Prompt2Prod

Vibe coding means building software quickly using AI tools — describing what you want and letting the AI write the code. It is a powerful way to move fast and prove an idea. The problem is the output often lacks test coverage, skips security fundamentals, accumulates hidden technical debt, and has no coherent architecture. When the project grows or goes live with real users, it starts to break in ways that are hard to debug and expensive to fix. That is where we come in.

Yes — in most cases it is far more efficient to harden the existing AI-generated code than to rewrite it. We assess what was generated, identify every gap in security, scalability, and correctness, then apply targeted fixes to bring it up to production standard. The goal is always to preserve what works and repair what does not.

An AI MVP proves the idea — it works well enough to validate assumptions and get early feedback. A production-ready solution is reliable under real load, secure against real attacks, observable when things go wrong, and maintainable as the product evolves. The gap between the two is typically architecture, testing, security hardening and operational readiness — exactly what we address.

We fix what is there wherever possible. Full rewrites are slow, risky, and usually unnecessary. We assess the existing code, identify what needs to change, and make targeted improvements — preserving working functionality while replacing the parts that are genuinely unsalvageable.

AI-generated code commonly skips or misimplements authentication, exposes secrets in environment handling, omits input validation, and misses OWASP Top 10 vulnerabilities. We audit for all of these systematically, remediate every critical finding, and deliver a documented record of what was changed and why.

We work with code generated by any AI tool — Cursor, GitHub Copilot, ChatGPT, Claude, Gemini, Bolt, Lovable, v0, or any combination. The specific tool that generated the code does not change the assessment process; we evaluate what is there, not how it was produced.

Quickly. There are no long procurement cycles or onboarding periods. We typically respond within hours, run a focused assessment call, and can begin a full codebase assessment within days.

Pricing follows the scope of work. Most engagements begin with a clearly scoped production-readiness assessment at a fixed price, after which hardening and recovery work is quoted against an agreed plan. You always know what you are committing to before work begins.