# Validio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/validio

## 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% | 48 | 0% | 3 |

## 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 | 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 Validio, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 6
- bigeye.com: 3
- g2.com: 3
- datastackindex.com: 2
- datatrail.ai: 2
- en.ai-pedias.com: 2
- global-uploads.webflow.com: 2
- kanerika.com: 2
- montecarlo.ai: 2
- research.oz.spotlightar.com: 2

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 6
- 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: 2
- https://en.ai-pedias.com/blog/ai-data-observability-2026: 2
- https://global-uploads.webflow.com/60ddb7e2e50eaef5bec9595c/6271abc1f8913e18683b6b7a_DO_Eval_Criteria_Sanjmo_42722.pdf: 2
- https://kanerika.com/blogs/data-observability-tools: 2
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders: 2
- https://techtarget.com/news/7-expert-recommended-data-observability-tools/842088: 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.