Overview
Prompt2Prod.AI is a specialized engineering service that takes AI-generated code, vibe-coded prototypes, and AI-built MVPs and makes them production-ready. The team audits codebases for security vulnerabilities, scalability bottlenecks, performance issues, and maintainability gaps — then applies targeted fixes without unnecessary rewrites. They work across the full stack (Node.js, Python, React, Next.js, PostgreSQL, AWS, etc.) and support code from any AI tool (Cursor, Copilot, ChatGPT, Claude, Bolt, Lovable, v0).
Key Features
- Production Readiness Assessment: A prioritized report of security, scalability, and performance findings with a concrete action plan.
- AI Code Hardening: Fixes auth flows, input validation, error handling, and data integrity gaps common in AI-generated code.
- Vibe Coded Project Rescue: Untangles fragile, undocumented codebases — adds tests, fixes bugs, and improves architecture.
- Security Hardening: OWASP-aligned audits and remediation for exposed secrets, broken authentication, and missing authorization.
- Performance Optimization: Profiles and optimizes slow APIs, N+1 queries, and infrastructure costs.
- Architecture Review: Introduces sound patterns and scalability strategies without over-engineering.
Target Audience
Founders, startups, and product teams who have built an AI-generated or vibe-coded prototype and need it to handle real users, real load, and real security scrutiny — without starting from scratch.
Unique Selling Points
- Senior engineers only — no account managers or junior handoffs.
- Fast ramp-up: responds within hours, assessment in days.
- No rewrites by default: preserves working functionality.
- Everything documented for team handover.
- Works with any AI coding tool and any tech stack.







