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AI Agent Audit

Audit every layer of your AI agent.

Guardra's agent audit covers the full attack surface: prompts, memory, tools, and outputs. Send us a trace, an SDK call, or a batch of logs — we return production-ready findings and fixes mapped to the OWASP LLM Top 10.

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Prompt layer

  • Direct prompt injection (instruction override, role redefinition)
  • Indirect injection through retrieved documents and tool outputs
  • Jailbreak & roleplay guardrail bypass
  • Prompt leakage (system prompt exfiltration)
  • PII and secret leakage inside prompts

Memory & RAG

  • Cross-session memory bleed
  • Poisoned retrieval documents
  • Unbounded memory growth / cost attacks
  • Vector-store injection
  • Long-term PII persistence

Tools & actions

  • Over-privileged tool scopes
  • Confused-deputy patterns across chained tools
  • Fan-out / broadcast misuse
  • Destructive actions without human-in-the-loop
  • Shadow tools registered at runtime

Outputs

  • Hallucinated APIs, endpoints, or package names
  • Markdown / hyperlink injection
  • Unsafe code suggestions
  • Data exfiltration via images / URLs
  • Policy-violating content

How an agent audit works

  1. 01Install the SDK or send traces via REST — zero changes to your agent logic.
  2. 02Guardra replays each span through 12,000+ deterministic detectors and an LLM-as-judge.
  3. 03Findings are ranked by real exploitability and mapped to OWASP LLM / MITRE ATLAS.
  4. 04Every finding ships with a policy-level fix and a regression test.
  5. 05Continuous monitoring kicks in — new runs are audited automatically.