What faculty uploads, what AI adds

The Division of Labour

What Faculty Brings

• Recorded lectures - YouTube links or whiteboard recordings from within the platform
• Case studies - Real-world scenarios formatted as rich-text lessons
• Journal papers and references - PDFs, external URLs, reading lists
• Base questions - One well-crafted question. The AI generates 50 variants.
• Semester exam papers - Upload previous years. AI generates structurally equivalent practice sets.

What AI Adds

• Variant generation - Unique assignments per student from base questions
• Auto-grading - Instant feedback on all objective question types
• 24/7 doubt resolution - In the faculty's configured voice and style
• Topic mastery tracking - Per student, per topic, across all attempts
• Smart nudges - Contextual, not generic. Tied to the student's specific situation.

Faculty effort: 2-3 hours per week. AI handles the rest.