You vibe coded it. Now let's make sure it's not a liability.

 

You used AI tools to build something real, and that's impressive. You have a working product, maybe even paying users. But deep down, you know the truth: you're not sure what's actually happening under the hood.  Is the architecture sound? Is your users' data secure? Could a single bad request take the whole thing down?

You don't need to start over. You need a professional engineering team to tell you exactly where the risks are, and give you a clear path to fix them - before your users find out the hard way. 
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Made for founders who built fast - and now need confidence that it's built right.

AI coding toos like Claude Code, Lovale, and Replit made it possible to go from idea to prototype in days instead of months. That's a game-changer. But here's what nobody warns you about when you get started:

AI can generate functional code. It cannot architect a production-grade system. If any of this sounds familiar, you're in the right place:

  • You're not confident your platform could survive a security audit - or even a spike in traffic.

  • Features that worked in testing are breaking in production, and you don't know why.

  • You ripped out an intregration (Twilio, Stripe, a third-party API) because it was too painful to get working reliably.

  • You have no roadmap - just a growing list of things that feel urgent.

  • You're balancing the pressure to launch with the fear that your foundation isn't solid.

You're not alone. We've heard this story from hundreds of founders, and the pattern is always the same.

You got working code shockingly fast, then you started hitting walls. You need professional engineers to intsall engineering discipline into your roadmap and ensure all shipped code is clean, scalable, and secure.
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Here's what we've found inside vibe-coded products.

We don't just scan your code. We deploy your system and try to break it. Load testing. Penetration testing. SQL injection attempts. We use tools like SonarQube to surface every vulnerability and risk.

Here's what we've found in real vibe-coded products from founders just like you: The hard truth is that your system will break if you don't have professional engineering oversight. The only question is whether you find out now, on your terms, or later, when your business - or your users' businesses - relies on a tool that starts to show its cracks.

The VibeLab.  

The VibeLab is a full-spectrum technical and strategic assessment designed to tell you exactly where you stand and what to do next.

A full codebase audit:

We run your code through industry-standard analysis tools to surface technical debt, code quality issues, and structural weaknesses with real data.

Security & vulnerability assessment:

We test for SQL injection, authentication weaknesses, data exposure risks, and more. We don't just tell you what's wrong - we show you how easily it could be exploited.

Load testing & stress testing:

We deploy your system and push it until it breaks. You'll know exactly how much traffic your product can handle before it falls over — and what needs to change.

Technical roadmap & remediation plan:

You walk away with a prioritized roadmap for reducing technical debt, re-architecting critical components, and building toward a stable, scalable foundation. This becomes your blueprint for what to fix first, what can wait, and why.

By the end of two weeks, you'll have total clarity on where your product stands technically — and a professional plan for where it needs to go.

 
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From VibeLab to real engineering.

The VibeLab gives you the truth about your product. But knowing what's broken is only half the story. For founders who want to move forward after the assessment, Designli offers a lean, AI-augmented engineering team, purpose-built for products that started with vibe coding and are ready to graduate to professional engineering practices.

Your team will use the same AI-powered tools you're familiar with, but now every line of code is reviewed and approved by a senior-level engineer before it touches your live product.

This is AI-powered development done right: the speed you're used to, with the engineering discipline your product needs to scale.
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"When using AI tools to code my platform, once I got to that final 20%, the more I tried to optimize and finalize, the more bugs started being added to the system. That and data security - if nobody wants to put their data into my platform because they feel like it's insecure, the idea doesn't work. Designli helped audit my code and got me on stable footing with professional engineering oversight."

See all Designli Reviews

Don't wait for your product to break in production.


You’ve built something real with AI. Now it's time to make sure it's ready for the real world.

VibeLab gives you total transparency into your product's technical health, and a roadmap to get it where it needs to be.

Two weeks, and a money-back guarantee.