# Pandera: 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/pandera

## 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% | 126 | 100% | 1 |

## And against it

- "Pandera (when used without abstraction) ... fall under "proceed with caution" for general organizational use" (Qwen 3.7 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 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| 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 Pandera, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- castordoc.com: 1
- datakitchen.io: 1
- dataopsleadership.substack.com: 1
- decube.io: 1
- dqops.com: 1
- kanerika.com: 1
- keboola.com: 1
- metaplane.dev: 1
- panoply.io: 1

### Pages cited

- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-hikicsfohm3gg: 1
- https://castordoc.com/tool-comparison/bigeye-vs-monte-carlo: 1
- https://datakitchen.io/blog/the-2026-data-quality-and-data-observability-commercial-software-landscape: 1
- https://dataopsleadership.substack.com/p/data-observability-is-a-terrible: 1
- https://decube.io/post/best-data-observability-tools: 1
- https://dqops.com/the-dark-side-of-data-observability-when-monitoring-becomes-the-problem: 1
- https://kanerika.com/blogs/data-observability-tools: 1
- https://keboola.com/blog/data-observability-tools: 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.