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Health product ecosystem

Calorie Counter

A connected nutrition product built around mobile logging, AI-assisted tracking, subscription monetization, and operational backend support.

Active portfolio ecosystemMobile / Dashboard / APIProject route: /projects/calorie-counter

Project summary

Overview

Calorie Counter is structured as a modern product stack with a mobile app, API, shared packages, and a web surface for coaching workflows.

An AI-powered calorie tracking product spanning mobile delivery, backend services, and a trainer-facing web dashboard.

Consumers tracking nutrition habits and teams supporting coaching or subscription-driven health workflows.

Mobile trackingTrainer dashboardAPI services

Visual snapshot

ScanTrackCoach

Project focus

What the project emphasizes

  • Mobile-first product delivery
  • Connected dashboard and API model
  • Subscription-ready product framing

Project facts

At a glance

Category
Health product ecosystem
Status
Active portfolio ecosystem
Platforms / surfaces
Mobile / Dashboard / API
Audience
Consumers tracking nutrition habits and teams supporting coaching or subscription-driven health workflows.

Delivery scope

What is included in the public project surface

  • Portfolio ecosystem entry
  • Cross-surface health product summary
  • Compressed architecture-backed positioning

Product surfaces

Connected product surfaces

The repo documents Calorie Counter as a connected product stack, not only a standalone mobile binary.

Mobile application for calorie tracking, subscriptions, and user-facing nutrition workflows

Backend API and shared packages supporting product logic, data, and integrations

Web dashboard for trainer or operational visibility alongside the mobile experience