# YData-Profiling: 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/ydata-profiling

## 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% | 134 | 100% | 1 |

## And against it

- "Caution level: High (for production use)... Not production-ready" (DeepSeek V4 Flash, Data observability)

## 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 YData-Profiling, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- barc.com: 1
- capterra.ca: 1
- collibra.com: 1
- datadoghq.com: 1
- dataopsleadership.substack.com: 1
- g2.com: 1
- glassdoor.co.in: 1
- ibm.com: 1
- logz.io: 1

### Pages cited

- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-hikicsfohm3gg: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-subkmt3ipfzy6: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-subkmt3ipfzy6/review/655b2be5-7757-3006-9264-b137207298de: 1
- https://barc.com/reviews/data-quality-observability: 1
- https://capterra.ca/reviews/1019868/accel: 1
- https://collibra.com/products/data-quality-and-observability: 1
- https://datadoghq.com/products/observability/data-observability: 1
- https://dataopsleadership.substack.com/p/data-observability-is-a-terrible: 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.