Roadmap
From AWS-first architecture review to multi-cloud SaaS platform
Foundation & MVP
Bootstrap project with full-stack architecture and stubbed RAG service for local testing.
Key Features:
- •Full-stack Next.js + FastAPI architecture
- •AWS-focused architecture analysis with pattern matching
- •Dual input modes (text + drag-drop UI)
- •Theme switcher (light/dark mode)
- •Professional and Roast tone modes
- •Structured JSON output with 6 AWS Well-Architected pillars
- •Beautiful risk visualization with severity badges
AI-Powered AWS Analysis
Real AI-powered AWS architecture review using Claude 3.5 Haiku via Amazon Bedrock with inline context.
Key Features:
- •Amazon Bedrock integration with Claude 3.5 Haiku
- •Comprehensive AWS Well-Architected Framework context (~6K tokens)
- •Cost tracking: ~$0.011 per review
- •Graceful fallback to pattern matching
- •AWS service-specific recommendations
- •Token usage logging and cost analysis
- •Provider validation (AWS-only for v1)
Production Deployment
Production API deployed to Railway with Bedrock AI integration and nuclear-level roast mode.
Key Features:
- •Railway production deployment (tesseric-production.up.railway.app)
- •Docker containerization with multi-stage builds
- •Environment variable management for production
- •Production CORS configuration
- •Nuclear-level roast mode (devastating and memorable)
- •Bedrock AI verified working in production
- •Cost: ~$0.011/review + Railway $5-10/month
Frontend Redesign & Brand Identity
Complete frontend redesign with new brand identity, professional layout, and comprehensive SEO optimization.
Key Features:
- •New logo and refreshed color palette
- •Sticky navigation with mobile-responsive menu
- •Professional footer with trust badges and social proof
- •Enhanced marketing sections with clear value proposition
- •Comprehensive SEO optimization (metadata, sitemap, structured data)
- •PWA capabilities with web manifest
- •Mobile-first responsive design
- •Improved user experience and conversion flow
AWS Diagram Parsing
Accept AWS architecture diagrams and drawings as input using Bedrock vision capabilities.
Key Features:
- •Image upload support (PNG, JPG, PDF up to 5MB)
- •Bedrock vision API integration (Claude 3 Sonnet with vision)
- •Architecture component extraction from diagrams
- •Visual element to text conversion
- •Feed extracted text to existing RAG pipeline
- •Cost: ~$0.015-0.023 per diagram analysis
Knowledge Graph & Production Polish
Neo4j knowledge graph integration for visualizing architecture insights, frontend deployed to Vercel with custom domain.
Key Features:
- •Neo4j knowledge graph backend integration
- •Interactive graph visualization at /graph
- •Automatic analysis-to-graph persistence
- •Relationship mapping (Analyses → Findings → AWS Services → Remediations)
- •Deploy frontend to Vercel (tesseric.ca)
- •Custom domain setup with Vercel
- •Production-ready error handling and loading states
- •CI/CD workflows (GitHub Actions for backend/frontend/integration tests)
Review History & Advanced Features
Add persistent review history, rate limiting, monitoring, and enhanced knowledge graph capabilities.
Key Features:
- •Review history storage (DynamoDB or Neo4j time-series)
- •User session tracking (anonymous for now)
- •Rate limiting on backend API (prevent abuse)
- •Monitoring and analytics (Vercel Analytics, backend metrics)
- •Graph query API (search findings, AWS services)
- •Performance optimization (caching, query optimization)
- •Enhanced graph visualization (filtering, search, zoom controls)
Multi-Cloud Expansion
Expand beyond AWS to support Azure, GCP, n8n workflows, and generic system design analysis.
Key Features:
- •Azure Well-Architected Framework support
- •GCP Cloud Architecture Framework support
- •n8n workflow automation analysis
- •Generic SaaS architecture patterns
- •Provider abstraction layer
- •Auto-detection of cloud platform
- •Multi-cloud best practices knowledge base
IaC Analysis
Infrastructure as Code analysis: CloudFormation and Terraform template review.
Key Features:
- •AWS CloudFormation template analysis
- •Terraform HCL parsing and review
- •IaC-specific security checks
- •Resource relationship mapping
- •Cost estimation from infrastructure code
- •Drift detection and compliance checking
SaaS & Multi-Tenancy
Transform into full SaaS product with team accounts, billing, and enterprise features.
Key Features:
- •User authentication (Cognito or Auth0)
- •Team accounts and collaboration
- •Pricing tiers (Free, Pro, Enterprise)
- •Stripe integration for payments
- •Usage tracking and limits
- •Admin dashboard for analytics
- •Slack/Discord integration
- •CLI tool for developers
Current Focus: Review history, rate limiting, and advanced graph features
Multi-cloud support (Azure, GCP, n8n) coming in Phase 5 after AWS path is proven and feature-complete.