Skip to main content

Project - Yammmi – AI Calorie Tracker

With advanced AI, losing weight and reaching your goal weight is now as simple as taking a picture.

Client
Own Project
Year
Service
App development, Backend, API, AI
Yammmi – AI Calorie Tracker - Own Project case study hero image

The Challenge — Manual Tracking ≠ Sustainable

Staying in a calorie deficit is still the most reliable way to lose fat, yet traditional food journals and barcode scanners demand time, scales, and sheer willpower—especially when you're eating out. Most people quit within two weeks, long before any progress is visible.

Yammmi progress tracking dashboard showing weight loss and nutrition statistics

Many people think the gym is where fat loss happens. Training matters, but lasting results come from what — and how much — lands on your plate. Real change starts with nutrition, and that’s exactly where Yammmi delivers.

Lisa Martín, Sports Nutrition Coach

Our Approach — 1 Photo = Full Nutrition

Take a quick shot of your plate and Yammmi’s computer-vision model outputs calories, macros, and 30+ micronutrients in under 20 seconds—no weighing, no guessing. The model has been trained on
339 k+ labelled dishes (and counting) for 96 % recognition accuracy.

Top tip

A single photo can’t capture every ingredient or cooking method.
If your dish is complex, just add a few keywords — "extra cheese", "grilled in butter", "almond topping" — and Yammmi's AI will factor them into the analysis for even greater accuracy.

Food photo input interface with AI-powered nutritional analysis results

Recomposition Mode — Fat Loss and Muscle Gain

Most trackers ignore strength training. Yammmi's Recomp Mode adjusts your macro targets daily to support muscle growth while maintaining a calorie deficit—perfect for gym-goers who want visible abs and a heavier deadlift.

Fitness tracking integration showing workout data and body recomposition progress

What’s Next — From Counting to Coaching

Calorie logging is only the starting line. Upcoming AI-powered features:

  • Smart Meal Builder – recipe suggestions that hit your macro gaps
    and taste good.
  • Pantry Lens – scan what’s already in the fridge; Yammmi proposes dishes using those ingredients to cut food waste.
  • Habit Nudges – micro-prompts when you’re about to miss a protein goal or overshoot sodium.

All born from our own needs—and we know we’re not alone.

Download Yammmi today

What we did

  • Idea
  • Planning, Concept & Design
  • App Development
  • Database & Server
  • APIs & Integrations
  • AI Integration
  • Prompt Engineering
  • Continuous Improvement

Yammmi started as a passion project. I’d tried countless calorie-tracking apps to keep my diet aligned with my workouts, but the constant weighing and tedious logging always made me give up. That frustration sparked the idea for Yammmi: a faster, simpler way to track meals so you can stay on track for the long haul.

Thomas Waghubinger
CEO of Wapps GmbH
All it takes to log a meal
1 photo
Average logging time
< 20 s
Recognition accuracy
96 %
Avg. weight lost in 6 wks
–3.1 kg
Foods in database
339 k+

More Projects

Fair-QR – The Honest QR Code Generator

A truly free, no-tricks QR code generator built out of frustration with dark patterns, email harvesting, and bait-and-switch tactics in the QR code industry.

Read more

Apptivate Website

A blazing-fast, bilingual website for a social media marketing agency, delivered from first line of code to full deployment in under one week.

Read more

Tell us about your project

Our office

  • Austria
    Molln
    AT - Austria
  • Digital
    office@wapps.studio