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CaloriAI, photo-based calorie tracking with vision models

Solo-built product · Started May 2026 · mobile, EU privacy-first

Vision LLMMobileConsumerEU
CaloriAI app: snap a meal, get calories and macros
Representative UI

Problem

Calorie tracking fails because logging is tedious. People stop weighing food and searching databases within days. The friction, not the willingness, is what breaks the habit.

Approach

CaloriAI replaces manual entry with a photo. A vision language model identifies the dish and estimates the portion, then returns calories and macros with a confidence score, logged against a daily target in one tap. Built EU privacy-first, so meal data stays under European data rules.

Stack

TypeScript · React Native / Expo · vision LLM · FastAPI

Outcome

A working consumer app where a meal goes from camera to logged macros in seconds. The glimpse below shows the capture-to-result flow and the daily nutrition ring.

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Aru Bhardwaj

Fractional CTO architecting sovereign AI systems for startups and scale-ups across Europe. Custom ML, agentic RAG, and secure LLM infrastructure. 7+ years turning complex data into production intelligence.

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