# DataHub: 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/gtm/vendors/datahub

## 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% | 139 | 50% | 2 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 64 | 0% | 1 |

## What the models said for it

- "or open-source like DataHub" (Grok 4.20, DMP)

## 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 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| 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 DataHub, from 7 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- basedash.com: 3
- datahubpro.co.uk: 3 (its own site)
- g2.com: 3
- gane.ai/index: 3
- ajelix.com: 2
- coefficient.io: 2
- costbench.com: 2
- getapp.com: 2
- proklamate.com: 2
- softwareadvice.com: 2

### Pages cited

- https://ajelix.com/bi/business-intelligence-tools-for-small-business: 2
- https://basedash.com/blog/free-bi-tools-free-plans-and-trials-compared-2026: 2
- https://coefficient.io/bi-tools-for-small-business: 2
- https://datahubpro.co.uk/best-bi-tools-for-small-business: 2
- https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/enterprise: 2
- https://getapp.com/resources/affordable-business-intelligence-software: 2
- https://proklamate.com/blog/tag/which+bi+tools+are+the+best: 2
- https://softwaresuggest.com/blog/best-bi-tools-for-small-businesses: 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.