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Predictive ML Engine
BetterHealth - Diet & Fitness Platform
AI-driven recommendation engine generating dynamic diets using ML algorithms, delivered via a mobile interface.
React NativeNode.jsMongoDBAWSML/AI
Overview
BetterHealth is a comprehensive digital health platform designed to help users achieve their wellness goals through personalized diet plans and fitness tracking. The platform combines nutritional science with modern technology to deliver customized health recommendations.
The Challenge
- Users struggled to find personalized diet plans that fit their lifestyle and health goals
- Lack of integration between nutrition tracking and fitness activities
- Difficulty in maintaining consistency with generic one-size-fits-all approaches
- No real-time feedback on nutritional intake and exercise progress
How We Built It
AI-Powered Personalization Engine
Built a machine learning model to generate personalized diet and fitness plans
- Developed user profiling system capturing health metrics, preferences, and goals
- Implemented recommendation algorithm analyzing 50+ parameters including BMI, activity level, dietary restrictions
- Created dynamic meal planning system with 1000+ recipes and nutritional data
- Integrated real-time adjustment based on user progress and feedback
Cross-Platform Mobile Application
Developed native-quality mobile app for iOS and Android
- Built with React Native for seamless cross-platform experience
- Implemented offline-first architecture for uninterrupted tracking
- Integrated with HealthKit (iOS) and Google Fit (Android) for automatic activity sync
- Designed intuitive UI/UX with focus on daily engagement and habit formation
Backend Infrastructure
Scalable cloud-based backend supporting real-time data processing
- Developed RESTful APIs using Node.js and Express
- Implemented MongoDB for flexible data storage and quick queries
- Set up AWS infrastructure with auto-scaling capabilities
- Built real-time notification system for reminders and achievements
- Implemented secure authentication with JWT and OAuth
Results
$180K/yr
Operational cost saved
78%
User Retention
94%
Recommendation accuracy
4.7/5
App Rating
Duration
8 months
Our Role
Technology Partner
