Observability & Audit
Full traceability across AI execution
Every AI action must be traceable across the entire execution chain. Observability is not optional—it is foundational to trust, security, and compliance.
Identity Chain
User
Agent
Tool
Data
Model
Output
Every step in the execution chain is logged with identity context and policy decisions.
Logged Events
User authenticated
Agent invoked
Policy decision evaluated
Tool executed
Data retrieved
Model invoked
Output filtered
Identity Context
User, agent, delegation chain, and session attributes.
Policy Decisions
Allow, deny, step-up, and evaluation conditions.
Execution Data
Retrieved documents, tool inputs/outputs, and model metadata.
Key Principle
If you cannot trace it, you cannot trust it.