Vibe-code rescue
Your AI-built app works. Until it doesn't.
Vibe coding got you a real product and real users faster than any team could have. We make it production software: audited by senior engineers, tested, secured, and maintained after launch. You keep everything that already works.
The short version
4 things that decide this
- 01A vibe-code rescue runs in four stages: audit the code, stabilize what breaks, harden the security, then maintain it in production.
- 02Senior engineers read every AI-generated file before anything ships. Veracode's 2025 GenAI Code Security Report found 45% of AI-generated code fails security tests.
- 03You rarely need a rebuild from scratch. Most rescues keep your product and your data, and replace only the parts that can't take real users.
- 04Scoping calls are free. The paid two-week diagnostic applies because a rescue means going into existing code, and it ends in a fixed price instead of a guess.
Why AI-built apps stall at real users
You built something real with Lovable, Bolt, Replit, Claude Code, or whichever tool you reached for. It demos well and people actually use it. Then a login breaks for one user and nobody knows why. A customer sees another customer's data. Each new prompt fixes one thing and quietly breaks two others, and you're afraid to touch it.
None of this means you did it wrong. Stack Overflow's 2025 developer survey found 66% of developers spend more time than expected fixing almost-right AI code. Sonar's State of Code 2026 survey puts 95% of them on review-and-correct duty for AI output. Professionals hit the same wall; they just hit it with a review process already in place.
Your app hasn't failed; it has graduated. Demand is proven, which is the hard part no engineer could have given you. What it needs now is the engineering underneath: tests, security, and a person who answers when something breaks at 2am.
The evidence
The numbers behind the pattern
45%
of AI-generated code fails security tests; Java fares worst at 72%
95%
of developers spend effort reviewing and correcting AI output
66%
of developers spend more time than expected fixing almost-right AI code
8x
rise in duplicated code blocks since AI assistants took over the typing
What a rescue actually does
We apply four disciplines in this order. Each one exists because its absence is what brought the app to us.
Every AI diff gets a senior reader
We use AI coding tools ourselves, every day. What changes in a rescue is the review: a senior engineer reads every AI-generated change and owns the merge, the same discipline we apply to our own production work.
How we run Claude Code →
Tests pin down what already works
Before anything changes, we write tests around the behavior your users depend on. That's what makes a fix provable, so repairing the login can't silently break the checkout.
Security gets checked, not assumed
Auth flows, tenant isolation, exposed keys, injection paths. Veracode found 45% of AI-generated code fails security tests, which is why this is a stage of the work rather than a checkbox.
Someone owns it after launch
Maintenance under an SLA, or a documented handover your own team runs with. PremiumAudit moved a manual insurance audit workflow into a maintained production system and cut its audit cycle by 75%. Ownership is what made that stick.
- AuditA senior engineer reads the code. All of it.
- BaselineTests pin what works today.
- StabilizeCrashes and data bugs go first.
- HardenAuth, tenant isolation, secrets, backups.
- MaintainAn SLA, or a trained handover.
Measurement comes before repair. Until tests pin the behavior your users depend on, nobody can tell a fix from a new bug.
Where vibe coding is the right call
Vibe coding is the fastest way anyone has ever had to prove an idea deserves to exist. For prototypes, internal tools, and single-user utilities, it's the right approach and you should keep using it. Fiverr's CEO told investors the simple side of programming is declining because of it, and he's right.
The approach stops working where accounts, money, or other people's data enter the picture. At that point every shortcut the tool took on your behalf becomes your liability, and prompting harder can't pay it down. That's the line, and it's about the technology, not the person using it.
- Keep vibe coding for prototypes, internal tools, and anything only you rely on.
- Get engineering underneath it the day the app holds other people's data, takes payment, or runs a business.
From first call to production
Free to scope, and fixed-price to fix.
- 01
Scope, free
A scoping call costs nothing. Bring the app, the tool that built it, and what's been breaking; you'll leave knowing whether a rescue makes sense at all.
- 02
Diagnose, two weeks
A rescue means going into existing code, so this is our paid two-week diagnostic. Senior engineers read the codebase, grade what works, and write up every risk they find.
- 03
A verdict in writing
You get a document: what's sound, what must change before real users can be trusted to it, and a fixed price for that work. Certainty, not a range that moves later.
- 04
Harden and run
We stabilize, secure, and ship the fix. Then we stay on under an agreed service level, or train your team to run it and hand over the keys.
Whatever built it, whatever it built
Built with
- Lovable
- Bolt
- Replit
- v0
- Base44
- Cursor
- Claude Code
- or whatever wrote it
Underneath
- React
- Next.js
- Supabase
- Firebase
- Node.js
- Python
- Postgres
- or whatever you run
Some of the systems we have shipped
“They will treat your vision like their own and build it that way.”
Ron Klabunde · Founder, SmartREI ↗
Get a verdict on your app
A free scoping call tells you whether a rescue makes sense. The paid two-week diagnostic tells you exactly what it takes, at a fixed price you can hold us to.
What buyers ask before a rescue
01Who fixes AI-generated code?+
Senior software engineers fix AI-generated code, usually with the same AI tools plus the review discipline the first build skipped. Sonar's State of Code 2026 survey found 95% of developers already review and correct AI output. A rescue applies that review to a codebase that never had it. Look for a firm that reads the code before quoting, and that stays accountable after the fix ships.
02Is a vibe-coded app safe to launch?+
A vibe-coded app is safe to launch once its auth, data isolation, and secrets have passed a security review, and most of them have never had one. Veracode's 2025 report found 45% of AI-generated code fails security tests. If your app holds customer data or takes payment, get the review before launch. Found afterwards, the same weakness is a breach disclosure.
03Should we rebuild from scratch or fix what we have?+
Fix what you have when the product works and the failures sit in security, data handling, or reliability. Rebuild only when the foundation can't hold accounts, money, or scale, which is rarer than the horror stories suggest. Our diagnostic exists to answer exactly this question in writing, and it sometimes answers it in a direction that earns us less work.
04Why is the diagnostic paid when the scoping call is free?+
Talking about your app costs nothing, so the scoping call is free. Reading somebody else's codebase for two weeks is senior engineering time, and charging for it keeps the verdict honest. A free assessment gets paid for by the rebuild it recommends. You keep the written assessment either way, and the price that follows it is fixed.
05Can you take over an app from Lovable, Bolt, or Replit?+
Yes. Lovable, Bolt, Replit, v0, or anything else that writes code: these tools all export standard web stacks, most often React with Supabase or Firebase behind it. That's territory we work in daily. What decides the rescue is never the tool. It's what the generated app does with auth, data, and money.
06Does this apply to AI-built tools inside a company?+
Yes, and it's where the stakes climb fastest. In larger companies the pattern shows up as an AI-built internal tool that quietly became critical. It touches production data, nobody security-reviewed it, and IT found out last. We bring those tools up to the standard your compliance team expects. Then we integrate them with your systems of record and put a maintenance owner behind them.
Related
- Vibe-coded prototype vs production build →Where the line sits, argued in full.
- What vibe coding is →The term, defined without the hype.
- Claude Code, reviewed from production use →How we run the tool your app may have been built with.
- AI system rescue and takeover →When the thing to rescue is an AI system, not an AI-built app.
- Your vibe-coded app is not 80 percent done →Why the last 20 percent is the engineering.
- Best vibe-code rescue services →The 2026 field, ranked with a stated method.
