The problem

• AI calorie estimation is happening outside nutrition apps. Many users already ask ChatGPT to estimate calories from meals, but general AI is not built for daily tracking.

• The market is shifting from tracking to coaching. The winning product is not the one that only records food. It is the one that turns daily nutrition data into a clear loop: log → understand → adjust → repeat.

• Speed has become the new expectation. Users no longer accept slow food search and manual entry.

How it works ( 3 steps)

1. Snap

Point your phone at any meal, anywhere

2. AI does the math

Calories, protein, carbs, fat in under 2 seconds, trained on 10M+ foods

3. Watch progress happen

Your weight, trends, and streaks — all in one place. No complicated dashboards.

Personalized Onboarding

AI Coach Chat

Meal Scoring & Health Advisory

Daily Insight Card

Tech stack

• Durable workflow runtime
• Collaborative, friendly DX for interactivity between humans and agents
• Virtual Working Directory - A filesystem for agents

React

Micronaut

Document AI

Centrifugo

YJs

Business model