As AI agents gain autonomy for calling tools, executing workflows, and interacting with users, governing what they do matters as much as what they say.
Gray Swan keeps your agents in line without slowing them down.
Enterprises are deploying AI agents that don't just answer questions; they act. They book meetings, pull records, trigger workflows, and interact with customers autonomously. The problem isn’t that agents make mistakes. It’s that no one finds out until the damage is done.
Agents exceed their intended boundaries, taking actions they were never designed to take.
The same agent behaves differently across users, contexts, or edge cases with no accountability trail.
Agents call APIs, databases, and third-party services without validation of whether they should.
Regulated industries need provable controls over AI decision-making, not just output filtering.
Every attack we run sharpens what we stop. Every attack we stop is one we've already run.
Enforce behavioral policies on every action an agent takes: tool-calls, response generation, data access, multi-step workflows. You define what's in-bounds. Cygnal ensures your agents stay there, even when they encounter novel inputs or adversarial manipulation.
Shade simulates the edge cases, adversarial prompts, and unexpected inputs that push agents outside their intended behavior, so you know your guardrails work before production, not after an incident.
Define what actions your agents can and can't take — by role, context, or workflow. Cygnal enforces it at runtime across every interaction.
Systematically tests whether agents can be manipulated into unauthorized actions, policy violations, or out-of-scope behavior before you deploy.
New manipulation techniques — prompt injection, goal hijacking, instruction override — are discovered in the Arena and built into your governance models continuously.
Our research has directly informed the safety evaluations of some of the most advanced AI models in the world.
See how Gray Swan governs AI agent behavior at runtime, without limiting what your agents can do for you.
