Supports replay, tracing, and debugging of agent actions and workflow executions.
Reconstructs what an agent did and why: step-level traces, state at each point, replay with modified inputs. The tooling that makes agentic systems maintainable rather than mysterious.
Every production agentic deployment. Without it, diagnosing a failure means guessing.
Not applicable, though the retention and redaction policy must be designed rather than defaulted.
Traces contain whatever the agent saw, so they inherit the sensitivity of the underlying data and need the same protection. Redaction hooks belong in the capture path, not the viewer.
Traces capturing actions without the reasoning, so you can see what happened and not why — which is the question being asked.
Replaying an investigation six weeks later to establish why the agent proposed a write-off, with the evidence it considered visible at each step.