Kodo Labs
All cases
Burn · Health · 2025

Snap your meal. The calories are already counted.

A weight-loss product: AI breaks down a meal from a photo, workouts run on video with no equipment, and an avatar levels up together with the user.

models recognise food
2 AI
avatar levels
10
published, with a subscription
App Store
  • Burn — Today
    01 · Today
  • Burn — Food photo
    02 · Food photo
  • Burn — Personal plan
    03 · Personal plan
  • Burn — Onboarding
    04 · Onboarding
  • Burn — Workouts
    05 · Workouts
  • Burn — Details
    06 · Details
  • Burn — Player
    07 · Player
  • Burn — Progress
    08 · Progress
  • Burn — Avatar
    09 · Avatar

What’s inside

  • iPhone
  • AI food recognition
  • Subscription
  • Apple Health

Challenge

People quit losing weight when counting calories by hand gets boring and results are not visible yet. We had to remove manual entry and give a reason to come back every day.

Solution

A personal calorie and macro plan based on the Mifflin–St Jeor equation. Food recognition from a photo via GPT-4o and Gemini, plus a barcode scanner. Daily calorie deficit. Video workouts with a timer. XP, streaks and an avatar that grows through levels. Weight progress with a forecast to the goal and Apple Health sync.

Result

Live on the App Store with a subscription. Push notifications arrive in the user’s time zone. Influencer campaigns use tracked links, so it is clear which one drives installs.

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