Meal photo nutrition tracking app
A Flutter app that estimates the foods and portions in a meal photo, lets the user confirm them, and logs nutrition in seconds.
Problem
01 — OverviewPeople give up on food tracking because searching a database and typing every item takes too long.
Make logging a meal as quick as taking a photo, while keeping the user in control of the final entry.
Solution
02 — Build- 01
The app compresses the photo on device and sends it to a vision model that returns likely foods and portion estimates.
- 02
Estimates are matched to a nutrition database, and the user confirms or adjusts each item before saving.
- 03
Frequent meals are remembered, so repeat logging takes one tap.
- 04
The app gives general tracking information only, not medical or dietary advice.
Architecture
03 — SystemAI workflow
04 — SequenceTake a photo of the meal
Detect foods and estimate portions
Match items to nutrition data
User confirms or edits
Log and sync the entry
Technology & role
05 — DeliveryProduct design, Flutter development, AI integration and backend.
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