Skip to content

tasks.md

Latest commit

 

History

History
445 lines (367 loc) · 18.5 KB

tasks.md

File metadata and controls

445 lines (367 loc) · 18.5 KB
Raw

Implementation Plan: GrowMate AI – Digital Marketing Co-Pilot

Overview

Implement an intelligent digital marketing co-pilot for the Indian market using Python/FastAPI backend and React/Tailwind frontend. The system integrates AI-powered content creation, visual design, strategic planning, engagement prediction, and automated scheduling with comprehensive multilingual support.

Tasks

  • 1. Set up project structure and core infrastructure

    • Create Python FastAPI backend with async support
    • Set up React TypeScript frontend with Tailwind CSS
    • Configure PostgreSQL database with schema from design
    • Set up Redis for caching and message queues
    • Configure environment-based configuration management
    • Requirements: 10.1, 10.2, 10.6, 10.10

  • 2. Implement core domain models and data layer

    • 2.1 Create Python data models (Pydantic) for all domain entities

      • Implement BusinessProfile, AudienceProfile, GeneratedContent models
      • Implement PostAnalysis, HitScore, MarketingStrategy models
      • Implement GeneratedImage, MarketingReel, ScheduledPost models
      • Add validation logic for all model fields
      • Requirements: Data Models section, 10.8

    • [ ]* 2.2 Write property test for data model validation

      • Property 4: Brand Guideline Compliance
      • Validates: Requirements 1.7, 5.5

    • 2.3 Implement database schema and migrations

      • Create PostgreSQL tables from design schema
      • Implement Alembic migrations for version control
      • Add indexes for performance optimization
      • Requirements: Database Schema Design section

    • [ ]* 2.4 Write unit tests for data layer

      • Test CRUD operations for all models
      • Test validation edge cases
      • Test database constraint violations
      • Requirements: 15.1

  • 3. Checkpoint - Core infrastructure validation

    • Ensure database migrations run successfully
    • Verify data models can be serialized/deserialized
    • Confirm basic API endpoints respond
    • Ask the user if questions arise.

  • 4. Implement AI Content Generator component

    • 4.1 Create ContentGenerator class with platform-specific templates

      • Implement generate_post() method with business type, audience, platform, goal inputs
      • Integrate with LLM API (OpenAI GPT-4/Claude/Gemini) through abstraction layer
      • Generate hook, caption, CTA, hashtags with 3 variations
      • Requirements: 1.1-1.8, 10.3

    • [ ]* 4.2 Write property test for content generation

      • Property 1: Content Generation Performance
      • Validates: Requirements 1.1

    • [ ]* 4.3 Write property test for platform optimization

      • Property 2: Platform-Specific Content Optimization
      • Validates: Requirements 1.2, 1.3, 1.4

    • [ ]* 4.4 Write property test for content variations

      • Property 3: Content Variation Generation
      • Validates: Requirements 1.5

    • 4.4 Implement content batch generation

      • Add generate_content_batch() method for strategy alignment
      • Implement thematic consistency across batches
      • Add language support (English, Hindi, Tamil, Hinglish)
      • Requirements: 1.8, 7.1-7.4

  • 5. Implement Hit Prediction Engine component

    • 5.1 Create PostAnalysis model with multi-dimensional scoring

      • Implement hook strength analysis (0-10 scale)
      • Implement CTA clarity scoring (0-10)
      • Calculate length optimization ratio
      • Score hashtag relevance (0-10)
      • Classify emotional tone
      • Calculate platform compatibility index
      • Requirements: 2.1

    • 5.2 Implement HitScore calculation with weighted formula

      • Calculate composite score: Hook×0.3 + CTA×0.25 + Platform×0.2 + Hashtag×0.15 + Emotion×0.1
      • Categorize as High (80-100), Medium (60-79), Low (0-59)
      • Add confidence intervals for predictions
      • Requirements: 2.2, 2.4

    • [ ]* 5.3 Write property test for score calculation

      • Property 6: Weighted Score Calculation
      • Validates: Requirements 2.2

    • 5.3 Implement improvement suggestion generation

      • Generate specific suggestions for scores < 70
      • Target lowest-scoring dimensions with concrete examples
      • Incorporate historical data when available
      • Requirements: 2.3, 2.6

    • [ ]* 5.4 Write property test for improvement suggestions

      • Property 7: Improvement Suggestions
      • Validates: Requirements 2.3

    • [ ]* 5.5 Write property test for engagement categorization

      • Property 8: Engagement Categorization
      • Validates: Requirements 2.4

  • 6. Implement Positioning Engine component

    • 6.1 Create platform recommendation logic

      • Analyze audience demographics × content type compatibility
      • Recommend primary/secondary platforms with confidence scores
      • Include rationale: audience match %, format suitability, competitive analysis
      • Requirements: 3.1, 3.5

    • 6.2 Implement timing optimization

      • Recommend posting windows in 30-minute intervals
      • Account for timezone differences and audience online behavior
      • Use platform-specific engagement patterns
      • Requirements: 3.2

    • [ ]* 6.3 Write property test for platform recommendations

      • Property 10: Platform Recommendation Generation
      • Validates: Requirements 3.1

    • 6.3 Implement format and funnel stage recommendations

      • Recommend formats: Reel, Carousel, Single Image, Text Post, Story
      • Classify posts into Awareness, Consideration, Conversion stages
      • Provide stage-specific optimization recommendations
      • Requirements: 3.3, 3.4

    • 6.4 Add personalization and A/B testing

      • Analyze historical posting patterns when accounts connected
      • Provide A/B testing recommendations with predicted outcomes
      • Requirements: 3.6, 3.7

    • [ ]* 6.5 Write property test for personalized recommendations

      • Property 15: Personalized Recommendations
      • Validates: Requirements 3.6

  • 7. Checkpoint - Core AI components validation

    • Test content generation with all platform types
    • Verify hit prediction scores follow weighted formula
    • Confirm positioning recommendations include rationales
    • Ensure all components integrate correctly
    • Ask the user if questions arise.

  • 8. Implement Strategy Planner component

    • 8.1 Create strategy generation from business profile

      • Generate 3-5 content pillars with themes and messaging frameworks
      • Create campaign concepts aligned with objectives and trends
      • Incorporate industry best practices for content mix (40/30/20/10)
      • Requirements: 4.1, 4.2, 4.6

    • [ ]* 8.2 Write property test for content pillar generation

      • Property 17: Content Pillar Generation
      • Validates: Requirements 4.1

    • 8.2 Implement content calendar generation

      • Generate 7-day calendar: daily schedule, platform distribution, formats
      • Generate 30-day calendar: weekly themes, campaign phases, checkpoints
      • Ensure thematic consistency and logical progression
      • Requirements: 4.3, 4.4

    • [ ]* 8.3 Write property test for calendar generation

      • Property 19: Calendar Generation
      • Validates: Requirements 4.3, 4.4

    • 8.3 Add strategy documentation and historical learning

      • Generate documentation with rationale, outcomes, resources, risks
      • Analyze historical performance to improve future strategies
      • Requirements: 4.7, 4.8

  • 9. Implement Visual Generator component

    • 9.1 Integrate with image generation API

      • Generate clean product images meeting commercial standards
      • Create promotional banners in 16:9, 1:1, 9:16 ratios
      • Produce platform-optimized layouts with correct dimensions
      • Requirements: 5.1-5.3, 10.3

    • [ ]* 9.2 Write property test for dimension compliance

      • Property 22: Dimension Compliance
      • Validates: Requirements 5.2, 5.3

    • 9.2 Implement brand guideline compliance

      • Apply brand colors, typography, logo usage rules
      • Generate 3-5 design variations per request
      • Maintain consistent styling for product catalogs
      • Requirements: 5.5, 5.7, 5.8

    • [ ]* 9.3 Write property test for visual variations

      • Property 23: Visual Variation Generation
      • Validates: Requirements 5.8

    • 9.3 Add cultural adaptation for visuals

      • Adapt design elements for different language groups
      • Use appropriate color symbolism and imagery
      • Requirements: 7.7

  • 10. Implement Reel Builder component

    • 10.1 Create video processing pipeline with FFmpeg/moviepy

      • Use generated images as video frames with motion effects
      • Add clean text overlays with 2-3 second timing
      • Apply smooth transitions (fade, slide, zoom, cut)
      • Requirements: 6.1-6.3, 10.4

    • [ ]* 10.2 Write property test for reel assembly

      • Property 25: Reel Assembly
      • Validates: Requirements 6.1

    • 10.2 Implement music synchronization and export

      • Sync visual transitions to musical beats when music selected
      • Export 6-10 second reels in 9:16 aspect ratio
      • Include platform-optimized metadata and hashtags
      • Provide multiple editing style options with previews
      • Requirements: 6.4, 6.6-6.8

    • [ ]* 10.3 Write property test for music synchronization

      • Property 28: Music Synchronization
      • Validates: Requirements 6.6

    • [ ]* 10.4 Write property test for export metadata

      • Property 30: Export Metadata
      • Validates: Requirements 6.8

  • 11. Checkpoint - Content creation pipeline validation

    • Test complete workflow: strategy → content → visuals → reel
    • Verify all components maintain data consistency
    • Confirm performance meets requirements (5s content, 10s visuals, 30s reels)
    • Ensure error handling works for all failure scenarios
    • Ask the user if questions arise.

  • 12. Implement Automation System component

    • 12.1 Create content library and scheduling system

      • Store posts with metadata: creation date, platform, scheduled time
      • Schedule based on positioning recommendations
      • Detect and resolve scheduling conflicts (2-hour window)
      • Requirements: 8.1-8.3

    • [ ]* 12.2 Write property test for content storage

      • Property 33: Content Storage
      • Validates: Requirements 8.1

    • 12.2 Implement approval workflow and notifications

      • Require user approval with 24-hour advance notice
      • Send preview notifications 1 hour before scheduled time
      • Support emergency cancellation capability
      • Requirements: 8.4, 8.5

    • [ ]* 12.3 Write property test for approval workflow

      • Property 36: Approval Workflow
      • Validates: Requirements 8.4

    • 12.3 Add status tracking and batch scheduling

      • Maintain status: draft, approved, scheduled, published, completed
      • Provide calendar visualization of scheduled content
      • Support batch scheduling with single approval workflow
      • Requirements: 8.6, 8.8

    • 12.4 Implement social media API integration

      • Automatically publish content at scheduled times
      • Capture publication confirmation and log errors
      • Implement OAuth 2.0 with minimal permissions
      • Requirements: 8.7, 13.5

  • 13. Implement Bharat Mode multilingual support

    • 13.1 Add language detection and translation

      • Detect user input language automatically
      • Suggest translation when user/audience language mismatches
      • Support English, Hindi, Tamil, Hinglish content generation
      • Requirements: 7.1-7.6, 7.8

    • [ ]* 13.2 Write property test for language detection

      • Property 31: Language Detection and Adaptation
      • Validates: Requirements 7.8

    • 13.2 Implement cultural adaptation

      • Incorporate region-specific cultural references and festivals
      • Use appropriate colloquial expressions and honorifics
      • Support natural code-switching in Hinglish
      • Requirements: 7.6

    • 13.3 Add UI language support

      • Support English and Hindi interface languages
      • Localize help content and navigation
      • Requirements: 14.6

  • 14. Implement integrated workflow system

    • 14.1 Create guided workflow from strategy to publication

      • Generate complete strategy after business profile setup
      • Create content batches aligned with calendar
      • Generate corresponding visual assets
      • Automatically trigger reels when video superiority indicated
      • Requirements: 9.1-9.4

    • [ ]* 14.2 Write property test for initial strategy generation

      • Property 41: Initial Strategy Generation
      • Validates: Requirements 9.1

    • 14.2 Add hit scoring and positioning to workflow

      • Calculate hit scores for all generated content
      • Provide integrated platform/timing recommendations
      • Schedule content after user approval with proper spacing
      • Require final approval before publication
      • Requirements: 9.5-9.8

    • 14.3 Implement workflow state persistence

      • Allow pausing, resuming, modifying any stage
      • Maintain state without data loss
      • Provide progress tracking visualization
      • Requirements: 9.9, 9.10

  • 15. Implement frontend dashboard

    • 15.1 Create React TypeScript dashboard with Tailwind CSS

      • Implement responsive design for desktop and mobile
      • Use component library (ShadCN/Radix) for consistent UX
      • Create intuitive navigation and visual hierarchy
      • Requirements: 10.1, 14.1

    • 15.2 Implement content creation interfaces

      • Business profile setup wizard
      • Content generation with platform selection
      • Visual and reel preview interfaces
      • Strategy and calendar visualization
      • Requirements: 14.4, 14.5

    • 15.3 Add accessibility features

      • Screen reader compatibility and keyboard navigation
      • Sufficient color contrast ratios (WCAG 2.1 AA)
      • Progressive disclosure of advanced options
      • Requirements: 14.3

    • 15.4 Implement approval and scheduling interfaces

      • Approval workflow with notification management
      • Calendar view of scheduled content
      • Batch scheduling interface
      • Publication status tracking
      • Requirements: 8.6, 9.10

  • 16. Checkpoint - Full system integration

    • Test complete user journey: profile → strategy → content → approval → publication
    • Verify all components work together seamlessly
    • Confirm data flows correctly between frontend and backend
    • Test error handling and recovery across entire system
    • Ask the user if questions arise.

  • 17. Implement security and performance features

    • 17.1 Add authentication and authorization

      • Implement secure password hashing (bcrypt/Argon2)
      • Add multi-factor authentication support
      • Enforce role-based access control (users access own data only)
      • Requirements: 13.2, 13.3

    • [ ]* 17.2 Write property test for security implementation

      • Property 50: Security Implementation
      • Validates: Requirements 13.1, 13.2, 13.3, 13.5

    • 17.2 Implement encryption and audit logging

      • Use TLS 1.3 for data in transit
      • Implement audit logging with tamper-evident storage
      • Add rate limiting and input sanitization
      • Requirements: 13.1, 13.6, 10.9

    • 17.3 Add performance optimization

      • Implement caching with Redis for frequent operations
      • Add database query optimization and indexing
      • Implement async processing for long-running tasks
      • Requirements: 11.1-11.6

    • [ ]* 17.4 Write property test for performance under load

      • Property 51: Performance Under Load
      • Validates: Requirements 11.1, 11.2, 11.3, 11.4, 11.5, 11.6

    • 17.4 Implement fault tolerance and monitoring

      • Add graceful degradation for component failures
      • Implement retry logic with exponential backoff
      • Add health checks and performance metrics
      • Requirements: 12.2, 12.5, 12.6

  • 18. Implement testing infrastructure

    • 18.1 Set up property-based testing with Hypothesis

      • Configure 100+ iterations per property test
      • Implement test data generation strategies
      • Add property test tagging and reporting
      • Requirements: Testing Strategy section

    • 18.2 Create comprehensive test suite

      • Unit tests for business logic and edge cases
      • Integration tests for component interactions
      • API tests for all endpoints
      • Security tests for authentication and authorization
      • Requirements: 15.1

    • 18.3 Set up CI/CD pipeline

      • Automated testing on push/pull request
      • Coverage reporting (target >80%)
      • Performance and load testing
      • Security vulnerability scanning
      • Requirements: 15.6

  • 19. Final checkpoint - Production readiness

    • Run full test suite including property tests
    • Verify all 55 correctness properties pass
    • Conduct performance testing with 1000 concurrent users
    • Complete security audit and vulnerability assessment
    • Ensure all requirements are implemented and tested
    • Ask the user if questions arise.

  • 20. Deployment and documentation

    • 20.1 Create deployment configuration

      • Docker containerization for all components
      • Environment-based configuration management
      • Cloud deployment templates (AWS/Azure/GCP)
      • Infrastructure-as-code (Terraform/CloudFormation)
      • Requirements: 10.10, 15.4

    • 20.2 Implement monitoring and observability

      • Comprehensive logging with structured format
      • Metrics collection for performance analysis
      • Distributed tracing for request tracking
      • Alerting for critical system components
      • Requirements: 12.6, 15.5

    • 20.3 Create documentation

      • API specifications with OpenAPI/Swagger
      • Deployment guides and troubleshooting procedures
      • Architectural decision records
      • User guides and onboarding tutorials
      • Requirements: 15.3, 14.2

    • 20.4 Final validation and handoff

      • User acceptance testing with real scenarios
      • Disaster recovery testing and rollback procedures
      • Compliance verification (Indian data protection regulations)
      • Performance benchmarking against requirements
      • Requirements: 12.1, 12.3, 13.4

Notes

  • Tasks marked with * are optional and can be skipped for faster MVP
  • Each task references specific requirements for traceability
  • Checkpoints ensure incremental validation and early feedback
  • Property tests validate universal correctness properties from design
  • Unit tests validate specific examples and edge cases
  • Performance requirements: content generation <5s, visuals <10s, reels <30s
  • Security requirements: TLS 1.3, secure hashing, RBAC, audit logging
  • Target test coverage: >80% for critical business logic
  • Deployment: Docker containers with cloud infrastructure templates