Reviewer reference
Pilot Review
Operational checklist for moving from prototype to a responsible Auburn-facing pilot.
Advisor review
Have advisors review redacted Planning Hub outputs for clarity, false reassurance risk, and whether the advisor-summary format matches real appointment workflows.
Student testing
Use synthetic or redacted Degree Works examples for usability tests. Track where students hesitate, misinterpret output, or expect official approval.
Metrics and failures
Record completion rate, upload failures, manual-entry usefulness, advisor-review flags, uncovered requirement patterns, and any output that could mislead a student.