Define acceptance criteria and verification loops so outputs can be trusted and adopted.
A reviewer-ready rubric with deterministic gates.
Common workflow failures and the gates that prevent them.
Guardrails and governance.
Why evaluation needs artifacts and scope.
Where evaluation impacts ROI.
How to judge whether outputs hold up under review.
A deeper look at acceptance logic and review checkpoints.
Clear scope, explicit assumptions, a structured artifact, and a verification step. Without these, “evaluation” becomes subjective and unstable.