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What Breaks in Vibe-Coded Apps

45% of AI-generated code introduces a security vulnerability (Veracode, 2025), and the demo works right up until real users break it

Security gaps AI skips

AI generates routes with no server-side permission checks, so one account opens another user's data. Keys land in the repository; staging shares production.

Reliability nobody tested

Vibe-coded apps trust whatever users submit and break on paths nobody prompted for. With no tests, every AI edit can silently break what worked yesterday.

Scale and payment risks

Checkout looks right while webhooks drop and refunds fail quietly, so money vanishes unnoticed. Architecture built for ten demo users falls over at a thousand.

Vibe Coding Rescue Services We Offer

From a fixed-scope vibe code audit to full production launch, you decide how much of the rescue to hand over once the audit shows what it needs

Vibe code audit

A vibe code audit shows exactly what your AI tools left behind. Our engineers score every security and reliability finding by severity, so you receive a fix list ranked by real risk

Full vibe code rescue

A full rescue turns audit findings into working fixes. We close access control gaps, move secrets out of the repository, repair payment flows, and cover core journeys with tests

Launch support

Launch support takes your hardened app from repository to live product. We configure deployment with rollbacks and handle App Store and Google Play submission, then stay on call through release

Ongoing development

Ongoing development keeps your product moving after the rescue. You get a dedicated Cleveroad team that builds new features on the codebase we hardened, at a pace your prompts cannot reach

Send us read-only repository access under NDA and receive a severity-ranked report on the security and scaling risks already in your app
Find out what your vibe-coded app is hiding

What Our Vibe Code Rescue Covers

Every rescue runs the same production-readiness pass covering auth, data, payments, and deploy, so nothing critical gets skipped on your app

Authorization on every endpoint

Each API route is verified server-side against the requesting user's permissions, so no account can reach data or actions that belong to someone else.

Secrets and environment separation

Keys move out of the codebase into a managed vault with rotation policies, and staging finally stops sharing a live database with production.

Observability and fast rollbacks

You see failures the moment they happen through real-time alerts and dashboards, and you can roll back a bad deploy within seconds.

Validation for every unhappy path

Every path your prompts never covered gets tested and handled with clear error responses, not a raw stack trace a user has to decode.

Payment and subscription flows

Charges, refunds, upgrades, and renewals all get tested against your payment provider's live webhooks, not just simulated in a sandbox.

Regression suite for core flows

Sign-up, login, checkout, and account changes stay covered by automated tests, so the next AI edit cannot break what already works

How We Run a Vibe Code Rescue

Our fixed sequence keeps the rescue predictable: you always know what we are fixing now and what ships next, and your app stays live throughout

  • We read the full codebase your AI tools generated and map its real architecture: data flows, integrations, permission boundaries, and external dependencies. Automated scanning covers known vulnerability classes, while senior engineers review the logic that scanners miss. Every finding gets a severity score and an effort estimate for the fix. You receive the report as a standalone deliverable, so it keeps its value even if you fix things yourself.

  • Findings are ranked by the damage they can cause, and critical security holes move straight to the top of the queue. Each module gets a keep-or-rebuild verdict backed by the audit evidence rather than a reflex to throw generated code away. Sound code stays. Anything beyond saving gets the smallest rebuild that fixes it, and you approve the resulting scope before any work starts.

  • We close the holes that put you at legal and financial risk first: broken access control, exposed credentials, unvalidated inputs, and shared environments. Staging gets separated from production, and secrets move into a managed vault. We repair payment and subscription flows against real provider webhooks. The riskiest fixes ship within days of the audit, so your exposure drops long before the full rescue ends.

  • We build an automated test suite around your core user flows: sign-up, authentication, payments, and the actions your revenue depends on. Manual QA then attacks the unhappy paths nobody prompted the AI for. Once the suite is green, it guards every future change, so the next edit, whether typed by a developer or generated by a model, cannot silently break what already works.

  • We configure automated deployments with rollbacks, so you can undo a bad release in seconds instead of debugging it in production overnight. Error tracking and alerts surface failures the moment they happen, with enough context to fix them fast. Uptime and performance monitoring watch the app as traffic grows. When everything is green, we support the launch itself and stay on call through the first real load.

  • You receive documentation your next hire can onboard from: an architecture overview, runbooks for common failures, deployment instructions, and notes on every major fix. We walk your team through the codebase live and answer questions until the picture is clear. You own the code and the infrastructure outright. Ongoing support is available as a separate option, never as a built-in dependency.

Codebase and architecture audit

We read the full codebase your AI tools generated and map its real architecture: data flows, integrations, permission boundaries, and external dependencies. Automated scanning covers known vulnerability classes, while senior engineers review the logic that scanners miss. Every finding gets a severity score and an effort estimate for the fix. You receive the report as a standalone deliverable, so it keeps its value even if you fix things yourself.

Severity triage & rescue/rebuild call

Findings are ranked by the damage they can cause, and critical security holes move straight to the top of the queue. Each module gets a keep-or-rebuild verdict backed by the audit evidence rather than a reflex to throw generated code away. Sound code stays. Anything beyond saving gets the smallest rebuild that fixes it, and you approve the resulting scope before any work starts.

Security and stability fixes

We close the holes that put you at legal and financial risk first: broken access control, exposed credentials, unvalidated inputs, and shared environments. Staging gets separated from production, and secrets move into a managed vault. We repair payment and subscription flows against real provider webhooks. The riskiest fixes ship within days of the audit, so your exposure drops long before the full rescue ends.

Regression testing and QA

We build an automated test suite around your core user flows: sign-up, authentication, payments, and the actions your revenue depends on. Manual QA then attacks the unhappy paths nobody prompted the AI for. Once the suite is green, it guards every future change, so the next edit, whether typed by a developer or generated by a model, cannot silently break what already works.

CI/CD, monitoring, and launch

We configure automated deployments with rollbacks, so you can undo a bad release in seconds instead of debugging it in production overnight. Error tracking and alerts surface failures the moment they happen, with enough context to fix them fast. Uptime and performance monitoring watch the app as traffic grows. When everything is green, we support the launch itself and stay on call through the first real load.

Documentation and handover

You receive documentation your next hire can onboard from: an architecture overview, runbooks for common failures, deployment instructions, and notes on every major fix. We walk your team through the codebase live and answer questions until the picture is clear. You own the code and the infrastructure outright. Ongoing support is available as a separate option, never as a built-in dependency.

AI Coding Tools We Rescue Apps From

We have experience working with top vibe coding platforms and are ready to take on your project and prepare it for launch

Our Clients Say About Us

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FinTech

CTPO of Penneo A/S

"Cleveroad proved to be a reliable partner in helping augment our internal team with skilled technical specialists in cloud infrastructure."

Make your AI features production-grade
Talk to our engineers about hardening the LLM features inside your vibe-coded app before real users depend on them

Certifications

We keep deepening our expertise to meet your highest expectations and build business innovative products

ISO 27001

ISO 27001

Information Security Management System

ISO 9001

ISO 9001

Quality Management Systems

AWS

AWS

Select Partner Tier

AWS

AWS

Solutions Architect, Associate

Scrum Alliance

Scrum Alliance

Advanced Certified Scrum Product Owner

AWS

AWS

SysOps Administrator, Associate

Why Choose Cleveroad as Your Vibe Coding Rescue Company

Fifteen years of production experience and a security-first process stand behind every vibe code rescue Cleveroad takes on, from the first audit to production launch

member

Oleksandr Riabushko

Engagement Director

  • 15+ years of software delivery with 200+ shipped projects

    Cleveroad has shipped 200+ production projects since 2011, across healthcare, FinTech, logistics, and e-commerce. That history means the failure patterns in your AI-generated code are ones our engineers have fixed many times in both human-written and AI-generated systems.

  • 280+ in-house engineers for fast rescue starts

    A rescue cannot wait months for hiring. With 280+ in-house engineers and a talent base of 2,100 vetted technology experts, we assemble your audit team within a few days and scale it the moment the severity-ranked fix list is approved.

  • ISO 27001 security management with NDA-protection

    Your codebase stays protected under an NDA and our ISO 27001-certified security processes, with repository access limited to the engineers on your project. ISO 9001-certified quality management governs how every fix is reviewed and released.

  • Multi-level Quality Assurance

    Every fix passes quality assurance on four levels: functionality, security, performance, and integrations. Nothing ships to production on the strength of a working demo, because a working demo is the standard that failed your app in the first place.

Industry Contribution Awards

Leading rating & review platforms rank Cleveroad among top software development companies due to our tech assistance in clients' digital transformation.

70 clutch reviews

4.9

Award

Award

Clutch 1000 Service Providers, 2024 Global

Award

Award

Clutch Spring Award, 2025 Global

Ranking

Ranking

Top AI Company,
2025 Award

Ranking

Ranking

Top Software Developers, 2025 Award

Ranking

Ranking

Top Web Developers, 2025 Award

Ranking

Ranking

Top Staff Augmentation Company in USA, 2025 Award

Questions You May Have
Answers to the common questions most founders ask before a vibe coded app rescue
What is a vibe coding rescue?
A vibe coding rescue takes an app built with AI tools such as Lovable, Bolt, Cursor, or Replit and makes it safe for real users. It runs as a code audit, security fixes, test coverage, and launch infrastructure work, in that order. Whatever the generated code already does well stays exactly as it is.
What are the most common problems you find in vibe-coded apps?
Four issues turn up in nearly every audit:
  • Client-only authorization: checks exist in the browser, not on the server
  • Exposed secrets: API keys get committed straight into the repository
  • Shared databases: staging and production run off the same database
  • Silent payment failures: webhooks drop events without anyone noticing
Missing tests follow close behind, which is why a regression suite ships with every rescue by default.
How long does a vibe code rescue take?
The audit is the short first step. You get every finding ranked by severity, each with an effort estimate, so the full schedule is agreed before hardening starts. Security holes that put user data at risk get fixed first, always.
How do I know if my app needs vibe code rescue?
These are the standard warning signs:
  • Data leaks between accounts: users report seeing someone else's information
  • Payments that lie: test transactions succeed but live webhooks fail
  • Fragile edits: a small AI-generated change breaks features that had nothing to do with it
  • Slowdowns at scale: the app gets sluggish as sign-ups grow
If any of this sounds familiar, an audit shows how deep the problems run before you commit to fixing them.
Should I rescue my AI-built MVP or rebuild it from scratch?
Rescue, in most cases. Generated code is often structurally sound; it's usually missing just the production layer, meaning authorization, validation, tests, and monitoring. A full rebuild can cost months you don't have. Our audit gives a keep-or-rebuild verdict for each module, so if a piece genuinely needs to go, that's the only piece you rebuild.
How much does a vibe code rescue cost?
Cost follows the same structure as the timeline. The audit runs at a fixed scope, and its findings produce a detailed estimate for the full rescue, with no hidden payments or additional fees.

You choose which severity levels to fix now and which to defer, and that choice sets your budget. Vibe coding rescue services are priced per scope, never as an open-ended hourly meter.

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