# Robust Intelligence: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/robust-intelligence

## 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% | 36 | 0% | 6 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 51 | 0% | 2 |

## What the models said for it

- "Automated testing and monitoring for ML model vulnerabilities, including bias, drift, and adversarial robustness." (Grok 4.20, AI security)
- "One of the most established players, Robust Intelligence offers comprehensive testing for model robustness" (Qwen 3.7 Flash, AI security)
- "Focuses on AI firewalls, robustness testing, and security against adversarial attacks" (Grok 4.20, AI governance)
- "Automated model validation and protection against adversarial attacks" (Kimi K2, 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 | 2 | 0 | 0 | 2 |
| 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 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 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 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Robust Intelligence, from 7 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- checkpoint.com: 4
- securityboulevard.com: 4
- ethicalhacking.ai: 3
- forcepoint.com: 3
- techrepublic.com: 3
- checkmarx.com: 2
- csoonline.com: 2
- cyble.com: 2
- langprotect.com: 2
- lister.ai: 2

### Pages cited

- https://checkpoint.com/cyber-hub/tools-vendors/best-ai-security-companies-in-2026: 4
- https://ethicalhacking.ai/compare: 3
- https://forcepoint.com/blog/insights/ai-security-solutions: 3
- https://securityboulevard.com/2026/10/top-ai-cybersecurity-companies: 3
- https://techrepublic.com/article/best-ai-security-tools: 3
- https://checkmarx.com/learn/ai-security/best-ai-cybersecurity-solutions-top-9-options-in-2026: 2
- https://csoonline.com/article/4115785/top-10-vendors-for-ai-enabled-security-according-to-cisos.html: 2
- https://cyble.com/articles/best-ai-cybersecurity-tools-2026: 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.