Personalized Nutrition & AI Menu Analysis
A full-stack application combining profile data, dietary preferences, activity and meal images into nutrition targets, recipes, meal plans and structured menu guidance.
2026Inside the system
A closer look at the operating problem, implementation approach and concrete scope of delivery.
The challenge
Profiles, nutrition calculations, recipe content and vision results needed to stay coherent within one product flow, while AI output required a stable structure and an explicit non-medical boundary.
System approach
The platform calculates BMI/BMR targets, organises recipes and daily plans, and adds AI nutrition chat, achievements and points. A restaurant workflow uploads menu images for dish recognition, health scoring and recommendation generation.
Delivery scope
Covered React and TypeScript product flows, FastAPI endpoints, profile and target logic, recipe and meal modules, AI image-analysis integration, structured recommendations and responsive dashboards.
Selected system views
Supporting interfaces are curated and anonymised. Open an image to view it at full size.
Personalised nutrition product overview
The poster connects the nutrition dashboard, product experience and recipe detail to show the loop between profile, goals, plans and recommendations.
Personal nutrition and achievement dashboard
The dashboard combines profile data, nutrition targets, achievements, points and trends to provide continuous feedback on daily health behaviour.
Product landing page
The product page explains the value of personalised nutrition and connects meals, habits and long-term goals through real usage scenarios.
Recipe and nutrition detail
Recipe details bring nutrition, preparation time, suitability tags and instructions together for daily planning and content recommendations.
Personalized nutrition and AI workflow
Profile data and nutrition targets drive recipes, meal plans and AI image analysis; structured guidance then feeds back into progress and motivation.
Core deliverables
- 01
Profile and nutrition targets
- 02
Recipe and daily meal planning
- 03
AI menu-image analysis
- 04
Achievement and progress dashboards