# data.world: 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/data-world

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 162 | 100% | 1 |

## And against it

- "flagged as "criticized challengers" with high negative sentiment among enterprise buyers" (Mistral Small, DMP)

## 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 | 1 | 1 |
| 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 | 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 data.world, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- spotsaas.com: 4
- gane.ai/index: 3
- wifitalents.com: 3
- estuary.dev: 2
- fortegrp.com: 2
- g2.com: 2
- hevodata.com: 2
- jotform.com: 2
- softwareadvice.com: 2
- startinfinity.com: 2

### Pages cited

- https://spotsaas.com/list/data-management-software/for-small-business: 4
- https://wifitalents.com/best/small-business-data-management-software: 3
- https://estuary.dev/blog/data-management-tools: 2
- https://fortegrp.com/insights/top-19-data-management-tools-platforms-in-the-usa: 2
- https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/enterprise: 2
- https://hevodata.com/learn/etl-tools-for-small-businesses: 2
- https://jotform.com/blog/best-data-management-software: 2
- https://softwareadvice.com/data-management: 2

## 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.