# DataKitchen: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/datakitchen

## 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% | 56 | 0% | 2 |

## 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 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named DataKitchen, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 4
- datatrail.ai: 3
- bigeye.com: 2
- collibra.com: 2
- datakitchen.io: 2 (its own site)
- datastackindex.com: 2
- decube.io: 2
- en.ai-pedias.com: 2
- g2.com: 2
- montecarlo.ai: 2

### Pages cited

- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 4
- https://datatrail.ai/blog/bigeye-vs-monte-carlo: 3
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 3
- https://bigeye.com/bigeye-vs-monte-carlo: 2
- https://collibra.com/blog/data-observability-platform-how-to-proactively-monitor-and-trust-your-data-at-scale: 2
- https://en.ai-pedias.com/blog/ai-data-observability-2026: 2
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-quality-in-2025-classifies-and-rates-software-providers: 2
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders: 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.