July 22, 2026

How to turn a spreadsheet scorecard into AI QA

Do not throw the spreadsheet away. Each row becomes a question. Each weight stays. Fail conditions stay.

Write the pass rule in a sentence a new reviewer would understand. If a human cannot grade it consistently, a model will not either.

Calibrate on ten calls you already scored. Then turn it loose. Hybrid beats big-bang.