6 sprints to working product with paying users
Sprint Overview (2-week sprints)
- Sprint 1: Foundation & Auth
- Sprint 2: Core Reflection Flow
- Sprint 3: Friend Profiles & Data Structure
- Sprint 4: AI Processing Pipeline
- Sprint 5: Payments & User Management
- Sprint 6: Polish & Launch Prep
🚀 Sprint 1: Foundation & Authentication
Goal: Users can sign up, log in, and see basic app structure
Backend Setup
Express.js server setup with proper CORS
Supabase database connection
Clerk authentication middleware
Basic API routes (
/api/auth/me
, /api/health
)Environment variables and secrets management
Deploy to Render with CI/CD
Frontend Setup
Next.js app with Tailwind CSS
Clerk integration (magic link only)
Basic app layout with sidebar (from your reference)
Protected routes middleware
Deploy to Vercel
Database Schema
Core tables:
users
, reflections
, friends
Clerk webhook to create users
Row Level Security policies
Database migrations setup
UI Components
Landing page (simple version of your marketing site)
Login/signup flow
Empty states for main app sections
Basic sidebar navigation
Sprint 1 Exit Criteria:
- Users can sign up with magic link
- Empty app shows with proper navigation
- Database creates user records
- All environments deployed and working
🗃️ Sprint 2: Core Reflection Flow
Goal: Users can write reflections and see them in a list
Reflection System
Database schema for
reflections
tableCreate reflection API (
POST /api/reflections
)List reflections API (
GET /api/reflections
)Single reflection view API (
GET /api/reflections/:id
)Home Page (Reflection Input)
Build home page component (from your reference)
Reflection form with validation
Character counter and basic UX
Success states and error handling
Auto-save drafts (localStorage)
Past Reflections Page
List view of all reflections
Date filtering and search
Pagination or infinite scroll
Individual reflection detail view
Edit/delete functionality
Data & State Management
API client setup (React Query/SWR)
Loading states and error boundaries
Optimistic updates for creating reflections
Sprint 2 Exit Criteria:
- Users can write and save reflections
- Past reflections are viewable in a list
- Basic CRUD operations work smoothly
- Good loading/error states
👥 Sprint 3: Friend Profiles & Data Structure
Goal: Friends can be manually created and have rich profile pages
Database Schema Evolution
Complete friends table with all fields
friend_items
table for flexible contentfriend_item_types
configuration tableloved_ones
, friend_socials
tablesSeed data for item types
Friends List Page
Friends list with search/filter
Friend card components
Add new friend manually
Friend avatars and basic info
Sort by recent activity
Individual Friend Page
Full friend profile page (from your reference)
Tabbed interface (Overview, Loved Ones, Support, etc.)
All 6 sections with proper styling
Edit friend details inline
Add/remove friend items manually
Friend Management APIs
CRUD operations for friends
Friend items CRUD
Loved ones management
Social profiles management
Sprint 3 Exit Criteria:
- Users can manually create and manage friends
- Rich friend profiles with all sections working
- Friends list shows all friends with good UX
- Data entry for all friend attributes
🤖 Sprint 4: AI Processing Pipeline
Goal: Reflections automatically extract friend information
AI Integration Setup
Gemini API integration
Claude API fallback
Prompt storage system in database
Processing queue/job system
Core AI Pipeline
People extraction from reflections
Name resolution to existing friends
Basic attribute extraction (roses, thorns, activities)
Confidence scoring system
Error handling and retries
Review & Confirmation Flow
Review page (from your reference)
User can approve/reject extractions
Edit extracted information before saving
Merge conflicts resolution
Batch operations (approve all, etc.)
Processing Infrastructure
Background job processing
Processing status tracking
Rate limiting and cost controls
Analytics and monitoring
Sprint 4 Exit Criteria:
- Reflections automatically extract friend data
- Users can review and approve extractions
- High-quality friend data from AI processing
- Reliable, cost-controlled AI pipeline
💳 Sprint 5: Payments & User Management
Goal: Users can subscribe and access is properly gated
Stripe Integration
Stripe setup with products ($40/year, $7/month)
Checkout flow integration
Webhook handling for subscription events
Customer portal for subscription management
User Subscription System
User subscription status tracking
Payment status in database
Subscription middleware for API protection
Free trial logic (if applicable)
Admin Tools
Admin endpoint to mark lifetime users
User management interface (simple)
Subscription status dashboard
Manual user upgrades/downgrades
Access Control
Feature gating based on subscription
Usage limits for free users (if any)
Proper error messages for payment required
Smooth upgrade prompts
Sprint 5 Exit Criteria:
- Users can purchase yearly/monthly subscriptions
- Payments are properly processed and tracked
- Access control works throughout app
- Admin can manage user access manually
✨ Sprint 6: Polish & Launch Prep
Goal: Production-ready app with great UX
Performance & Reliability
Loading performance optimization
Error monitoring (Sentry or similar)
Uptime monitoring
Database query optimization
Rate limiting and security hardening
User Experience Polish
Onboarding flow and empty states
Animations and micro-interactions
Mobile responsiveness fixes
Accessibility improvements
Help documentation/tooltips
Launch Preparation
Privacy policy and terms of service
GDPR compliance basics
Data export functionality
Account deletion flow
Customer support setup (email)
Marketing Site Integration
Update marketing site with real features
Connect waitlist to actual app
Founding member pricing implementation
Analytics and conversion tracking
Sprint 6 Exit Criteria:
- App feels polished and professional
- All legal/compliance requirements met
- Ready for public launch
- Smooth user onboarding experience
🎯 Definition of Done (Each Sprint)
Technical Requirements
All features work on desktop and mobile
Tests pass (unit tests for critical paths)
No console errors or warnings
Code reviewed and documented
Deployed to staging and production
User Experience Requirements
Features are intuitive without explanation
Loading states and error messages are helpful
Data persists correctly across sessions
Performance is smooth (< 3s load times)
Business Requirements
Features align with user stories
No security vulnerabilities
Analytics tracking implemented
Admin functionality works as needed
🚨 Risk Mitigation
Technical Risks
- AI Processing Complexity: Start with simple extraction, iterate
- Database Performance: Index heavily queried fields early
- Third-party Dependencies: Have fallbacks for Clerk, Stripe
Product Risks
- User Adoption: Focus on core reflection → insight loop
- AI Quality: Manual fallbacks for everything
- Feature Creep: Stick to defined scope ruthlessly
Business Risks
- Payment Processing: Test thoroughly in sandbox
- Compliance: Legal review before launch
- Support Load: Prepare standard responses and documentation
📊 Success Metrics (v1)
Technical Metrics
- 99% uptime
- < 3 second page load times
- < 5% AI processing failure rate
- Zero payment processing errors
User Metrics
- 70% reflection → review completion rate
- 50% monthly active user retention
- 10+ friends per active user
- 5+ reflections per month per user
Business Metrics
- 5% trial → paid conversion
- $40 average revenue per user
- < 5% monthly churn
- 90% payment success rate
🎯 Post-v1 Roadmap Preview
v1.1 (Month 2)
- Connection discovery between friends
- Improved AI extraction accuracy
- Mobile app (React Native)
- Advanced search and filtering
v1.2 (Month 3)
- Group reflection features
- Integration with calendar apps
- Bulk data import tools
- Advanced analytics dashboard
v2.0 (Month 6)
- Network analysis and insights
- Collaboration features
- Public/shared friend profiles
- API for third-party integrations