AIAI Governance StackFree kit

Best AI red-teaming tools

17 tools · last reviewed 2026-07

Red-teaming tools generate adversarial pressure against models, agents and AI applications — jailbreaks, prompt injection, data-extraction attempts, agent hijacking — and report what got through. As agentic systems spread, coverage has widened from single-model probing to attacking multi-step workflows and the tools those agents can reach.

How to choose

Assess attack-library breadth and refresh cadence, whether testing runs continuously or only on demand, and whether findings arrive with reproductions your engineers can act on.

The shortlist

End-to-end AI security and governance platform to discover, monitor, red-team and prove enterprise AI

Red-Teaming & AI SecurityEU AI ActNIST AI RMFISO/IEC 42001

Open-source tool for evaluating and red-teaming LLM apps, agents, and RAG systems

Red-Teaming & AI SecurityOpen-source

Continuous automated AI red teaming and security testing for enterprise AI systems

Red-Teaming & AI SecuritySOC 2

Open-source and enterprise platform for testing and red-teaming LLM agents

Red-Teaming & AI SecurityEU AI ActNIST AI RMFOpen-source

End-to-end security for the AI and machine-learning supply chain

Red-Teaming & AI SecurityNIST AI RMFSOC 2Open-source

Need-to-know access controls to stop LLM oversharing in the enterprise

Red-Teaming & AI Security

Automated evaluation, guardrails, and judges for LLM and agent reliability

Red-Teaming & AI SecurityNIST AI RMF

AI Firewall and automated model validation to secure AI from build to production

Red-Teaming & AI SecurityNIST AI RMF

Adversarial testing and red teaming to make AI systems reliable and safe

Red-Teaming & AI Security

Security and governance platform purpose-built for AI agents across SaaS, cloud, and endpoints

Red-Teaming & AI Security

End-to-end security for AI with automated red teaming and runtime protection for agentic systems

Red-Teaming & AI SecurityOpen-source

Continuous AI red teaming for agents, LLMs, and generative AI applications

Red-Teaming & AI Security

Trust infrastructure to make enterprise AI agents secure, reliable, and resilient

Red-Teaming & AI Security

AI detection and response plus red teaming to protect machine learning models and AI products

Red-Teaming & AI Security

End-to-end security for enterprise LLM and agentic AI adoption

Red-Teaming & AI Security

Enterprise AI security combining automated red teaming with real-time application protection

Red-Teaming & AI Security

Enterprise AI security and red teaming for generative AI applications

Red-Teaming & AI Security

Ordering reflects how thoroughly each tool is publicly documented, not a quality score. Nobody pays to appear on this list. See our methodology.

AI Governance Tool Selection Kit

A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.

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