Case Studies
Case Study
AI Fitness Assistant
Built an AI-driven fitness planner that generates personalized routines and progress guidance.
Problem & Constraints
Users needed adaptable workout plans that evolve with goals, feedback, and progress without manual recalculation.
- Prompt stability across different goal inputs
- Safe recommendations for varied fitness levels
- Consistent progress tracking UX
Solution & Results
- Built prompt flows for plan generation and adjustments
- Implemented structured feedback loops for plan updates
- Created progress views for routine adherence
- Flexible plan generation aligned to user goals
- Improved consistency with structured feedback
- Foundation for production-grade safety checks
Metrics
- Delivery window: 22 days • 2025-05-10 to 2025-06-01
- Stack breadth: 5 technologies • Next.js, TypeScript, Shadcn UI, Tailwind CSS, AI APIs