutions: 3
- https://upwind.io/glossary/ai-governance-tools: 3
- https://aicompliancevendors.com/guides/ai-governance-tools-for-startups: 2
- https://decube.io/post/ai-governance-tools: 2
- https://dupple.com/learn/best-ai-governance-tools: 2
- https://strac.io/blog/best-ai-governance-tools-and-software: 2
- https://toolradar.com/guides/best-ai-governance-tools: 2

## 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.