Hackathon, Nov 2025
FuelFitAI
Voice-enabled meal logging with AI scoring, built solo in 6 hours.
1st
Place at the RUNCHOW Hackathon, competing solo
6 hrs
Total build time, end to end
Problem
Logging meals by hand is tedious. FuelFitAI removes the typing: log a meal by voice and get a score back.
Approach
- Voice-enabled meal logging through the OpenAI API.
- A real-time analytics dashboard.
- An AI meal scoring and comparison engine.
Architecture
- React frontend, FastAPI backend, Python throughout.
- OpenAI API handles voice parsing and meal scoring.
Limitations
- Built in a hackathon timeframe, so the scoring logic has not been validated against nutrition ground truth.
- The project is a prototype, not a production health product.
Stack
- React
- FastAPI
- OpenAI API
- Python