For faculty
Review how it explains, questions, demonstrates working, gives hints, and handles restricted material before students use it.
- Approve the teaching profile
- Behavior, not just tone of voice.
- Keep answer keys sealed
- Graded material is excluded where retrieval happens.
- See the class, never the student
- Only cohort-level patterns above the privacy floor.