Make AI-generated code production-ready – From prototype to stable application
Your AI-generated prototype has auth gaps, no logging, no tests? I make it production-ready — with clean architecture, security, and deployment.
❌ "Our AI prototype is not deployable"
❌ "Legacy PHP keeps breaking"
✅ Solution: Refactoring + modern React UIs
My Specializations
From AI prototype to production-ready application
AI generates prototypes quickly — but not production-ready systems. I build the missing backend, security, and tests.
AI Prototype → Production
Database connection, API endpoints, authentication, and logging — everything an AI prototype lacks but needs for production.
Backend Infrastructure
Database connection, API endpoints, authentication, and logging — everything an AI prototype lacks but needs for production.
Code Review & Refactoring
Analysis and refactoring of AI-generated code: close security gaps, optimize performance, add tests, and prepare deployment.
Problems I solve for you
- ✖️ Non-deployable AI prototypes
- ✖️ Code without tests, auth, or logging
- ✖️ Unmaintainable "copy-paste" chatbot code
- ✖️ Frontend without API and security concept
Instead: Complete production architecture with security and tests.
"I already had 3 AI prototypes built — none of them runs in the cloud."
– That is exactly where I step in.
From AI experiment to stable application
📉 Before: PHP monolith with 12k lines, no testing, constant outages.
📈 After: API-first architecture + React dashboard, outage rate -95%.
🤖 Before: AI-generated React app without backend — data only in localStorage.
⚡ After: Complete Java Spring API, PostgreSQL, JWT auth + clean UI.
AI Code — FAQs
"Why not just let ChatGPT continue?"
Because ChatGPT does not write production code. No monitoring, no security, no scaling. I turn prototypes into real products — exactly where AI stops.
"How do you ensure the code is secure?"
I perform a security audit, close OWASP Top 10 gaps, implement auth, and prepare the code for production — with tests and monitoring.
"What does production hardening of an AI prototype cost?"
Fixed price after analysis. After a free quick check of your AI code, you receive an effort estimate and implementation plan.
AI code refactoring specialist — from prototype to production
I specialize in making AI-generated prototypes production-ready. From quick experiment to stable, secure application — with architecture, tests, and deployment.
Stack: React, Node.js, Python, Java • Approach: pragmatic, transparent, production-focused.
AI prototype to production?
30 minutes free analysis of your AI code — I will create a production rollout plan.
Send email: kontakt@jloos.devor via LinkedIn / Xing — contact details on request