Prompt2Prod

What is AI Code Hardening & Production Readiness?

This service assesses and improves AI-generated and vibe coded projects to make them ready for production. It addresses issues related to security, scalability, performance, and maintainability, ensuring that AI-built code can operate reliably in real-world environments.

Who is it for?

It is designed for developers, engineering teams, and startups who have built prototypes, MVPs, or inherited AI-generated codebases. It helps those needing to transition from quick AI builds to stable, secure, and scalable production systems.

How is it priced?

The pricing model is based on scope, typically starting with a fixed-price assessment followed by quotes for hardening work. Check the website for specific pricing details.

How does it compare to alternatives?

This service specializes in evaluating and hardening AI-generated code specifically, offering targeted security, performance, and architecture improvements. It emphasizes senior engineering judgment and direct work on existing codebases, unlike generic code review or rewrite services.

Key features

• Security hardening through OWASP-aligned audits and fixes
• Performance profiling and targeted optimizations
• Architecture review and scalability planning
• Assessment of AI-generated code for security, bugs, and maintainability
• Targeted fixes to improve security, performance, and robustness

Use cases

A startup with an AI MVP needing to ensure security and scalability before launch.

A development team inheriting AI-generated code that requires refactoring and hardening for production.

An AI project that has broken in production due to security gaps or performance issues, needing targeted fixes.