Free calorie counter + macro tracker
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.
The opportunity is a fast, AI-native nutrition app that coaches users through daily habits — not just logs their meals
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.
Real results & achievements
Tech stack
- Durable workflow runtime
- Collaborative, friendly DX for interactivity between humans and agents
- Virtual Working Directory - A filesystem for agents
Business model
| Plan | For | Value |
|---|---|---|
| 3-day trial | New users | Try AI meal scan, tracking, and coaching features before subscribing. |
| Premium | Women actively trying to lose weight | AI Food Analyzer, AI Coach chat, meal scoring, daily insights, weekly plan, and health-aware guidance |
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