# Data Virtuality: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 2 judge labels across 1 categories by 2 of 14 models. Page: https://it-ai-index.com/vendors/data-virtuality/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 0% | 75 | 50% | 2 |

## What the models said for it

- "Unique hybrid approach (virtualization + ELT), strong governance" (Mistral Small, Data virtualization)

## And against it

- "Be most cautious about: Data Virtuality / CData Virtuality — strongest negative signal from real users" (DeepSeek V4 Flash, Data virtualization)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.