Your vibecoding project is stuck? We take over.
You launched a project with Cursor, Bolt, Lovable, Replit Agent or Claude Code. The prototype worked. Then bugs piled up, the architecture became unmanageable, and the AI keeps going in circles on the same errors.
That's normal. Vibecoding is powerful for starting fast, but it reaches its limits when the project grows. What you need now is vibe engineering: developers who understand AI-generated code and know how to turn it into a professional product.
At KERN-IT, we don't judge your prototype. We take it as is and make it evolve.
From vibecoding to vibe engineering
Prototype audit
We analyse the AI-generated code: architecture, technical debt, security flaws, dependencies. Not to rewrite it from scratch, but to identify what holds up and what needs to evolve.
Stabilisation & refactoring
We fix structural issues, add missing tests, secure data and set up an architecture that supports growth.
Deployment & production
Your prototype becomes a real product: CI/CD, monitoring, backups, SSL, custom domain. We put you in production for real.
Typical vibecoding problems
"It worked yesterday"
The AI modified a file and everything broke. Without tests and clear architecture, every change is a risk.
"I no longer understand the code"
Generated code accumulated without structure. Nobody knows exactly what each part does.
"I can't deploy"
The project runs locally but impossible to put online. Configuration, database, environment variables: nothing is ready.
"The AI goes in circles"
You ask the same question to the AI and it proposes solutions that recreate the same bug. A human needs to decide.
Our rescue process
1. Free audit
Send us your repo. Within 48h, we give you an honest diagnosis: what's salvageable, what needs redoing, and an estimated budget.
2. Stabilisation
We fix critical issues: security, blocking bugs, architecture. Your prototype becomes functional and predictable again.
3. Professionalisation
Tests, documentation, CI/CD, monitoring. The code is maintainable and can evolve without surprises.
4. Launch
Production deployment with domain, SSL, backups and monitoring. You're live.
Frequently asked questions
In most cases, the prototype is partially salvageable. Business logic and design are often good. What's missing is architecture, tests and security. We evaluate your code for free to give you an honest answer.
Yes. Our team uses AI tools daily for development (Claude Code, Cursor, GitHub Copilot). We understand the code they generate, their patterns and their limits. That's exactly why we know how to take over these projects.
The initial audit is free. Stabilising a simple prototype costs between €5,000 and €15,000. Complete professionalisation (tests, CI/CD, deployment) between €15,000 and €40,000 depending on complexity. Often cheaper than starting from scratch.
Absolutely. Vibe engineering means using AI professionally: with tests, clear architecture, human code review and guardrails. AI accelerates development, but it needs an engineer to steer it.
On the contrary, that's exactly our target. You had the idea and the courage to prototype with AI. Now you need engineers for the next step. We speak business, not just tech.
Vibecoding is asking AI to code and hoping it works. Vibe engineering is steering AI with an architectural vision, tests, code review and a real methodology. The result is a professional product, not a fragile prototype.
Send us your prototype
Free audit within 48h. Tell us where you are and what you want to build. We'll honestly tell you what's possible.