Local-first · synthetic demo data

Billing Statement Readiness Lab

A go/no-go cockpit for deciding when cleaned-up student-account statements are credible enough to send — without pretending old defects vanished.

Readiness Calculating

Error framing

Separate inherited cleanup noise from defects introduced by the new process. Credibility dies when those get blended, champ.

Statement batch checklist

Blocker / risk register

Communication language helper

Use plain, credibility-safe language. No victory laps. No “all fixed” nonsense.

Say this

    Do not say this

      Synthetic scenario

      Copyable go/no-go brief

      Built from current controls, checklist status, and open risks.