# Protect AI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 2 categories by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/protect-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 38 | 0% | 6 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 126 | 0% | 1 |

## What the models said for it

- "Comprehensive platform for ML model scanning, adversarial robustness testing, and runtime protection against attacks on AI systems." (Grok 4.20, AI security)
- "Focuses on ML model scanning and MLSecOps posture, helping companies secure their AI supply chain" (Mistral Small, AI security)
- "Protect AI: End-to-end ML security platform & supply chain" (Muse Glimmer 30B, AI security)

## 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 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| 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 Protect AI, from 13 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- securityboulevard.com: 5
- checkpoint.com: 4
- techrepublic.com: 4
- checkmarx.com: 3
- ethicalhacking.ai: 3
- neuraltrust.ai: 3
- sentinelone.com: 3
- cyble.com: 2
- cyera.com: 2
- forcepoint.com: 2

### Pages cited

- https://checkpoint.com/cyber-hub/tools-vendors/best-ai-security-companies-in-2026: 4
- https://techrepublic.com/article/best-ai-security-tools: 4
- https://checkmarx.com/learn/ai-security/best-ai-cybersecurity-solutions-top-9-options-in-2026: 3
- https://ethicalhacking.ai/compare: 3
- https://securityboulevard.com/2026/10/top-ai-cybersecurity-companies: 3
- https://cyble.com/articles/best-ai-cybersecurity-tools-2026: 2
- https://cyera.com/blog/ai-security-platforms: 2
- https://forcepoint.com/blog/insights/ai-security-solutions: 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.