Prompt2Prod.AI is a specialized engineering service that transforms AI-generated code, vibe coded prototypes, and AI MVPs into production-ready applications. Designed for startups, founders, and development teams who have used tools like Cursor, GitHub Copilot, ChatGPT, or Claude to build quickly, Prompt2Prod.AI addresses the critical gaps that AI tools leave behind: security vulnerabilities, scalability issues, performance bottlenecks, and maintainability problems.

What Makes Prompt2Prod.AI Stand Out

AI code hardening: We audit and remediate AI-generated code for security, scalability, and performance, closing gaps in authentication, input validation, and error handling.
Vibe coded project rescue: We untangle fragile, undocumented codebases built through vibe coding, adding tests and structure so you can confidently maintain and evolve the project.
MVP-to-product acceleration: We turn AI-built prototypes that prove the idea into robust, production-ready solutions with proper architecture, observability, and resilience.
Security-first approach: Full OWASP-aligned audits catch common AI anti-patterns like exposed secrets, broken auth, and missing input sanitization.
No unnecessary rewrites: We fix and harden your existing codebase instead of rewriting from scratch, preserving your investment and timeline.

Who Should Use Prompt2Prod.AI

Startups and founders who built a quick AI MVP to validate their idea and now need it to handle real users without falling apart.
Development teams that inherited or created a vibe coded or AI-generated codebase and need to make it secure, scalable, and maintainable before launching.
Product owners facing security or performance issues in AI-generated code who need senior engineering expertise to fix critical gaps fast.

Frequently Asked Questions

What is Prompt2Prod.AI?

Prompt2Prod.AI is a service that takes AI-generated code and vibe coded projects and engineers them to be production-ready—secure, scalable, performant, and maintainable—without requiring a full rewrite.

How does Prompt2Prod.AI work?

You reach out with a description of your project, we have a focused assessment call, we produce a prioritized production readiness report with findings and fixes, then we harden the codebase systematically, delivering documented improvements.

What types of AI-generated code can Prompt2Prod.AI handle?

We work with code generated by any AI tool—Cursor, GitHub Copilot, ChatGPT, Claude, Gemini, Bolt, Lovable, v0, or any combination—across stacks like Node.js, Python, React, Next.js, and cloud infrastructure on AWS or GCP.

Thanos G.

Projects by Thanos G.

Prompt2Prod.AI