AI agents are currently invoking models, tools, and APIs within live production environments. Many security teams struggle to identify what those agents accessed in the past week, which prompts initiated sensitive actions, or if a service account credential is distributed across six distinct LLM workflows. Once audit season hits, these deficiencies become apparent quickly.