AI red teaming vendors
AI red teaming attacks your model or agent the way an adversary would, then hands you scored findings to fix and retest. 29 of 56 vendors document it, from autonomous multi-turn attack agents to pre-deployment scanners. Zscaler states more than 5,000 attack simulations. Promptfoo is open source and now part of OpenAI.
29 vendors that document AI red teaming
Checked 11 Nov 2026| Vendor | What it documents | Also covers |
|---|---|---|
| A10 Networks TrojAI | TrojAI Detect runs continuous single-turn, multi-turn, and agentic adversarial tests. 1 | Guardrails, Agent security |
| Adversa AI | Offers AI red teaming and agentic assessments. 1 | Agent security |
| Alice (ActiveFence) | WonderBuild automatically generates adversarial prompts, evaluates application responses, and reports safety/security findings. 2 | Guardrails, Data protection |
| Aurascape | Tests agents and applications before deployment for injection, leakage, and policy violations. 1 | Guardrails, Agent security, AI-SPM, Data protection |
| Check Point AI Security | Continuously attacks models and agents with adversarial techniques. 1 | Guardrails, Agent security |
| Cisco AI Defense | Algorithmic red teaming identifies model safety and security vulnerabilities. 1 | Guardrails, AI-SPM, Model scanning, Data protection |
| Cyera AI Guardian | Red-teams agents against prompt injection, jailbreaks and other exploitation methods. 1 | Agent security, AI-SPM, Data protection |
| DeepKeep | Adaptive evaluation tests model and AI application robustness. 1 | Guardrails, Agent security, Model scanning |
| Dreadnode | Red teams traditional ML models through multi-agent systems. 1 | Agent security |
| Enkrypt AI | Continuously adapts attacks to the AI application's use case. 1 | Guardrails, Agent security |
| F5 AI Guardrails | F5 AI Red Team uses autonomous agent swarms to simulate attack patterns and identify vulnerabilities. 2 | Guardrails, Agent security |
| Giskard | Tests AI agents for prompt injection and confidential or personal data disclosure. 1 | Agent security, Data protection |
| Gray Swan | Shade uses adversarial agents to attack models, agents, and guardrails in their deployment context. 1 | Guardrails, Agent security |
| HiddenLayer | Offers continuous defense validation and AI attack simulation. 1 | Guardrails, Agent security, Model scanning |
| Holistic AI | Tests for prompt injection and jailbreaks. 1 | Agent security, AI-SPM |
| Lasso Security | Automated adversarial testing includes multi-turn attacks and tool-chain manipulation. 1 | Guardrails, AI-SPM |
| Mindgard | Autonomous red teaming combines reconnaissance and adaptive attacks against AI systems. 1 | Agent security, AI-SPM |
| Netskope | Assesses LLM vulnerabilities before deployment and identifies production drift. 1 | Guardrails, Agent security |
| Noma Security | Uses multi-turn attacks to find weaknesses in AI applications. 1 | Guardrails, Agent security, Model scanning |
| Palo Alto Networks Prisma AIRS | Simulates attacks against AI agents and applications. 1 | Guardrails, Agent security, AI-SPM, Model scanning |
| Pillar Security | Offers agentic red teaming and attack-surface exposure testing. 1 | Guardrails, AI-SPM |
| Promptfoo (OpenAI) | Generates application-specific tests for injection, jailbreaks, leaks, business-rule violations, and insecure agent tool use. 1 | — |
| Qualys TotalAI | Automated LLM red teaming includes MCP probing and adversarial prompt injection. 1 | Guardrails, AI-SPM |
| SentinelOne Prompt Security | Tests for prompt injection, jailbreaks, and data poisoning before deployment. 1 | Guardrails, Agent security, AI-SPM |
| Straiker | Ascend AI tests prompt injection, goal hijacking, tool misuse, and inter-agent manipulation. 1 | Guardrails, Agent security, AI-SPM |
| Trend Micro TrendAI Vision One | AI Scanner tests models for known attack techniques and objectives before deployment. 1 | Guardrails, AI-SPM |
| Upwind | AI security testing runs prompt-injection and jailbreak tests and checks unsafe tool bindings. 1 | Agent security, AI-SPM, Data protection |
| WitnessAI | Automates predeployment AI red teaming. 1 | Guardrails, Agent security, AI-SPM |
| Zscaler AI Security | Automated testing with more than 5,000 attack simulations. 1 | Guardrails, AI-SPM |
What to ask before you shortlist
- What does it attack? A raw model, an application with RAG, or an agent with tools. Agent testing is a different product from prompt testing.
- Single-turn or multi-turn? Multi-turn and tool-chain attacks find what one-shot prompt lists miss.
- Does it plug into CI? Testing before every release beats a quarterly engagement. Check the integrations on each vendor page.
- Is testing the whole product? 1 of these vendors document red teaming without runtime guardrails, agent controls or AI-SPM. That is the specialist route.