# Atlas: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [NoSQL databases](https://www.gane.ai/index/it/it-data/nosql-databases/index.md) | 2% | 8 | 50% | 2 |
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 45 | 0% | 1 |

## What the models said for it

- "Start with MongoDB Atlas or Amazon DynamoDB (if deeply on AWS)" (MiniMax M2.5, NoSQL)

## And against it

- "Atlas's free cluster is limited to 0.5 GB, so treat it mainly as a prototype option" (GPT-6 Luna, NoSQL)

## 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 | 1 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Atlas, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- barc.com: 1
- capterra.co.uk: 1
- data.world: 1
- energy.gov: 1
- erstudio.com: 1
- fivetran.com: 1
- getcollate.io: 1
- mongodb.com: 1
- promethium.ai: 1

### Pages cited

- https://aws.amazon.com/dynamodb/pricing: 1
- https://barc.com/wp-content/uploads/2023/12/IDC-MarketScape_Worldwide-Data-Catalog-Software-2022.pdf: 1
- https://capterra.co.uk/directory/33716/data-catalog/software: 1
- https://data.world/resources/compare/data-catalog-tools: 1
- https://energy.gov/sites/default/files/2024-09/Data%20Catalog%20Selection%20and%20Implementation.pdf: 1
- https://erstudio.com/blog/data-catalog-tools: 1
- https://fivetran.com/learn/data-catalog-tools: 1
- https://getcollate.io/learning-center/key-features-of-a-data-catalog: 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.