When a workflow gap needs a tool, the safe first version often gives an operator a preview, a policy check, and an audit trail instead of a raw update.

The practical check

Ask what a person must see before acting, which policy applies, and what record should remain after the action.

Where AI fits

AI can prepare a preview, organize relevant policy checks, and draft an auditable action proposal.

The human decision

People review the preview, apply policy, and authorize the final update.

The lesson

Before changing a durable record, show the proposed result, apply the relevant policy, and leave an audit trail that lets a person explain the final action.

This Build Log companion follows an operator proposal through policy review and the audit record left after approval.