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.