
AI-Generated & Vibe Coded Projects

AI-Generated & Vibe Coded Projects
Prompt2Prod is a service that takes AI-generated code, vibe coded projects, and AI-built prototypes and transforms them into production-ready software. The primary function is to audit, harden, and restructure code created by tools such as Cursor, Copilot, or ChatGPT so that it becomes scalable, secure, and maintainable. The service focuses on closing gaps that AI coding tools commonly skip, including authentication flows, input validation, error handling, and data integrity, without requiring the user to start the project from scratch. The service addresses three core problem areas. First, it audits and remediates AI-generated code for security vulnerabilities, typically running an OWASP-aligned assessment to identify and fix issues like exposed secrets, broken authentication, and missing input sanitization. Second, it profiles systems for performance bottlenecks, such as slow APIs, N+1 queries, and inefficient infrastructure costs, then implements targeted optimizations. Third, it untangles poorly structured codebases, adds proper test coverage, implements observability, and documents the fixes, resulting in a codebase that is maintainable and can be confidently built upon. Typical use cases include taking a prototype that proved a business idea but cannot scale beyond a few users, fixing a "vibe coded" project that has become fragile and difficult to maintain, or converting an AI-generated MVP into a production-grade product. The workflow generally begins with the user submitting details about their project, including how it was built, what issues they are facing, their timeline, and their tech stack. The service then assesses the code, addresses security, performance, and architectural gaps, and returns a production-ready solution that is compliant, auditable, and performant under real user load.