EduMentor — AI tutoring for health & nutrition students
Personalized quizzes, generated on demand, targeting weak spots.
- role
- AI Developer & Mobile App Developer
- duration
- 6 months
- team
- solo
- stack
- Flutter · GPT · Firebase
“the quiz you get tomorrow depends on how badly you did today.”
The problem
Most study apps either ship a static question bank that goes stale or grade you on it without adjusting. Neither helps a struggling student catch up.
The approach
Generate quizzes on demand with a GPT-backed engine bound to the current chapter. Track per-chapter scoring granularly, find each student’s weakest topics, and bias the next quiz’s question distribution toward those topics. Real-time Firestore sync so a student can start on their phone and continue on a tablet later without losing state.
The UI is intentionally low-chrome — the questions are the product. Analytics dashboards for the student (not just the teacher) so they see their own arc.
The stack
Flutter + Dart · Firebase (Auth, Firestore, Analytics) · GPT-backed question generation with domain prompts tuned for the Health & Nutrition curriculum.
Reflection
The magic was never the question generation. It was the feedback loop — each quiz re-weighting the next. That’s what turned this into tutoring instead of testing.