# Marquez: 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/marquez

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 77 | 100% | 1 |

## And against it

- "Open-source or niche tools (like DataHub, Amundsen, Marquez) Caution level: Low-to-moderate" (DeepSeek V4 Flash, Data catalogs)

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

### Domains cited

- atlan.com: 2
- data.world: 2
- erstudio.com: 2
- ovaledge.com: 2
- arxiv.org: 1
- aws.amazon.com: 1
- barc.com: 1
- capterra.co.uk: 1
- capterra.com: 1
- ciopages.com: 1

### Pages cited

- https://erstudio.com/blog/data-catalog-tools: 2
- https://ovaledge.com/blog/top-data-catalogs: 2
- http://arxiv.org/pdf/2307.15464v7: 1
- https://atlan.com/data-catalog-tools: 1
- https://atlan.com/resources/ultimate-guide-evaluating-data-catalog: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-ftdftv6kwgkac: 1
- https://barc.com/reviews/data-catalogs: 1
- https://capterra.co.uk/directory/33716/data-catalog/software: 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.