From Cursor prototype to SaaS in 6 weeks: how a solo founder launched his AI-built app
A solo founder built a working app with AI tools, but got stuck when it needed to go to production. How we went from prototype to scalable SaaS together.
Before you scale, invest, or hand over
You built your MVP with Lovable or ChatGPT, tutorials and pure momentum. It works - sort of. But before you scale, invest, or hand it over to real developers, let us review the foundation. We'll tell you what holds up, what breaks under pressure, and what you can keep.
Our senior developers analyze your codebase with 15+ years of experience and identify critical issues and opportunities.
Get concrete recommendations with prioritized action items, not vague suggestions.
Understand what to fix now and what later, and get a roadmap that grows with your growth.
Real-world projects where we applied Vibe Coding Audit to deliver results.
A solo founder built a working app with AI tools, but got stuck when it needed to go to production. How we went from prototype to scalable SaaS together.
If you’re nodding: you’re not alone. We see this all the time - and we’re here to help, not judge.
Vibe coding is ideal for building quick POCs, but AI‑generated code often lacks the structure, scalability, and maintainability needed for production. AI may deliver something that runs, but debugging, edge cases, and real-world use often expose weak spots.
AI gets you about 80% of the way there - but the last critical 20% (edge‑case logic, performance optimizations, error handling) is often missing. That can leave you stuck needing a senior engineer to clean up AI-generated spaghetti.
If most of your app is written by AI, you may not fully understand what the code does - or why it works. That makes debugging, onboarding new devs, or handing over your stack risky.
Tools like Supabase, Lovable, Firebase or Vercel make it easy to get started - but they often come with vendor lock-in you didn't plan for. What looks like a quick win early on can make it hard (or expensive) to switch later.
AI-generated code can contain unrecognized security vulnerabilities: exposed API keys, SQL injections, insecure auth logic, or XSS vulnerabilities. Without rigorous security checks, your app can go live with major flaws you never detected.
Because AI writes code you didn't intend, tracing bugs and logic errors is harder than fixing code you wrote yourself. Regenerating or copy-pasting until 'something works' often introduces inconsistencies and breaks expected behavior.
Investors respect founders who use AI sparingly - especially if you can demonstrate scalable, robust code. Pure vibe-coded apps often struggle to stand out among the sea of AI prototypes and may lack the 'technical depth' VCs expect even at seed stage.
We don’t think vibe coding is evil. In fact, we use AI ourselves. The problem isn’t using AI - it’s not knowing what you don’t know about the code it creates.
We use vibe coding ourselves. It’s a powerful way to move fast, explore ideas, and build momentum. But speed without structure often leads to hidden issues that only show up when you try to scale or hand things over. In the hands of an experienced developer, AI becomes a creative accelerator. Without that context, it can quietly become technical debt.
Jeroen , 010 Coding Collective
You've built something with Lovable, ChatGPT or Cursor. It works, but is it production-ready? We review your code and honestly tell you what's needed.
Best for: anyone who wants to know where they stand
A 2-hour review session to check the vibe of your build and help you see what works and what's risky.
Best for: solo founders, AI-coded MVPs, early no-code builds
We roll up our sleeves, audit your actual code or tool logic, and give you detailed, prioritized feedback.
Best for: founders preparing to scale, hand over to devs, or pitch
* Pricing is indicative and depends on specific project requirements and scope.
We always start with a free consult. In 30-60 minutes, we look at your code together, discuss your situation, and give honest advice. Then we determine the best next steps together. No obligations.
Possible next steps:
Our team has extensive experience with the technologies behind Vibe Coding Audit. Discover which team members are specialized in this area.
From AI prototypes that need to be production-ready to strategic advice, code audits, or ongoing development support. We're happy to think along about the best approach, no strings attached.
In 1.5 hours we discuss your project, challenges and goals. Honest advice from senior developers, no sales pitch.