Development Epics
Strategic development epics organized by priority and business value to guide reptidex platform development from MVP to market leadership.Epic Prioritization Framework
Priority Levels
- P0 (Critical): MVP essential features - required for basic platform operation
- P1 (High): Core platform features - needed for competitive market entry
- P2 (Medium): Enhanced user experience - improves retention and growth
- P3 (Low): Advanced features - market differentiation and optimization
Success Metrics
- User Adoption: Registration, activation, retention rates
- Business Value: Revenue, subscription conversions, marketplace activity
- Platform Health: Performance, reliability, security metrics
- Market Position: Competitive differentiation, user satisfaction
Phase 0: Platform Foundation (P0 - Critical)
Epic: DevOps & Platform Infrastructure - Foundation
Priority: P0 | Effort: 4 weeks | Value: Foundation Establish core infrastructure, monitoring, and operational capabilities required for platform reliability. Services: All servicesApplications: All applications
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Docker containerization for 6 consolidated services
- Docker Compose orchestration on EC2 instances
- CI/CD pipelines for automated deployment
- Environment management (dev, staging, prod)
- CloudWatch logging with structured logs
- Grafana APM and performance monitoring
- Error tracking and alerting (Sentry)
- Health checks and uptime monitoring
Technical Requirements
Technical Requirements
- ECR container registry and image management
- Application Load Balancer (ALB) configuration
- RDS PostgreSQL backup and disaster recovery
- Docker security scanning and vulnerability management
- CloudFront SSL/TLS certificate management
Success Metrics
Success Metrics
- 99.9% platform uptime
- < 30 second deployment times
- Zero-downtime deployments
- < 5 minute incident response time
Phase 1: MVP Foundation (P0 - Critical)
Epic: Core Authentication & User Management - MVP
Priority: P0 | Effort: 5 weeks | Value: Foundation Enable users to create accounts, authenticate, and manage basic profiles to establish platform access. Services:repti-coreApplications:
web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Email/password registration with validation
- Email verification workflow
- Password reset functionality
- Basic profile management (name, location, breeder status)
- JWT-based authentication with refresh tokens
- “Remember me” functionality
- Account lockout after failed attempts
- Multi-factor authentication support
Technical Requirements
Technical Requirements
- Secure password hashing (bcrypt)
- Rate limiting on auth endpoints
- RBAC system for user permissions
- Email service integration
- Session management with Redis
Success Metrics
Success Metrics
- 95% successful registration completion rate
- < 3 second average login time
- < 0.1% authentication failure rate
- Support for 1000+ concurrent users
Epic: Basic Animal Care & Husbandry Tracking - MVP
Priority: P0 | Effort: 6 weeks | Value: User Base Foundation Create essential animal care tracking features to attract pet owners and casual keepers, building foundational user base. Services:repti-animal, repti-coreApplications:
web-breeder, web-public
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Record feeding schedules and meals
- Log weight and growth measurements
- Track shedding cycles and health events
- Set care reminders and notifications
- Simple care calendar view
- Species-specific care sheet templates
- Feeding calculators and schedules
- Health monitoring checklists
- Basic care tips and recommendations
Technical Requirements
Technical Requirements
- Care event logging system
- Notification and reminder engine
- Basic analytics for care patterns
- Mobile-responsive care interfaces
- Species care database integration
Success Metrics
Success Metrics
- 70% of users log at least one care event weekly
- 40% user retention after 30 days
- 80% mobile usage for care logging
- 500+ care events logged daily
Epic: Animal Registry Foundation - MVP
Priority: P0 | Effort: 8 weeks | Value: Core Product Create the foundational animal registry system allowing breeders to add, manage, and track their reptiles. Services:repti-animal, repti-mediaApplications:
web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Add animal with basic info (species, name, sex, hatch date)
- Upload and manage animal photos
- Set animal status (available, breeding, sold, etc.)
- Batch import from CSV/spreadsheet
- Record known morphs and traits
- Specify trait inheritance patterns
- Track proven vs. possible genetics
- Visual genetics summary display
Technical Requirements
Technical Requirements
- PostgreSQL species taxonomy database (500+ species)
- FastAPI with Pydantic validation for data integrity
- S3 image storage with CloudFront optimization
- Bulk CSV import processing with repti-animal service
- Data validation and duplicate detection algorithms
Success Metrics
Success Metrics
- Support for 50+ reptile species initially
- < 5 second animal creation time
- 99.9% image upload success rate
- Handle 10,000+ animal records per organization
Epic: Vivarium Management & Collaboration - MVP
Priority: P0 | Effort: 4 weeks | Value: User Foundation Implement vivarium creation, member management, and role-based permissions to enable collaborative breeding operations. Services:repti-core
Applications: web-breeder, web-public
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Create vivarium with name, description, location
- Invite members with role assignments (Keeper, Handler, Curator, Herpetologist)
- Configure vivarium settings and privacy controls
- Manage member permissions and access levels
- Access features appropriate to my role level
- View vivarium activities and member contributions
- Collaborate on animal management within permissions
- Transfer between vivariums when changing organizations
Technical Requirements
Technical Requirements
- PostgreSQL vivarium and membership tables
- RBAC implementation with 4-tier role system
- User invitation and notification system
- Multi-vivarium membership support
- Activity logging and audit trails
Success Metrics
Success Metrics
- 95% successful vivarium creation rate
- 80% user adoption of collaborative features
- Support for 50+ members per vivarium
- < 2 second role-based permission checks
Epic: Basic Marketplace - MVP
Priority: P0 | Effort: 6 weeks | Value: Revenue Driver Implement core marketplace functionality allowing breeders to list animals for sale and buyers to discover them. Services:repti-commerce, repti-core
Applications: web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Create marketplace listings from animal registry
- Set pricing and availability
- Manage listing status and visibility
- Basic listing analytics (views, inquiries)
- Browse available animals by species
- Filter by price, location, genetics
- View detailed animal information
- Contact sellers directly
Technical Requirements
Technical Requirements
- repti-commerce service for listing management
- PostgreSQL full-text search with filtering and sorting
- Stripe payment processing via repti-core service
- repti-community service for seller-buyer communication
- Transaction tracking in repti-commerce database
Success Metrics
Success Metrics
- 500+ listings at launch
- < 2 second search response time
- 15% listing-to-inquiry conversion rate
- $10K+ monthly marketplace volume
Epic: Subscription Management & Payment Processing - MVP
Priority: P0 | Effort: 4 weeks | Value: Revenue Foundation Implement subscription tiers, payment processing, and feature gating to enable freemium business model. Services:repti-core
Applications: web-breeder, web-public
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- View subscription tier comparison (Free, Keeper, Breeder, Collector)
- Upgrade/downgrade subscriptions seamlessly
- Access features appropriate to subscription level
- Manage billing and payment methods
- Enforce animal limits per subscription tier
- Gate advanced features behind subscription levels
- Handle subscription lifecycle (trials, renewals, cancellations)
- Support promotional pricing and discounts
Technical Requirements
Technical Requirements
- Stripe subscription management integration
- Feature gating middleware and permission checks
- Subscription analytics and reporting
- Payment webhook handling and reconciliation
- Billing notification and invoice system
Success Metrics
Success Metrics
- 15% free-to-paid conversion rate
- 95% successful payment processing rate
- < 5% monthly churn rate
- 99.9% billing system uptime
Epic: Essential Frontend Applications - MVP
Priority: P0 | Effort: 10 weeks | Value: User Experience Develop core frontend applications providing essential user interfaces for platform interaction. Services: All backend services Applications:web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Marketing homepage with value proposition
- Public animal browsing and search
- Breeder profile discovery
- Registration and onboarding flow
- Dashboard with key metrics and activities
- Animal management interface
- Marketplace listing management
- Basic breeding record tracking
Technical Requirements
Technical Requirements
- Vite + React 19 with React Router
- Tailwind CSS with Radix UI component system
- Responsive design (mobile-first)
- SEO optimization
- Progressive Web App capabilities
Success Metrics
Success Metrics
- < 3 second initial page load
- 90+ Lighthouse performance score
- Mobile-responsive on all devices
- 99.9% uptime
Phase 2: Market Entry (P1 - High)
Epic: Advanced Husbandry & Care Analytics - Phase 2
Priority: P1 | Effort: 5 weeks | Value: User Retention Expand husbandry tracking with advanced analytics, health monitoring, and care optimization features. Services:repti-animal, repti-coreApplications:
web-breeder, web-public
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Historical care pattern analysis and trends
- Health correlation tracking (feeding vs. weight, etc.)
- Customizable care dashboards and reports
- Multi-animal care comparison and benchmarking
- Photo-based health tracking (shed quality, body condition)
- Veterinary record integration and reminders
- Illness and treatment logging
- Growth curve tracking and alerts
Technical Requirements
Technical Requirements
- Time series analytics for care data
- Image analysis for health assessment
- Predictive health alerting system
- Veterinary integration APIs
- Advanced reporting and visualization
Success Metrics
Success Metrics
- 85% user engagement with analytics features
- 40% improvement in care consistency
- 60% reduction in health-related issues
- 30% increase in user session duration
Epic: Vivarium Profiles & Professional Branding - Phase 2
Priority: P1 | Effort: 5 weeks | Value: Business Growth Develop comprehensive vivarium profiles and user identity system with subscription-based branding for professional breeding operations. Services:repti-core, repti-media
Applications: web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Create showcase sections (featured animals, services, achievements)
- Custom branding with logos, colors, and layouts (subscription-based)
- Business information integration (licenses, shipping, specializations)
- Communication and inquiry management system
- Personal profile linking across multiple vivariums
- Individual reputation tracking (Keeper Kudos)
- Privacy controls for personal information
- Cross-vivarium collaboration display
Technical Requirements
Technical Requirements
- PostgreSQL dual profile architecture (vivarium + user)
- Subscription-based customization engine
- Dual reputation system (transaction + community)
- Media management for branding assets
- Privacy and visibility control system
Success Metrics
Success Metrics
- 70% vivarium profile completion rate
- 40% subscription upgrade for branding features
- 90% user satisfaction with profile system
- 25% increase in marketplace inquiries
Epic: Advanced Pedigree Tracking - Phase 2
Priority: P1 | Effort: 7 weeks | Value: Differentiation Implement comprehensive pedigree tracking and visualization to establish reptidex as the authoritative lineage platform. Services:repti-animal
Applications: web-breeder, web-public, web-embed
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Link animals to parents and offspring
- Visualize multi-generation pedigree trees
- Calculate inbreeding coefficients
- Export pedigree certificates
- View verified pedigree information
- See breeder verification status
- Access lineage completeness metrics
- Download pedigree documentation
Technical Requirements
Technical Requirements
- PostgreSQL recursive queries for relationship tracking
- @ReptiDex/ui pedigree visualization components
- PDF certificate generation in repti-animal service
- Lineage verification algorithms with FastAPI
- Database optimization for deep pedigree queries
Success Metrics
Success Metrics
- Support 8+ generation pedigrees
- < 1 second pedigree rendering
- 90% lineage data completeness target
- 25% increase in listing credibility
Epic: Complete Breeding Management System - Phase 2
Priority: P1 | Effort: 9 weeks | Value: User Retention Develop comprehensive breeding program tools including pairing management, clutch tracking, and breeding outcome optimization. Services:repti-animal, repti-core
Applications: web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Create and manage breeding pairs with genetic predictions
- Track pairing history and breeding attempts
- Set breeding goals and genetic objectives
- Monitor breeding success rates and outcomes
- Log clutch information (lay date, incubation details, hatch rates)
- Track individual offspring with automatic parent linking
- Record genetic outcomes and morph expression
- Manage offspring through growth and development stages
- Calculate genetic probability for potential pairings
- Analyze breeding success patterns and trends
- Optimize pairing decisions for genetic diversity
- Track seasonal breeding patterns and calendar management
Technical Requirements
Technical Requirements
- Python genetic calculation engine in repti-animal service
- FastAPI breeding prediction algorithms
- SNS/SQS notifications via repti-core service
- PostgreSQL market data analysis for pricing
- Basic ML recommendations (future: dedicated AI service)
Success Metrics
Success Metrics
- 30% improvement in breeding success rates
- 50% increase in user session duration
- 80% feature adoption among active breeders
- 25% increase in subscription conversions
Epic: Pedigree Verification & Trust System - Phase 2
Priority: P1 | Effort: 8 weeks | Value: Market Differentiation Implement multi-level pedigree verification system with expert review, genetic testing integration, and Gold Standard program. Services:repti-animal, repti-community, repti-core
Applications: web-breeder, web-public
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Submit pedigrees for expert verification with supporting documentation
- Track verification status and requirements for each animal
- Achieve Gold Standard status for 4+ generation verified lineages
- Export professional pedigree certificates with verification levels
- View verification levels for all animals (self-reported to lab-confirmed)
- See expert verification history and supporting documentation
- Trust Gold Standard animals as premium verified stock
- Access complete verification audit trails
- Review submitted pedigrees for accuracy and completeness
- Validate genetic claims against breeding outcomes
- Contribute to community verification through peer review
- Maintain reputation through accurate verification decisions
Technical Requirements
Technical Requirements
- Multi-level verification workflow system
- Expert reviewer assignment and management
- Documentation upload and storage system
- Verification audit trail and history tracking
- Gold Standard algorithm and badge system
- Integration hooks for genetic testing labs
Success Metrics
Success Metrics
- 30% of animals achieve verification above self-reported
- 5% achieve Gold Standard status within first year
- 95% expert reviewer satisfaction with verification tools
- 80% buyer confidence improvement in verified animals
Epic: Enhanced Marketplace Features - Phase 2
Priority: P1 | Effort: 6 weeks | Value: Revenue Growth Expand marketplace capabilities with advanced search, seller tools, and buyer protection to increase transaction volume. Services:repti-commerce, repti-community
Applications: web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Saved searches with notifications
- Advanced filtering (genetics, lineage, price)
- Marketplace recommendations
- Wishlist and comparison tools
- Bulk listing management
- Promotional listing features
- Advanced pricing strategies
- Performance analytics and insights
Technical Requirements
Technical Requirements
- PostgreSQL full-text search for advanced filtering
- SNS/SQS real-time notifications system
- Basic recommendation algorithms in repti-commerce
- @ReptiDex/ui analytics dashboard components
- Stripe payment processing optimization
Success Metrics
Success Metrics
- 40% increase in search engagement
- 25% improvement in conversion rates
- $25K+ monthly marketplace volume
- 4.5+ average seller rating
Epic: AI-Enhanced Search & Discovery - Phase 2
Priority: P1 | Effort: 8 weeks | Value: User Experience & Retention Transform basic search into intelligent discovery using AI-powered search capabilities to improve user engagement and platform value. Services:repti-community, repti-animal, repti-commerce
Applications: web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Natural language queries (“red ball python with good genetics”)
- Visual search using uploaded photos for similar animals
- Smart suggestions and auto-complete based on intent
- Semantic search across descriptions and lineage data
- Contextual recommendations based on search history
- AI-powered similar animal recommendations
- Intelligent tagging and categorization of listings
- Smart content optimization suggestions
- Automated trait extraction from descriptions
- Cross-platform search across animals, care guides, and forums
- Unified search across animals, forums, care guides, and breeders
- Question answering from reptile care knowledge base
- Intelligent forum topic suggestions
- Expert answer recommendations
- Related content discovery across platform
Technical Requirements
Technical Requirements
- Amazon Kendra (preferred): Purpose-built for intelligent search with ML
- Amazon OpenSearch (alternative): More customizable but requires more ML engineering
- Real-time indexing of animal listings, care guides, and forum content
- Natural language processing for query understanding
- Vector embeddings for semantic similarity search
- Machine learning models for ranking and relevance
- Image recognition for visual search capabilities
- Multi-modal search combining text, images, and structured data
- Sub-second response times for complex queries
- 95% search relevance accuracy based on user interactions
- Support for 1000+ concurrent search requests
- Intelligent caching for popular queries
Success Metrics
Success Metrics
- 40% increase in search query success rate
- 60% improvement in time-to-find relevant content
- 25% increase in user session duration
- 35% improvement in search-to-conversion rate
- 20% increase in marketplace transaction volume
- 30% improvement in content discovery engagement
- 15% reduction in support queries due to better self-service
- Enhanced user retention through improved experience
- < 500ms average search response time
- 99.5% search service uptime
- Support for complex multi-criteria queries
- Seamless scaling to platform growth
Epic: Community Forums & Knowledge Sharing - Phase 2
Priority: P1 | Effort: 6 weeks | Value: Engagement Build comprehensive community platform with species-specific forums, expert Q&A, and educational content system. Services:repti-community
Applications: web-public, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Participate in species-focused forums and discussion groups
- Ask questions and receive expert answers from verified breeders
- Share breeding experiences, challenges, and success stories
- Access curated educational content and care guides
- Answer questions and provide guidance in areas of expertise
- Publish care guides and educational content
- Build reputation through community contributions (Keeper Kudos)
- Moderate discussions and maintain quality standards
- Access species-specific care guides and husbandry information
- Follow educational content from verified experts
- Participate in beginner-friendly discussions
- Get personalized advice for specific situations
Technical Requirements
Technical Requirements
- PostgreSQL forum and discussion thread architecture
- Content management system for educational resources
- Expert verification and moderation tools
- Keeper Kudos reputation system implementation
- Full-text search for forums and content
- Notification system for forum activity
Success Metrics
Success Metrics
- 60% community participation rate
- 500+ forum posts monthly
- 80% question response rate within 24 hours
- 100+ published care guides and educational resources
- 4.5+ average content quality rating
Phase 3: Growth & Optimization (P2 - Medium)
Epic: Advanced Analytics & Business Intelligence - Phase 3
Priority: P2 | Effort: 8 weeks | Value: Insights & Growth Develop comprehensive analytics and business intelligence tools for both platform management and user insights. Services:repti-core, repti-analytics (new)Applications:
web-admin, web-breeder
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Sales performance analytics
- Breeding success rate tracking
- Market trend analysis
- Customer behavior insights
- User acquisition and retention metrics
- Marketplace health indicators
- Revenue and growth tracking
- System performance monitoring
Technical Requirements
Technical Requirements
- PostgreSQL analytics views and materialized views
- CloudWatch + Grafana analytics pipeline
- @ReptiDex/ui interactive dashboard creation
- FastAPI custom report generation endpoints
- Basic statistical analysis (future: ML service)
Success Metrics
Success Metrics
- 50+ predefined analytics reports
- < 5 second dashboard load times
- 70% user engagement with analytics
- 20% improvement in business decisions
Epic: Mobile Application Development - Phase 3
Priority: P2 | Effort: 12 weeks | Value: Market Expansion Develop native mobile applications to expand platform accessibility and user engagement. Services: All backend servicesApplications:
mobile-app (new)
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Complete animal management on mobile
- Mobile-optimized marketplace browsing
- Push notifications for important events
- Offline capability for basic functions
- Quick photo uploads from breeding facilities
- Mobile breeding record updates
- Location-based marketplace features
- Mobile payment processing
Technical Requirements
Technical Requirements
- React Native development
- Offline-first architecture
- Push notification system
- Mobile-optimized image handling
- Location services integration
Success Metrics
Success Metrics
- 50% mobile user adoption within 6 months
- 4.5+ app store ratings
- 30% increase in user engagement
- 25% boost in marketplace activity
Epic: AI-Powered Features - Phase 3
Priority: P2 | Effort: 10 weeks | Value: Innovation Leadership Implement AI-driven features for genetic predictions, market insights, and automated platform management. Services:repti-ai (new), repti-animal, repti-commerceApplications: All frontend applications
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Automated genetic probability calculations
- AI-suggested breeding pairs
- Market demand predictions
- Optimal pricing recommendations
- ML-powered animal suggestions
- Price trend predictions
- Genetic compatibility scoring
- Investment potential analysis
Technical Requirements
Technical Requirements
- Machine learning model development
- GPU infrastructure for training
- Real-time prediction serving
- Model monitoring and updates
- Privacy-compliant data processing
Success Metrics
Success Metrics
- 85% accuracy in genetic predictions
- 30% improvement in breeding success
- 40% increase in buyer satisfaction
- 15% boost in marketplace efficiency
Epic: Integration Ecosystem - Phase 3
Priority: P2 | Effort: 6 weeks | Value: Platform Expansion Create integrations with existing reptile community tools and third-party services. Services:repti-integrations (new), repti-coreApplications: All applications
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Import data from existing breeding software
- Social media sharing capabilities
- Payment gateway options
- Shipping carrier integrations
- RESTful API documentation
- GraphQL query interface
- Webhook event system
- Third-party app marketplace
Technical Requirements
Technical Requirements
- ALB API gateway with path-based routing
- OAuth 2.0 via repti-core authentication service
- SNS webhook delivery system
- FastAPI rate limiting and CloudWatch monitoring
- Developer portal in web-public application
Success Metrics
Success Metrics
- 10+ third-party integrations
- 100+ developer API registrations
- 95% API uptime
- 25% increase in platform stickiness
Phase 4: Market Leadership (P3 - Low)
Epic: Enterprise & Professional Features - Phase 4
Priority: P3 | Effort: 15 weeks | Value: Premium Revenue Develop advanced features targeting large-scale breeding operations and professional reptile businesses. Services: All services with enterprise extensionsApplications:
web-enterprise (new), enhanced existing apps
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Multi-location facility management
- Staff access control and permissions
- Advanced inventory tracking
- Enterprise-grade reporting
- White-label platform options
- Custom branding and domains
- Bulk operation tools
- Priority support and SLA
Technical Requirements
Technical Requirements
- Multi-tenancy architecture
- Advanced RBAC system
- Custom domain routing
- Enterprise SSO integration
- Dedicated support infrastructure
Success Metrics
Success Metrics
- $5K+ monthly enterprise subscriptions
- 95% enterprise customer retention
- < 24 hour enterprise support response
- 50+ enterprise customer acquisition
Epic: Global Platform Expansion - Phase 4
Priority: P3 | Effort: 12 weeks | Value: Market Growth Expand platform capabilities for international users with localization and regional features. Services: All services with i18n supportApplications: All applications with localization
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Multi-language platform support
- Local currency and payment methods
- Region-specific species databases
- International shipping integration
- International marketplace visibility
- Cross-border payment processing
- Import/export documentation
- International breeder verification
Technical Requirements
Technical Requirements
- Internationalization framework
- Multi-currency payment processing
- Regional species taxonomy
- Time zone handling
- Compliance with international regulations
Success Metrics
Success Metrics
- 5+ supported languages
- 20% international user adoption
- 15+ supported countries
- $50K+ international revenue annually
Epic: Advanced Research & Conservation Tools - Phase 4
Priority: P3 | Effort: 18 weeks | Value: Industry Leadership Partner with research institutions and conservation organizations to provide advanced genetic and conservation tools. Services:repti-research (new), enhanced existing servicesApplications:
web-research (new), enhanced existing apps
User Stories & Acceptance Criteria
User Stories & Acceptance Criteria
- Population-level genetic analysis
- Conservation status tracking
- Research data contribution tools
- Scientific publication integration
- Species recovery monitoring
- Breeding program effectiveness
- Genetic diversity preservation
- Conservation success metrics
Technical Requirements
Technical Requirements
- Advanced genetic analysis algorithms
- Research data sharing protocols
- Conservation database integration
- Scientific workflow tools
- Publication and citation tracking
Success Metrics
Success Metrics
- 5+ research institution partnerships
- 10+ published research papers
- 25% improvement in conservation outcomes
- Recognition as industry research leader
Epic Dependencies & Sequencing
Critical Path Dependencies
Resource Allocation
- Backend Development: 60% of effort (6 consolidated services, FastAPI, PostgreSQL)
- Frontend Development: 30% of effort (4 web applications, 2 shared packages)
- DevOps & Infrastructure: 10% of effort (Docker Compose, AWS setup, monitoring)
Risk Mitigation
- Technical Risks: Proof of concept development for complex features
- Market Risks: MVP validation with early adopters
- Resource Risks: Phased hiring and contractor augmentation
- Timeline Risks: Buffer time built into each epic estimate
Success Measurement Framework
Key Performance Indicators (KPIs)
User Metrics
- Monthly Active Users (MAU)
- User Registration Rate
- User Retention (30, 90, 365 days)
- Feature Adoption Rate
Business Metrics
- Monthly Recurring Revenue (MRR)
- Marketplace Transaction Volume
- Subscription Conversion Rate
- Customer Lifetime Value (CLV)
Platform Metrics
- System Uptime (99.9% target)
- API Response Times (< 200ms)
- Database Performance
- Security Incident Rate (zero tolerance)
Quality Metrics
- Bug Report Rate
- User Satisfaction Score
- Support Ticket Resolution Time
- Code Coverage (>80%)

