# Immuta: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 5 judge labels across 1 categories by 4 of 14 models. Page: https://it-ai-index.com/vendors/immuta/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data masking and test data management | 0% | 21 | 0% | 5 |

## What the models said for it

- "If your focus is dynamic data masking for analytics and data warehouses: Look at governance-focused platforms like Immuta, SecuPi, or OvalEdge." (Gemini 3.5 Flash, Data masking)
- "For data-science teams, Immuta and Privacera provide runtime masking with minimal code changes." (GLM 4.7 FlashX, Data masking)
- "Best For: Unified data access control and policy-driven masking in cloud data warehouses." (Qwen 3.7 Flash, Data masking)
- "Immuta is highly regarded for its "policy-as-code" approach to dynamic masking" (Gemini 3.5 Flash, Data masking)

## 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.