AI app (PWA) · Own project
NutriCoach: snap your food, AI does the rest.
A personal AI nutrition coach that runs on the iPhone home screen like a real app, without the App Store.
The goal
Food tracking usually fails because entering every meal by hand is tedious. The goal was an app where one photo is enough and everything else happens automatically.
What we built
The user snaps a meal, AI estimates calories and protein and compares them to the daily target. The app also warns about too large a calorie deficit, not just overeating. At the end of the week AI writes a summary with recommendations.
The app is a PWA: installed on the iPhone home screen from Safari, it works like an app without the App Store or its fees. It runs on our server in Docker with HTTPS, and data stays private.
What’s included
The main things we delivered.
Food from a photo
AI estimates calories and protein.
Daily targets
Calories and protein at a glance.
Weekly summary
AI analysis and recommendations.
Body metrics
Weight and trends on a chart.
App without the App Store
Installed on the home screen.
Private
Data stays with the user.
More work
