✅ AI
Read the failures before you write the checks
The teams who get AI quality under control do error discovery first: they read a stack of real outputs and note what actually went wrong before they write a single test. A rubric drafted in advance only measures the failures you imagined, and the expensive ones are usually the ones you didn’t. Read first, then write the checks, and re-read every few weeks because the failures move.