Fix ChatGPT / Vibe-Coded App
You or your team vibe-coded an app with ChatGPT/Claude. It sort of works, but now it needs to be production-ready. I clean up the mess.
Sound Familiar?
Code works but you don't understand it
No tests, no documentation
Security holes everywhere
Can't add new features without breaking things
Technical debt is crushing velocity
How I Can Help
Audit AI-generated code for issues
Rewrite security-critical sections
Add proper error handling
Write tests for critical paths
Document architecture and decisions
Refactor for maintainability
AI-generated code can be a great starting point, but it's not production-ready. Missing edge cases, security holes, no error handling, inconsistent patterns.
I've rescued several vibe-coded applications. The process: audit everything, identify critical issues, fix security first, then systematically improve.
The goal isn't to rewrite from scratch - that wastes the working code you have. It's to elevate it to production quality while preserving functionality.
You end up with code that works, is secure, has tests, and can be maintained by any developer.
Why I'm the Right Choice
Fast Diagnosis
I've seen most problems before. Quick assessment, clear plan, fast execution.
Proven Track Record
47+ rescue projects completed. I know what works and what doesn't.
Root Cause Fix
Not just patches. I fix the underlying issues so they don't come back.
Clear Communication
You'll know what's happening, what it costs, and when it'll be done.
Frequently Asked Questions
What causes code works but you don't understand it?
This is a common issue I see in projects that need fix chatgpt / vibe-coded app. Audit AI-generated code for issues
What causes no tests, no documentation?
This is a common issue I see in projects that need fix chatgpt / vibe-coded app. Audit AI-generated code for issues
What causes security holes everywhere?
This is a common issue I see in projects that need fix chatgpt / vibe-coded app. Audit AI-generated code for issues
What causes can't add new features without breaking things?
This is a common issue I see in projects that need fix chatgpt / vibe-coded app. Audit AI-generated code for issues
What causes technical debt is crushing velocity?
This is a common issue I see in projects that need fix chatgpt / vibe-coded app. Audit AI-generated code for issues
How do you audit ai-generated code for issues?
Audit AI-generated code for issues This is part of my standard approach to fix chatgpt / vibe-coded app, refined over 16+ years of experience.
How do you rewrite security-critical sections?
Rewrite security-critical sections This is part of my standard approach to fix chatgpt / vibe-coded app, refined over 16+ years of experience.
How long does fix chatgpt / vibe-coded app take?
Typical timeline is 2-4 weeks. Every project is different, but I'll give you a clear estimate after an initial assessment.
What does the process look like?
Initial call to understand the problem. Quick assessment and clear plan. Weekly demos as we fix things. Direct communication throughout — no project managers in the way.
What Clients Say
"Stu and I built an AI-powered documentation review tool together - it handled PR reviews, added frontmatter, found and linked related docs automatically. We went from idea to working product incredibly quickly. He's fast, he gets AI, and he's genuinely fun to collaborate with."
"Stu gets AI development. He's fast, clever about what to automate, and ships real working tools. Most developers talk about AI - Stu actually builds with it."
"Stu's been embedded with our team for over a year. Daily standups, same Linear board, same Slack. When we needed a maintenance tracking module built - tenant requests, status workflows, admin dashboards - he scoped it and shipped it in six weeks. Our clients think he's internal."
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Let's get your project back on track.