If your AI-built v1 breaks under real users, that's a fixable problem.

If you built v1 with Lovable, Bolt, v0, Cursor, or Replit and it works in the demo but breaks under real users — that's a fixable problem.

No judgment about the tools. They got you to a working prototype faster than any agency would have. Now let's make it survive Monday morning.

Diff+3 −1
src/lib/openai.ts
const openai = new OpenAI({ apiKey: "sk-proj-…", dangerouslyAllowBrowser: true });
app/api/chat/route.ts
export async function POST(req: Request) {
  const session = await auth();
  if (!session) return new Response(null, { status: 401 });
  const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });

Here's what I'll do with your project:

You got the hard part done — you built something. Now let me make it work for real. With 15+ years of SaaS experience, I've seen every way an app can break, and I know how to fix it.

  • 01Fix the bugs and stability issues that are holding you back
  • 02Add proper security so your users’ data is actually safe
  • 03Make it handle real-world traffic without falling over
  • 04Connect the integrations and APIs your product needs
  • 05Get it ready for your launch day or investor demo

My Rescue Process

Most vibe coding rescues take 2-6 weeks. Here's how I turn your prototype into a product.
Step 1

Code Audit

I review your entire codebase to identify security vulnerabilities, performance bottlenecks, missing error handling, and architectural issues. You get a clear report of what needs fixing and why.

Step 2

Prioritize & Plan

I create a prioritized fix list based on severity — security issues first, then stability, then performance and code quality. You approve the plan before any work starts.

Step 3

Fix & Harden

I fix bugs, add proper authentication, implement error handling, write tests, and optimize database queries. Your app gets the engineering foundation it was missing.

Step 4

Deploy & Monitor

I set up CI/CD pipelines, configure production hosting, deploy your hardened app, and monitor for issues during the first week to ensure a smooth launch.

Common Issues in AI-Generated Code

AI coding tools are powerful for prototyping, but they consistently produce the same categories of problems. Here's what I fix most often.

Security Gaps

  • No authentication or weak auth patterns
  • API keys and secrets hardcoded in source
  • Missing input validation (XSS, SQL injection)
  • No rate limiting on public endpoints

Stability Problems

  • No error handling — app crashes on edge cases
  • Missing loading and empty states
  • Race conditions in async operations
  • No retry logic for API calls

Scalability Debt

  • N+1 database queries that slow under load
  • No caching for expensive operations
  • Monolithic code that's impossible to maintain
  • Zero test coverage — changes break silently

Tools I Rescue From

I've hardened apps generated by every major AI coding platform. The specific tool doesn't matter — the underlying problems are similar.
Cursor
AI-first code editor
Lovable.dev
Full-stack app generator
v0 by Vercel
UI component generator
Bolt
AI web app builder
Replit
AI-powered IDE
Windsurf
AI code editor
GitHub Copilot
AI pair programmer
Claude / ChatGPT
LLM-generated code

Rescues by tool

Deep dives for the five generators I see most — unique failure modes, not find-and-replace city pages.

Lovable rescue
Supabase Row Level Security gaps, client-side auth checks, and schema drift from chat-driven edits.
Read the guide
Bolt rescue
Deploy pipelines and secrets that never made it out of the WebContainer preview sandbox.
Read the guide
v0 rescue
Polished UI, missing backend — no validation, no auth checks, and duplicated components under the hood.
Read the guide
Cursor rescue
Unreviewed agent-mode diffs, pattern drift across sessions, and no one owning the architecture.
Read the guide
Replit rescue
Replit-only runtime assumptions, an outgrown built-in database, and secrets stuck in the Secrets panel.
Read the guide

Fix It Yourself vs. Hire an Agency vs. Red Leg Dev

You have options. Here's an honest comparison.
Fix It YourselfDev AgencyRed Leg Dev
TimelineWeeks to months of trial & error6-12 weeks2-6 weeks
Who does the workYou + more AI promptingJunior devs who may not understand AI codeOne senior engineer who's seen it all
Security auditLikely missed vulnerabilitiesDepends on their processComprehensive security review included
Code ownershipYou keep everythingYou keep everythingYou keep everything — 100% your code
Existing UI preservedProbably breaks thingsMay want to rebuild from scratchYour UI stays the same, internals get fixed
CommunicationN/AThrough a project managerDirect access to your developer
CostYour time$20K-$80K+Fraction of agency cost

Frequently Asked Questions

What is vibe coding?

Vibe coding is the practice of using AI-powered tools like v0, Cursor, Lovable.dev, Replit, and Bolt to quickly generate application code from natural language prompts. While these tools are great for prototyping, the resulting code often needs professional engineering to be production-ready — that's where my vibe coding rescue service comes in.

Can you fix my AI-generated app?

Yes. Most AI-generated v1s have the same gaps: error handling, security, real-world load, missing tests, no CI/CD. I fix those. I work with projects built in Lovable, Bolt, v0, Cursor, and Replit.

How long does a vibe coding rescue take?

Most vibe coding rescue projects take 2-6 weeks depending on the size and complexity of the codebase. I start with a thorough code audit to identify issues, then prioritize fixes based on security, stability, and your launch timeline. Serving founders across Tampa, Orlando, and Central Florida.

Should I start over or fix my vibe-coded project?

In most cases, fixing is faster and cheaper than starting over. AI tools generate surprisingly good scaffolding — the issues are usually in error handling, security, testing, and edge cases. I evaluate your codebase and give you an honest recommendation on whether to rescue or rebuild.

What does a vibe coding rescue cost?

The audit itself is $1,500 — flat fee, two-week turnaround. After the audit you get a written report and a fixed-price quote for the rescue work. Most rescues run $15,000–$50,000 depending on what I find.

What are the most common problems with AI-generated code?

The most common issues I see in vibe-coded apps are: no proper error handling (the app crashes instead of showing helpful messages), missing or weak authentication (anyone can access anything), no input validation (SQL injection, XSS vulnerabilities), hardcoded secrets in the codebase, no tests (so changes break things silently), and poor database design that won't scale past a few hundred users.

Will my app look the same after the rescue?

Yes — I preserve your UI and user experience. A vibe coding rescue focuses on what's under the hood: security, performance, error handling, and code quality. Your users won't notice the difference in appearance, but they'll notice the app stops crashing and loads faster.

Ready to Fix What AI Built?

Send me a message about your project. I'll take a look and tell you exactly what it needs.
Last updated: