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AI security assurance

AI Agent Security Testing

Discover agent capabilities, model trust boundaries, run controlled adversarial testing, verify impact and carry security evidence into release decisions.

Agent security depends on the path from untrusted input through retrieval and model decisions into tools, permissions and side effects. Security testing should verify that complete chain.

01

Discover the security surface

Map agents, tools, memory, permissions and trust boundaries before selecting attacks.

  • Capabilities and tools
  • Permissions
  • Trust boundaries
02

Attack realistic paths

Run controlled adversarial campaigns against high-risk paths and adapt execution based on observed system behaviour.

  • Prompt injection
  • Tool-chain abuse
  • Adversarial journeys
03

Verify impact

Do not stop at a vulnerability flag. Trace the attack from input through model decision and tool invocation to observed impact.

  • Attack-chain evidence
  • Side-effect verification
  • Business-policy validation
04

Make security a release gate

Verified security findings become structured assertions and regression controls inside the same evidence chain as functional assurance.

  • Severity and control mapping
  • Release blocking rules
  • Replayable evidence

Related Shyena capabilities

Frequently asked questions

What is AI agent security testing?

It tests whether an agent can be manipulated into unsafe behaviour, unauthorized tool use, policy violations or harmful side effects through adversarial inputs and system paths.

How is agent security different from prompt testing?

Agent security includes the complete system path: model behaviour, tools, memory, permissions, orchestration and observable side effects, not only prompt and response text.

Can security findings block AI releases?

Yes. Verified security findings can be mapped to explicit release gates and regression controls.

See the assurance model against a real AI system.

Bring one business journey and see how Shyena maps, tests, evaluates, secures and connects the evidence to release decisions.

Request a demo