
Overview
Kickstart your journey to health and happiness with Radiance — your all-in-one fitness, nutrition, and mindfulness app. Train with 4 world-class coaches, track your calories with AI, and follow simple meal plans that actually fit your life. From dance and Pilates to cardio and strength workouts, Radiance helps you achieve real results without boring routines or strict food rules.
The Challenge
THE CHALLENGE (IT / PRODUCT BUILD PERSPECTIVE)
1. Building an all-in-one wellness platform, not just a workout app
The client needed a single app that combines fitness training, AI nutrition tracking, meal planning, and mindfulness — all with a premium, easy-to-use experience.
2. AI food logging that feels instant and reliable
The biggest technical challenge was creating a frictionless calorie tracker that works through three methods: photo input, natural language description, and barcode scanning — while keeping calories and macros accurate and goal-aligned.
3. Wear OS smartwatch integration with real-time training data
The app needed full smartwatch support: syncing workouts, controlling sessions from the wrist, and showing real-time metrics like heart rate zones, reps, calories, and post-session summaries.
4. Delivering diverse workout formats for different users
Radiance required multiple workout categories (Pilates, strength, cardio, dance, walking) with on-demand sessions, coaching structure, and flexible plans — without overwhelming the user.
5. Building meal planning that fits real life
The system had to generate personalized meal plans (classic, vegetarian, vegan, protein, GLP-1 focused), convert them into smart grocery lists, and provide a searchable cookbook experience.
6. Creating a complete mindfulness content hub
Mindfulness modules like meditation, sleep stories, facial yoga, and relaxation needed clean navigation, progress continuity, and a calm UI/UX.
7. Subscription business logic and policy compliance
The product required a subscription model with auto-renewal, cancellation rules, and strong privacy/terms compliance — especially because it handles personal health and lifestyle data.
8. Retention and engagement across multiple habit areas
A multi-feature wellness app can fail if users don’t form routines. The platform needed habit-based flows that keep users consistent across workouts, nutrition, and mindfulness.
Our Solution
1. Developed a unified fitness + nutrition + mindfulness ecosystem
We built Radiance as a modular platform where workouts, meal planning, calorie tracking, and mindfulness content work together in one seamless user journey.
2. Implemented AI Calorie Tracker with 3 input modes
We delivered a next-gen food logging experience that supports:
* meal photo capture for instant nutrition estimation
* natural language logging (describe what you ate)
* barcode scanning for fast packaged food entry
The system automatically calculates calories and macros and aligns them with the user’s goals.
3. Delivered Wear OS smartwatch integration
We implemented smartwatch features to support:
* syncing workouts from phone to watch
* controlling sessions from the wrist
* real-time training metrics (heart rate zones, reps, calories)
* session summaries for performance tracking
4. Built an on-demand home workout library with coaching structure
We created a workout experience that supports multiple fitness levels with short, effective sessions designed for busy users, including Pilates, strength, cardio, dance, and walking routines.
5. Built smart meal planning with grocery lists and cookbook
We implemented:
* personalized meal plans across multiple dietary preferences
* automatic grocery list generation
* recipe browsing via a categorized cookbook
* macro insights (protein, carbs, fats) without manual calculations
6. Added mindfulness and sleep support modules
We delivered a structured wellness hub featuring guided meditations, relaxation tools, sleep content, and facial yoga — designed to support mental clarity and recovery.
7. Implemented subscription system with renewal and management rules
We built secure subscription access with auto-renew control, cancellation timing rules, and account-level management in settings, aligned with terms and privacy policies.
8. Designed retention-focused habit workflows
We structured the user journey to encourage consistency through progress tracking, daily routines, and content discovery loops across workouts, nutrition, and mindfulness.
Project Details
Timeline
20 Weeks
Key Results
- 500K+ Installs
Technologies
Native App
Node JS
