Auditability means reconstructing the run
An auditable agent workflow lets an operator reconstruct what happened after the fact: the instruction, the evidence, the tools, the decision, and the approval state.
This matters most for workflows that touch customers, money, regulated data, or operational commitments.
Use a run record for every task
A run record should include the agent role, source documents, connected systems, generated output, human comments, and timestamps for each state transition.
When a workflow fails, the run record gives the team a root cause path instead of a transcript hunt.
Escalate by risk, not confusion
Do not ask humans to review everything. Ask humans to review high-impact actions, low-confidence outputs, policy conflicts, and unusual data access.
This keeps agent work fast while preserving accountability where it matters.