# Protegrity: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/protegrity

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 0% | 23 | 0% | 6 |

## What the models said for it

- "Best for: Tokenization and reversible data protection at scale" (DeepSeek V4 Flash, Data masking)
- "For cross-system consistency: K2view or Protegrity" (MiniMax M2.5, Data masking)
- "Best for Tokenization & Regulated Industries" (Kimi K2, Data masking)

## 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 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| 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 Protegrity, from 18 of the 18 answers that named it (only the models that return a source list).

### Domains cited

- k2view.com: 13
- ovaledge.com: 12
- rajeshkumar.xyz: 10
- bestdevops.com: 9
- cybersecuritynews.com: 8
- peerspot.com: 7
- airbyte.com: 6
- enov8.com: 5
- g2.com: 5
- hevodata.com: 5

### Pages cited

- https://ovaledge.com/blog/data-masking-tools: 12
- https://k2view.com/blog/data-masking-tools-list: 10
- https://rajeshkumar.xyz/blog/data-masking-tokenization-tools: 10
- https://bestdevops.com/top-10-data-masking-tokenization-tools-features-pros-cons-comparison: 9
- https://cybersecuritynews.com/best-data-masking-tools: 7
- https://peerspot.com/categories/data-masking: 7
- https://airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant: 6
- https://enov8.com/blog/data-masking-tools: 5

## 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.