Relevant Software
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Vibe coding cleanup services

Vibe сoding сleanup services

Your team shipped fast with AI. Now the code has to pass a security review, hold up under compliance testing, and survive production load. Relevant hardens what your engineers and departments built with AI, and gets it production-ready without a rewrite.

Book a free consultation

13+

Years of building softwareLarge expertise as a software solution company

246

Projects deliveredEngineering excellence gained before AI

98%

Client satisfactionCustomers trust us with new projects

92%

Senior talentTop software engineers on our team

96%

Employee retentionWe ensure team stability

Vibe coding cleanup services we provide

Code Refactoring
Security Hardening
Performance Optimization
Production Readiness
Code Quality & Test Coverage

Code Refactoring
Security Hardening
Performance Optimization
Production Readiness
Code Quality & Test Coverage

Code Refactoring

We restructure AI-generated code into a clean, maintainable codebase your team can extend.

Module structure, naming, and folder cleanup
Duplicate logic consolidation and abstraction
Readable, documented code ready for handoff

Security Hardening

Relevant closes the security gaps AI tools leave behind before your next security questionnaire or client finds them.

Secrets management and environment configuration
Input validation and injection protection
Authentication, authorization, and session fixes

Performance Optimization

We find and fix the bottlenecks AI-generated code introduces, so your app runs efficiently under real load.

Database query and N+1 fixes
Frontend bundle, render, and asset optimization
Memory leaks and blocking call resolution

Production Readiness

Our team adds the infrastructure, observability, and reliability layers AI tools rarely produce on their own. The codebase meets your existing deployment and uptime standards.

CI/CD pipelines and environment setup
Logging, monitoring, and error tracking D
Deployment, scaling, and rollback strategy

Code Quality & Test Coverage

We add the test layer and quality controls to enable future changes to be safely deployed.

Unit, integration, and end-to-end tests
Linting, type checking, and style enforcement
Documentation and onboarding-ready structure

The challenges we solve with vibe coding cleanup

AI-generated code that works in demos but breaks under real production load
N+1 queries, memory leaks, and logic that works for one user but falls apart for a hundred. Our AI-assisted audit surfaces critical issues up to 2x faster than a traditional code review before a single fix is made.
Security gaps your next enterprise client will find before you do
AI tools miss secrets management, input validation, and authentication. We close these gaps before security reviews, compliance checks, or enterprise deals, reducing production bugs by up to 20% compared to unreviewed AI-generated code. Every fix follows secure development practices and the OWASP Top 10.
Code that your team can’t maintain
Vibe-coded products work until someone needs to change them. We refactor the codebase so your engineers can navigate, extend, and hand off to others without losing the business logic that already works.
No tests, pipelines, and visibility into what’s breaking
AI-generated codebases ship without test coverage, CI/CD, logging, and monitoring. Every deployment becomes a risk. We add the infrastructure your team needs to ship safely and catch regressions before users do.
Compliance requirements that surface in the middle of a deal
GDPR, HIPAA, and SOC 2 requirements may appear after the contract is already in motion. We identify what applies during cleanup and map it into the architecture before it becomes a blocker.

Our vibe coding cleanup process

Codebase Audited
We run a comprehensive review of your AI-generated code, covering structure, dependencies, security posture, performance bottlenecks, and test coverage. Critical issues across thousands of lines get surfaced before a single fix is made.
Cleanup Scope Defined
Audit findings become a prioritized plan: what needs refactoring, what blocks production, and what’s safe to leave for later. You see which fixes are critical before the first commit.
Code Refactored
You get a codebase with clean module boundaries, consistent naming, no duplicate logic, and a folder structure your team can navigate. Senior engineering judgment underpins every change, so the refactor moves quickly without sacrificing structural quality.
Security and Performance Hardened
We close the security gaps and fix the performance bottlenecks AI tools leave behind: secrets management, input validation, authentication fixes, query optimization, memory leaks, and blocking calls.
Tests and Production Infrastructure Added
Your team gets the test coverage, CI/CD pipelines, logging, and monitoring that most AI-generated codebases lack.
You Get a Production-Ready Codebase
You receive a refactored, secured, and test-covered codebase, along with a code quality report, security audit summary, and deployment-ready infrastructure. You can hand it to your engineering team or continue with the Relevant team that did the cleanup as an ongoing AI engineering retainer.

Your next security questionnaire won’t wait. Get the codebase ready before it arrives.

Book a free consultation

Paul Carse, CTO and Co-founder of Life Moments, UK

Why choose Relevant for vibe coding cleanup

Engineering-Led Cleanup

Cleanup is a series of judgment calls about code that already exists. 13+ years of building production software means our refactorings, security fixes, and infrastructure work withstand real user contact.

246 Projects, Every Pattern Recognized

The issues we find in your AI-generated code are ones we’ve already seen, fixed, and shipped in real products across fintech, healthtech, and enterprise SaaS.

We Harden What You Have

Your business logic, product decisions, and working code stay intact. We restructure, secure, and stabilize what’s there without replacing what works.

Compliance Caught Before It Becomes a Refactor

GDPR, HIPAA, and SOC 2 issues show up fast in AI-generated code. We identify what applies during cleanup, not after your first enterprise client asks for it.

Senior Judgment on Every Call (92% Senior Talent)

You work with architects and tech leads who know which AI-generated patterns are safe to keep and which need a rewrite before they reach production

Any Stack, Any AI Tool

Cursor, Lovable, Bolt, v0, Copilot, Claude Code, Codex, Windsurf, Replit: every AI tool defaults to a different stack. We ship across all of them, so whatever your prototype landed on, we already know how to clean it up.

Our vibe coding cleanup case studies

99.9%

uptime at 10x scale

Health Sync Platform

Reengineered wearable API handling and data sync to support 10x growth without downtime

2-week

production turnaround

Medical Platform Refactor

Refactored a fragile medical prototype into a secure, tested, production-grade system

What clients are saying about Relevant

4.9 is our Clutch
average

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Frequently asked questions about vibe coding cleanup

What is vibe coding cleanup?

How is this different from a full rewrite?

Will the cleanup work disrupt my existing engineering team?

What stacks and AI tools can you clean up?

How do you handle security during the engagement?

How is the engagement priced and scoped?

What happens after the cleanup is finished?

Harden what AI built. Skip the rewrite.

Why choose Relevant for vibe coding cleanup

Engineering-Led Cleanup

246 Projects, Every Pattern Recognized

The issues we find in your AI-generated code are ones we’ve already seen, fixed, and shipped in real products across fintech, healthtech, and enterprise SaaS.

We Harden What You Have

Your business logic, product decisions, and working code stay intact. We restructure, secure, and stabilize what’s there without replacing what works.

Compliance Caught Before It Becomes a Refactor

GDPR, HIPAA, and SOC 2 issues show up fast in AI-generated code. We identify what applies during cleanup, not after your first enterprise client asks for it.

Senior Judgment on Every Call (92% Senior Talent)

You work with architects and tech leads who know which AI-generated patterns are safe to keep and which need a rewrite before they reach production

Any Stack, Any AI Tool

Harden what AI built. Skip the rewrite.

Vibe сoding сleanup services