# StockPulse - Commercial Product Roadmap ## Vision Transform the stock-analysis skill into **StockPulse**, a commercial mobile app for retail investors with AI-powered stock and crypto analysis, portfolio tracking, and personalized alerts. ## Technical Decisions - **Mobile:** Flutter (iOS + Android cross-platform) - **Backend:** Python FastAPI on AWS (ECS/Lambda) - **Database:** PostgreSQL (RDS) + Redis (ElastiCache) - **Auth:** AWS Cognito or Firebase Auth - **Monetization:** Freemium + Subscription ($9.99/mo or $79.99/yr) --- ## Architecture Overview ``` ┌─────────────────────────────────────────────────────────────────┐ │ MOBILE APP (Flutter) │ │ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │ │ │Dashboard │ │Portfolio │ │ Analysis │ │ Alerts │ │ │ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │ └─────────────────────────────────────────────────────────────────┘ │ HTTPS/REST ▼ ┌─────────────────────────────────────────────────────────────────┐ │ API GATEWAY (AWS) │ │ Rate Limiting, Auth, Caching │ └─────────────────────────────────────────────────────────────────┘ │ ▼ ┌─────────────────────────────────────────────────────────────────┐ │ BACKEND (FastAPI on ECS) │ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ Auth Service │ │ Analysis API │ │ Portfolio API│ │ │ └──────────────┘ └──────────────┘ └──────────────┘ │ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ Alerts Svc │ │ Subscription │ │ User Service │ │ │ └──────────────┘ └──────────────┘ └──────────────┘ │ └─────────────────────────────────────────────────────────────────┘ │ ┌─────────────────────┼─────────────────────┐ ▼ ▼ ▼ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ PostgreSQL │ │ Redis │ │ S3 │ │ (RDS) │ │ (ElastiCache)│ │ (Reports) │ └──────────────┘ └──────────────┘ └──────────────┘ BACKGROUND WORKERS (Lambda/ECS) ┌─────────────────────────────────────────────────────────────────┐ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │Price Updater │ │Alert Checker │ │Daily Reports │ │ │ │ (5 min) │ │ (1 min) │ │ (Daily) │ │ │ └──────────────┘ └──────────────┘ └──────────────┘ │ └─────────────────────────────────────────────────────────────────┘ ``` --- ## Feature Tiers ### Free Tier - 1 portfolio (max 10 assets) - Basic stock/crypto analysis - Daily market summary - Limited to 5 analyses/day - Ads displayed ### Premium ($9.99/mo) - Unlimited portfolios & assets - Full 8-dimension analysis - Real-time price alerts - Push notifications - Period reports (daily/weekly/monthly) - No ads - Priority support ### Pro ($19.99/mo) - Future - API access - Custom watchlists - Advanced screeners - Export to CSV/PDF - Portfolio optimization suggestions --- ## Development Phases ### Phase 1: Backend API **Goal:** Convert Python scripts to production REST API #### Tasks: 1. **Project Setup** - FastAPI project structure - Docker containerization - CI/CD pipeline (GitHub Actions) - AWS infrastructure (Terraform) 2. **Core API Endpoints** ``` POST /auth/register POST /auth/login POST /auth/refresh GET /analysis/{ticker} POST /analysis/batch GET /portfolios POST /portfolios PUT /portfolios/{id} DELETE /portfolios/{id} GET /portfolios/{id}/assets POST /portfolios/{id}/assets PUT /portfolios/{id}/assets/{ticker} DELETE /portfolios/{id}/assets/{ticker} GET /portfolios/{id}/performance?period=weekly GET /portfolios/{id}/summary GET /alerts POST /alerts DELETE /alerts/{id} GET /user/subscription POST /user/subscription/upgrade ``` 3. **Database Schema** ```sql users (id, email, password_hash, created_at, subscription_tier) portfolios (id, user_id, name, created_at, updated_at) assets (id, portfolio_id, ticker, asset_type, quantity, cost_basis) alerts (id, user_id, ticker, condition, threshold, enabled) analysis_cache (ticker, data, expires_at) subscriptions (id, user_id, stripe_id, status, expires_at) ``` 4. **Refactor Existing Code** - Extract `analyze_stock.py` into modules: - `analysis/earnings.py` - `analysis/fundamentals.py` - `analysis/sentiment.py` - `analysis/crypto.py` - `analysis/market_context.py` - Add async support throughout - Implement proper caching (Redis) - Rate limiting per user tier #### Files to Create: ``` backend/ ├── app/ │ ├── main.py # FastAPI app │ ├── config.py # Settings │ ├── models/ # SQLAlchemy models │ ├── schemas/ # Pydantic schemas │ ├── routers/ # API routes │ │ ├── auth.py │ │ ├── analysis.py │ │ ├── portfolios.py │ │ └── alerts.py │ ├── services/ # Business logic │ │ ├── analysis/ # Refactored from analyze_stock.py │ │ ├── portfolio.py │ │ └── alerts.py │ └── workers/ # Background tasks ├── tests/ ├── Dockerfile ├── docker-compose.yml └── requirements.txt ``` --- ### Phase 2: Flutter Mobile App **Goal:** Build polished cross-platform mobile app #### Screens: 1. **Onboarding** - Welcome, feature highlights, sign up/login 2. **Dashboard** - Market overview, portfolio summary, alerts 3. **Analysis** - Search ticker, view full analysis, save to portfolio 4. **Portfolio** - List portfolios, asset breakdown, P&L chart 5. **Alerts** - Manage price alerts, notification settings 6. **Settings** - Account, subscription, preferences #### Key Flutter Packages: ```yaml dependencies: flutter_bloc: ^8.0.0 # State management dio: ^5.0.0 # HTTP client go_router: ^12.0.0 # Navigation fl_chart: ^0.65.0 # Charts firebase_messaging: ^14.0.0 # Push notifications in_app_purchase: ^3.0.0 # Subscriptions shared_preferences: ^2.0.0 flutter_secure_storage: ^9.0.0 ``` #### App Structure: ``` lib/ ├── main.dart ├── app/ │ ├── routes.dart │ └── theme.dart ├── features/ │ ├── auth/ │ │ ├── bloc/ │ │ ├── screens/ │ │ └── widgets/ │ ├── dashboard/ │ ├── analysis/ │ ├── portfolio/ │ ├── alerts/ │ └── settings/ ├── core/ │ ├── api/ │ ├── models/ │ └── utils/ └── shared/ └── widgets/ ``` --- ### Phase 3: Infrastructure & DevOps **Goal:** Production-ready cloud infrastructure #### AWS Services: - **ECS Fargate** - Backend containers - **RDS PostgreSQL** - Database - **ElastiCache Redis** - Caching - **S3** - Static assets, reports - **CloudFront** - CDN - **Cognito** - Authentication - **SES** - Email notifications - **SNS** - Push notifications - **CloudWatch** - Monitoring - **WAF** - Security #### Terraform Modules: ``` infrastructure/ ├── main.tf ├── variables.tf ├── modules/ │ ├── vpc/ │ ├── ecs/ │ ├── rds/ │ ├── elasticache/ │ └── cognito/ └── environments/ ├── dev/ ├── staging/ └── prod/ ``` #### Estimated Monthly Costs (Production): | Service | Est. Cost | |---------|-----------| | ECS Fargate (2 tasks) | $50-100 | | RDS (db.t3.small) | $30-50 | | ElastiCache (cache.t3.micro) | $15-25 | | S3 + CloudFront | $10-20 | | Other (Cognito, SES, etc.) | $20-30 | | **Total** | **$125-225/mo** | --- ### Phase 4: Payments & Subscriptions **Goal:** Integrate Stripe for subscriptions #### Implementation: 1. Stripe subscription products (Free, Premium, Pro) 2. In-app purchase for iOS/Android 3. Webhook handlers for subscription events 4. Grace period handling 5. Receipt validation #### Stripe Integration: ```python # Backend webhook handler @router.post("/webhooks/stripe") async def stripe_webhook(request: Request): event = stripe.Webhook.construct_event(...) if event.type == "customer.subscription.updated": update_user_tier(event.data.object) elif event.type == "customer.subscription.deleted": downgrade_to_free(event.data.object) ``` --- ### Phase 5: Push Notifications & Alerts **Goal:** Real-time price alerts and notifications #### Alert Types: - Price above/below threshold - Percentage change (daily) - Earnings announcement - Breaking news (geopolitical) - Portfolio performance #### Implementation: - Firebase Cloud Messaging (FCM) - Background worker checks alerts every minute - Rate limit: max 10 alerts/day per free user --- ### Phase 6: Analytics & Monitoring **Goal:** Track usage, errors, business metrics #### Tools: - **Mixpanel/Amplitude** - Product analytics - **Sentry** - Error tracking - **CloudWatch** - Infrastructure metrics - **Custom dashboard** - Business KPIs #### Key Metrics: - DAU/MAU - Conversion rate (free → premium) - Churn rate - API response times - Analysis accuracy feedback --- ## Security Considerations 1. **Authentication** - JWT tokens with refresh rotation - OAuth2 (Google, Apple Sign-In) - 2FA optional for premium users 2. **Data Protection** - Encrypt PII at rest (RDS encryption) - TLS 1.3 for all API traffic - No plaintext passwords 3. **API Security** - Rate limiting per tier - Input validation (Pydantic) - SQL injection prevention (SQLAlchemy ORM) - CORS configuration 4. **Compliance** - Privacy policy - Terms of service - GDPR data export/deletion - Financial disclaimer (not investment advice) --- ## Risks & Mitigations | Risk | Impact | Mitigation | |------|--------|------------| | Yahoo Finance rate limits | High | Implement caching, use paid API fallback | | App store rejection | Medium | Follow guidelines, proper disclaimers | | Data accuracy issues | High | Clear disclaimers, data validation | | Security breach | Critical | Security audit, penetration testing | | Low conversion rate | Medium | A/B testing, feature gating | --- ## Success Metrics (Year 1) | Metric | Target | |--------|--------| | App downloads | 10,000+ | | DAU | 1,000+ | | Premium subscribers | 500+ | | Monthly revenue | $5,000+ | | App store rating | 4.5+ stars | | Churn rate | <5%/month | --- ## Next Steps (Immediate) 1. **Validate idea** - User interviews, landing page 2. **Design** - Figma mockups for key screens 3. **Backend MVP** - Core API endpoints 4. **Flutter prototype** - Basic app with analysis feature 5. **Beta testing** - TestFlight/Google Play beta --- ## Repository Structure (Final) ``` stockpulse/ ├── backend/ # FastAPI backend │ ├── app/ │ ├── tests/ │ ├── Dockerfile │ └── requirements.txt ├── mobile/ # Flutter app │ ├── lib/ │ ├── test/ │ ├── ios/ │ ├── android/ │ └── pubspec.yaml ├── infrastructure/ # Terraform │ ├── modules/ │ └── environments/ ├── docs/ # Documentation │ ├── api/ │ └── architecture/ └── scripts/ # Utility scripts ``` --- ## Timeline Summary (Planning Only) | Phase | Duration | Dependencies | |-------|----------|--------------| | 1. Backend API | 4-6 weeks | - | | 2. Flutter App | 6-8 weeks | Phase 1 | | 3. Infrastructure | 2-3 weeks | Phase 1 | | 4. Payments | 2 weeks | Phase 2, 3 | | 5. Notifications | 2 weeks | Phase 2, 3 | | 6. Analytics | 1 week | Phase 2 | | **Total** | **17-22 weeks** | | This is a planning document. No fixed timeline - execute phases as resources allow. --- **Disclaimer:** This tool is for informational purposes only and does NOT constitute financial advice.