The idea
Most nutrition apps fail because logging is tedious. Munchit.ai removes the typing: you take a photo, the AI figures out what you ate and roughly how much, and you confirm. That is the whole habit.
What we built
- Native-feeling iOS and Android apps from a single codebase.
- An AI vision pipeline that identifies foods and portions from a photo and returns calories and macros with confidence ranges.
- Accounts, subscriptions, and history so users can see trends over weeks.
- Push reminders and streaks that stay gentle rather than nagging.
- A backend designed to keep AI costs predictable as usage grows.
What it proves for your project
Munchit is the full stack of a modern app business in one product: mobile apps in both stores, an AI feature that has to be reliable, payments, and a backend that scales. If you have an app idea, this is what shipping it looks like.
