# Immuta: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 2 categories by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/immuta

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 2% | 14 | 0% | 1 |
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 0% | 19 | 0% | 12 |

## What the models said for it

- "Option A: Modern Agile Tools (Recommended)
*Examples: Atlan, Monte Carlo, Datafold, Immuta.*" (Qwen 3.7 Flash, Data catalogs)
- "Immuta is also worth considering, though it's often positioned more as a data access/privacy platform than a pure masking-first tool" (GPT-5.4 mini, Data masking)
- "Best For: Cloud Data Warehouses and Lakehouses (Snowflake, Databricks, Amazon Redshift, Google BigQuery)." (Gemini 3.5 Flash, Data masking)
- "Best for analytics-driven companies, offering dynamic data masking and policy management" (Mistral Small, Data masking)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Immuta, from 25 of the 31 answers that named it (only the models that return a source list).

### Domains cited

- ovaledge.com: 19
- cybersecuritynews.com: 15
- k2view.com: 14
- iri.com: 12
- fivetran.com: 8
- g2.com: 8
- hevodata.com: 8
- peerspot.com: 8
- airbyte.com: 7
- guideflow.com: 7

### Pages cited

- https://ovaledge.com/blog/data-masking-tools: 19
- https://cybersecuritynews.com/best-data-masking-tools: 13
- https://iri.com/support/data-education-center/the-top-15-data-masking-tools-in-2026: 11
- https://k2view.com/blog/data-masking-tools-list: 9
- https://fivetran.com/learn/data-masking-software: 8
- https://hevodata.com/learn/data-masking-tools: 8
- https://airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant: 7
- https://guideflow.com/blog/data-masking-software: 7

## 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.