Vibe Code Rescue: Audit and Fix AI-Generated Apps for Production

We audit AI-generated code, fix what breaks in production, and hand back an app your team can safely change.

Quick Onboarding | Flexible Hiring Models | Affordable

20+

Years in industry

550+

Technology consultants

600+

Projects delivered

Global offices

Our services

What a vibe code rescue covers

Shipping fast with AI was the right call. These six engagements turn that head start into an app that survives production.

Codebase audit

We read the generated code, map its real architecture, and rank every risk - debt, security gaps, missing tests, scaling walls - by cost and likelihood.

Refactor and re-architect

We decouple the tangle, apply proper patterns, and rewrite the modules that keep breaking, sequencing the work so your vibe-coded app keeps running throughout.

Security hardening

We remove hard-coded secrets, fix weak validation, and add the access controls and audit trails a public app needs before real users arrive.

Test coverage

We build the unit and integration tests the generator skipped and wire them into CI, so every change is checked automatically instead of hoped over.

Performance and scale

We fix the queries and the architecture that fall over under load, then tune the running cost once real traffic tells us where it goes.

Production readiness

We set up CI/CD, reproducible environments, monitoring, and docs to make your AI app production-ready, so releases stop being a gamble and your team can own the system.

Free assessment

Vibe code audit in 3 days

A senior engineer reads your codebase, ranks the risks by cost and likelihood, and hands you a fix list - plus an honest call on rescue or rebuild.

Request an audit

How do we work

How a rescue runs

Four stages, with a decision point up front, because some vibe-coded apps are cheaper to rebuild than to save.

Week 1

Audit and decide

We read the AI-generated code, map the real architecture, and run security and dependency scans, then rank every risk. When the honest answer is a rebuild, we say so here.

Weeks 1 to 3

Stop the bleeding

We fix the security holes and failures already reaching users before touching anything structural, so the app stays safe to run while the deeper work happens.

Weeks 3 to 8

Refactor and cover

We decouple the tangle, rewrite the modules that keep breaking, and build the tests into CI, so the next change stops being a gamble.

Ongoing

Hand it over or run it

We document the system and train your team to own it, or we run it under agreed service levels. Both end with engineers who can change it safely.

Week 1

Audit and decide

We read the AI-generated code, map the real architecture, and run security and dependency scans, then rank every risk. When the honest answer is a rebuild, we say so here.

Weeks 3 to 8

Refactor and cover

We decouple the tangle, rewrite the modules that keep breaking, and build the tests into CI, so the next change stops being a gamble.

Weeks 1 to 3

Stop the bleeding

We fix the security holes and failures already reaching users before touching anything structural, so the app stays safe to run while the deeper work happens.

Ongoing

Hand it over or run it

We document the system and train your team to own it, or we run it under agreed service levels. Both end with engineers who can change it safely.

Why RailsFactory

Why founders hand us the codebase

Senior people read your code

The engineers who perform an AI-generated code audit are the ones who rebuild it, so the person who finds the problem is accountable for fixing it.

We rescue and we run

One team from audit to production, so the context from week one is still in the room when the hard part surfaces later.

Honest about rebuild versus rescue

Some vibe-coded apps cost more to save than to rebuild. We tell you which yours is before you spend, even when that answer loses us the work.

Two decades before the AI wave

RailsFactory has shipped production software for twenty years — the systems judgement AI output lacks, and what turns a working demo into an app that holds.

Industries