Exam-authority director
Measurable, auditable quality — with a human sign-off on every change.
Pains
- Manual review of huge question pools is slow, costly, and inconsistent
- Unapproved edits can slip into the live pool
- No traceable record of who changed what, and when
Gains
- Five AI operations flag issues across thousands of questions in parallel
- Every change is held for approval and compared old-vs-new before it publishes
- Full traceability of who decided what, and when, on every question



