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A faculty member's weekly flow
Faculty Effort: 2-3 Hours Per Week
The platform does not ask faculty to change how they teach. It asks them to make what they already create available in one place.
| Day | Faculty Action | Platform / AI Handles |
|---|---|---|
| Monday | Upload content (lecture recording, PDF, notes) | Content made available to all enrolled students |
| Tuesday | Assign coursework | AI generates variants per student |
| Wednesday | Check engagement dashboard | AI flags at-risk students |
| Thursday | Review AI-generated nudge list | AI sends contextual nudges to inactive/struggling students |
| Friday | Set quiz or internal assessment | AI grades objective questions instantly |
Total faculty time invested: 2 to 3 hours per week, concentrated in content creation and reviewing analytics. The teaching conversation with 200 students continues through the AI in the intervals.
Faculty creates. AI extends. Analytics flow back.