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Evaluation & verification.

Define acceptance criteria and verification loops so outputs can be trusted and adopted.

Verification rubric

A reviewer-ready rubric with deterministic gates.

Failure modes checklist

Common workflow failures and the gates that prevent them.

Safety

Guardrails and governance.

DGS vs LLMs

Why evaluation needs artifacts and scope.

Pricing

Where evaluation impacts ROI.

Auditability

How to judge whether outputs hold up under review.

Verification gates

A deeper look at acceptance logic and review checkpoints.

Checklist

What to demand from outputs

Clear scope, explicit assumptions, a structured artifact, and a verification step. Without these, “evaluation” becomes subjective and unstable.