Your AI-generated code isn't production safe
Cursor, Copilot or ChatGPT wrote it — but it's fragile, insecure, or won't scale beyond a few users.
Specialising in AI-generated & vibe coded projects
Your AI Project,
Your AI Project,
Made Production Ready
We take AI-generated code, vibe coded projects and AI MVPs — and engineer them into production-ready solutions. Scalable, secure and performant, without starting over.
AI code → production ready
Vibe coded rescue
MVP → scalable product
No unnecessary rewrites
When to call us
Built for the reality of AI-generated projects
AI tools let you build fast. But fast-built isn't production-ready. If any of these sound familiar, you're in the right place.
Your vibe coded project is breaking
Fast and fun to build, now impossible to maintain — full of hidden bugs, no tests, and no one fully understands it.
Your AI MVP needs to become a real product
The prototype proved the idea — now you need it to hold up under real users, real load, and real scrutiny.
Security holes from generated code
AI-generated code routinely skips auth flows, exposes secrets, and misses input validation at the boundaries that matter most.
Performance collapses under real load
Works fine locally. Falls apart in production — slow APIs, N+1 queries, and infrastructure costs that don't make sense.
You can't ship new features safely
The codebase is a tangle of AI output nobody fully owns. Every change feels risky and every release is stressful.
These are exactly the problems we were built to solve. Tell us about your project →
What we do
From AI-generated to production-ready
Three core problems, solved with precision. Whether you vibe coded a prototype, used AI to build an MVP, or inherited a pile of generated code — we make it production-ready.
AI Code → Production Ready
Audit and harden AI-generated code for scalability, security and performance. We assess every gap the generator skipped — auth flows, input validation, error handling, data integrity — and close them with targeted, documented fixes.
Scalable, secure, performant
AI MVP → Production Solution
Your AI-built prototype proved the idea — now it needs to hold up. We take it the rest of the way: proper architecture, test coverage, observability, and the resilience real users demand. The business case stays intact; the codebase gets the foundation it was missing.
From prototype to product
Vibe Coded Project Rescue
Vibe coding moves fast but leaves behind fragile, undocumented, hard-to-change code. We untangle the mess, fix what's broken, address the security gaps, add tests, and hand you back a codebase you can confidently maintain and build on.
Fixed, documented, maintainable
AI Codebase Security Hardening
AI tools regularly produce code that skips security fundamentals — exposed secrets, broken authentication, missing authorization, no input sanitization. We conduct a full OWASP-aligned audit and remediate every critical finding before it becomes a breach.
Compliant, auditable, protected
Performance Optimization
AI-generated code is rarely written with performance in mind. Slow APIs, N+1 queries, bloated bundles and runaway infrastructure costs all have diagnosable causes. We profile your system, find the real bottlenecks, and ship targeted optimizations that make a measurable difference.
Faster, leaner, cheaper to run
Architecture Review & Scalability
AI output often lacks coherent structure — modules that do too much, no separation of concerns, and no plan for growth. We introduce sound architectural patterns and a scalability strategy that fits your product and team, without unnecessary complexity.
Built to scale, built to last
Not sure which service fits your situation?
Describe your project
Describe your project and we'll tell you exactly where to start.
The process
From AI-generated to production-ready, fast
No long procurement cycles. No months of onboarding. A direct path from vibe code to production confidence.
01
Reach out
Send a message describing your project — what you've built, what tool or approach you used, and what's not working or worrying you. No lengthy forms, no gatekeeping. You'll hear back directly, typically within hours.
02
Project assessment call
A focused 30–45 minute call to understand the full picture: what you've built, how it was built, where it's falling short, and what production-ready looks like for your context. We come prepared and ask direct questions — no generic script.
03
Production readiness report
We audit your codebase for security vulnerabilities, scalability gaps, performance issues and maintainability problems. You receive a clear, prioritized report: every finding, every risk, and a concrete plan for what to fix first.
This can be a standalone deliverable if you'd prefer to proceed with your own team.
04
Hardening & delivery
We work through the findings systematically — closing security gaps, improving architecture, adding test coverage, and tuning performance. Regular progress updates, no surprises, and a handover that leaves your team fully up to speed.
The AI advantage
We understand AI code
We understand AI code
because we build with AI
We use the same tools your project was built with — Cursor, Copilot, Claude — as part of our daily workflow. That means we understand exactly what AI code looks like, where it cuts corners, and how to harden it without guessing.
The difference is judgment. AI tools accelerate analysis and implementation; senior engineering experience decides what actually needs to change and proves that it works. The result is faster, more thorough assessment than a purely manual review — and higher-quality fixes than an AI could produce alone.
We know where AI code cuts corners
Pattern recognition from working with AI-generated code daily means we find the gaps quickly — without missing the subtle issues a surface scan would overlook.
Faster assessment, deeper coverage
AI-assisted codebase analysis lets us cover more ground, faster — so the report you receive is comprehensive, not sampled.
Fixes that actually hold up
Every change is reviewed, tested and verified by a senior engineer. No new AI output dropped in without understanding — production-ready means genuinely reliable.
Security patterns AI tools miss
We audit for the specific security anti-patterns AI tools commonly introduce — and fix them before they become a breach.
Technical capabilities
We work across your entire stack
AI tools generate code across every layer. We harden it across every layer — from frontend to cloud infrastructure, wherever the gaps live.
Backend & APIs
Node.jsPythonTypeScriptRESTGraphQLMicroservicesServerless
Frontend
ReactNext.jsVueTypeScriptTailwind CSSWeb performance
Data & storage
PostgreSQLMongoDBRedisSQL optimizationData modeling
Cloud & infrastructure
AWSGCPDockerKubernetesTerraformCI/CD
AI & LLM integration
LLM integrationOpenAI APIsRAG pipelinesAgentic systemsAI code review
Security & compliance
OWASP auditsGDPRAuth systemsSecret managementVulnerability review
Why Prompt2Prod.AI
Senior judgment in the post-AI era
We were built specifically for the challenges AI-generated and vibe coded projects create. We use the same tools your project was built with — and we know exactly where they produce code that isn't ready for production.
The skill isn't just writing code or reviewing it. It's knowing which AI-generated patterns are genuinely dangerous, which are just inelegant, and which to leave entirely alone. That pattern recognition comes from building real production systems and from working with AI code every day.
You work directly with a senior engineer — no account managers in between. Honest assessments, clear communication, and every decision driven by what your project and your users actually need.
Fast ramp-up, no hand-holding
We come up to speed on your codebase in days. Senior engineers don't need six weeks of onboarding to be productive.
Direct, plain-language communication
No jargon, no hedged answers. We explain technical situations in terms that support real business decisions.
Business outcomes first
Every technical decision weighs your real constraints — deadline, budget, team size. The goal is the outcome, not the architecture.
Everything documented
All work ships with documentation. When we step out, your team understands what was done, why, and how to maintain it.
Response in hours
Inquiries get a direct reply the same day, not a ticket in a queue.
Readiness report in days
A thorough production readiness assessment and prioritized action plan in days.
Senior-only
You work with an experienced engineer directly — never handed off to a junior team.
No rewrites by default
We fix and harden what's there — a full rewrite is only ever the last resort.
Questions & answers
Frequently asked questions
Straight answers about making AI-generated and vibe coded projects production-ready.
What is vibe coding and why does it need rescue?
Vibe coding means building software quickly using AI tools — describing what you want and letting the AI write the code. It's 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's where we come in.
Can AI-generated code actually be made production-ready?
Yes — in most cases it's 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 doesn't.
What's the difference between an AI MVP and a production-ready solution?
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.
Do you rewrite the whole codebase or fix what's there?
We fix what's 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.
How do you handle security in AI-generated codebases?
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.
Which AI coding tools do you work with?
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 doesn't change the assessment process; we evaluate what's there, not how it was produced.
How fast can you assess my project?
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.
How do you price this kind of engagement?
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're committing to before work begins.
Get in touch
AI-generated. Vibe coded.
AI-generated. Vibe coded.
Let's make it production-ready.
Send a message with a brief description of your project — what you've built, how it was built, and what needs to be production-ready. We'll respond directly, usually within a few hours.
hello@prompt2prod.aiWhat to include in your message
- What you've built and how — vibe coded, Cursor, Copilot, ChatGPT, etc.
- What's not working, worrying you, or blocking you from going live
- Your timeline or deadline — if it's urgent, say so clearly
- Your tech stack, if you know it (don't worry if you're not sure)