- Instant Health Scoring on Every Scan
- Barcode-Based Product Recognition
- Personalized, Data-Backed Recommendations


Built in partnership with UCSI University, this nutrition tracking app set out to solve a problem every grocery shopper has faced: knowing whether a product actually supports their health goals, without having to decode a nutrition label in the aisle.
We built a grocery intelligence platform that scans product barcodes and delivers instant health scoring (+1 / 0 / -1), backed by nutritional information analysis and a Dietary Inflammatory Index (DII) assessment.
Personalized user profiling powers healthier product recommendations, and an analytics dashboard turns shopping habits into ongoing, actionable health insights.
- Barcode Scanning & Product Recognition
- Real-Time Health Scoring (+1 / 0 / -1)
- Nutritional Information Analysis
- Dietary Inflammatory Index (DII) Assessment
- Personalized User Profiling
- Analytics & Health Insights Dashboard
Nutritional Model Design
Defining the health scoring and DII assessment logic with UCSI

App Architecture Design
Structuring the barcode scanning and recommendation engine
Core App Development
Building product recognition, scoring, and profiling features

Analytics Dashboard Integration
Connecting shopping habit tracking and health insights
Deployment & User Testing
Launching and refining the scoring model based on real usage
Implementation Journey
Research & Nutritional Model Design
Defining the health scoring and DII assessment logic with UCSI

App Architecture Design
Structuring the barcode scanning and recommendation engine
Core App Development
Building product recognition, scoring, and profiling features

Analytics Dashboard Integration
Connecting shopping habit tracking and health insights
Deployment & User Testing
Launching and refining the scoring model based on real usage
![]()
We wanted shoppers to get a clear answer in the two seconds it takes to scan a product — not a wall of nutrition data to interpret themselves. That’s exactly what this app delivers, and it’s changing how people shop for their health.
Research Lead, UCSI
![]()
Ready to Build Your Own Health Tech Platform?
Talk to our team and get a customised product roadmap designed specifically for your idea.
