PoC to Production
Upgrade raw Python scripts, Jupyter notebooks, and LangChain prototypes into secure, enterprise-grade web applications.
Capabilities
Prototype Code Hardening
refactoring raw Python scripts and Jupyter notebooks into modular, maintainable production codebases.
Enterprise Security & Auth
adding OAuth, RBAC, encrypted secret storage, and compliance controls to fragile prototypes.
Production Infrastructure
converting local scripts into containerized web services, background task queues, and resilient APIs.
Scalability & Load Management
optimizing database queries, implementing caching layers, and handling concurrent LLM API requests.
Automated Monitoring & Reliability
setting up error logging, performance tracking, rate limiting, and automated health checks.
Smooth Production Migration
seamless transition from proof-of-concept to live operational software with zero downtime.
How we execute
Code Audit & Risk Mapping
Inspecting fragile Jupyter notebooks or scripts to identify security risks and bottleneck functions.
Backend Refactoring
Converting raw Python functions into structured Next.js/FastAPI microservices with type safety.
Security & UI Layer Injection
Adding Supabase authentication, role-based controls, and clean web UI wrappers.
Production Hardening & Cutover
Load testing, error tracking setup, and deploying to high-availability cloud infrastructure.
Industries we serve
AI Startups & Founders
Upgrading raw proof-of-concepts into multi-tenant, revenue-generating SaaS web products.
Enterprise R&D Teams
Productizing skunkworks AI prototypes into secure internal enterprise web tools.
Professional Services
Transforming internal Python scripts into polished client-facing web portals.
Ready to build intelligent software that moves your business forward?
Book a 20-minute discovery call with our engineering team. We'll analyze your workflow and deliver an actionable technical blueprint.