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SCOPE GENERATED·complexity: [██████░░░░] 6/10

PROJECTPersonalized AI Fitness Coach App
RATIONALEReact Native with Expo gives you a single codebase for both mobile platforms quickly, critical for a fitness app where users expect iOS and Android support. Supabase handles auth and database out of the box reducing backend setup time significantly. OpenAI GPT-4o provides the personalized coaching intelligence without needing to train a custom model, which is essential for an early-stage budget with no existing team.

TECH STACK
FrontendReact Native (Expo) for cross-platform iOS & Android
BackendNode.js with Express REST API
DatabasePostgreSQL (user profiles, workout history) + Redis (session caching)
AuthSupabase Auth (email/password + Google OAuth)
HostingRailway or Render for backend; Supabase for DB; Expo EAS for mobile builds
ExtrasOpenAI GPT-4o API for coaching intelligence, Supabase Realtime for chat-like interactions, Expo Notifications for workout reminders

MVP FEATURES
User registration and onboarding (fitness goals, experience level, available equipment)
AI-powered chat interface for personalized workout advice and plan generation
Daily workout plan generation based on user profile and goals
Basic workout logging (exercises, sets, reps, duration)
Simple progress tracking dashboard (weekly activity summary)
Push notification reminders for scheduled workouts
User profile management (update goals, weight, fitness level)

DEFERRED (v2)
Video exercise demonstrations and form guidance
Wearable/fitness tracker integrations (Apple Health, Google Fit, Fitbit)
Nutrition tracking and AI meal planning
Social features (challenges, leaderboards, friend connections)
Custom AI model fine-tuned on fitness data
Subscription/paywall and monetization layer
Advanced analytics and body composition tracking
Live coaching sessions or video calls

TIMELINE
1 weekDiscovery & Design
1.5 weeksAuth, Onboarding & User Profiles
2 weeksAI Chat & Workout Plan Generation
1.5 weeksWorkout Logging & Progress Dashboard
1 weekNotifications, Polish & Bug Fixing
1 weekTesting & App Store Submission

COST ESTIMATE
USD$5,000 – $12,000
INR₹4.2L – ₹10.0L

⚠ RISK FLAGS
!OpenAI API costs can spiral quickly — without rate limiting and token optimization, monthly API bills may become unsustainable even at micro user scale; implement usage caps per user from day one
!No team means single-vendor dependency — vetting and onboarding a reliable freelancer or small agency for a fitness AI product with ongoing iterations post-MVP is critical before committing budget
!App Store approval risk — fitness and health apps face stricter Apple App Store review guidelines; any medical or diagnostic language in AI responses can trigger rejection or require disclaimers
!AI response quality for fitness coaching is highly variable — GPT-4o without domain-specific prompt engineering may give generic advice, undermining the 'personalized' value proposition; budget time for prompt tuning
!Early budget may not cover both development and meaningful user acquisition — plan for at least 20-30% of budget reserved post-launch for TestFlight/beta testing and initial marketing

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