# OpenRefine: 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/openrefine

## Standing by category

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

## 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 | 1 | 0 | 1 |
| 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 | 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 OpenRefine, from 9 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 6
- capterra.com: 4
- techrepublic.com: 4
- integrate.io: 3
- bestdevops.com: 2
- em360tech.com: 2
- gigabpo.com: 2
- insycle.com: 2
- linkfinderai.com: 2
- lp.yoom.fun: 2

### Pages cited

- https://g2.com/categories/data-quality: 5
- https://g2.com/categories/data-quality/small-business: 5
- https://capterra.com/data-quality-software: 3
- https://techrepublic.com/article/top-data-quality-tools: 3
- https://em360tech.com/top-10/data-quality-tools: 2
- https://gigabpo.com/what-are-b2b-data-cleansing-tools: 2
- https://insycle.com/pricing: 2
- https://integrate.io/blog/top-10-data-cleansing-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.