Vibe Coding Cleanup Services
Turn AI-Generated Code Into Production Software, Without Taking Your Product Offline
AI-assisted development gets a working product in front of users in weeks, and that speed is worth having. The shortcuts it takes surface later, usually a small change that breaks something unrelated, a database that gives out when load doubles, or a security review the code cannot answer. Acropolium's vibe coding cleanup services take your vibe-coded build to production standard while it stays live: audited, hardened, tested, and rebuilt entirely when that’s the cheaper answer.
Is Your Vibe-Coded App Ready for Production?
Prototypes and production systems may look identical to the end user. The difference shows the first time your team makes changes to one. In a production system, something catches the break before a customer does, but in a vibe-coded one, the user is usually the test.
A security review exposes the same gap — which credentials sit in the repository, what each dependency was doing there, who may read which records, and what gets logged when a request is refused, all questions that generated code can rarely answer.
Vibe coding cleanup only lasts if the way future code gets written changes with it. Otherwise the next set of AI-written features puts the same problems back, and you pay for the same job twice. We scope both from the start.
years of experience
delivered solutions
clients
Our Vibe Coding Cleanup Services: From Audit to Ongoing Review
Our vibe coding cleanup services run from the first read of the repository to the standards that keep it clean afterward. An initial audit with our solution architect and business analyst will determine the exact services your project needs, before any cleanup work is committed.
Vibe Code Audit & Risk Assessment
We read the repository and rank what we find by what it costs you — what breaks under load, what fails a security review, and what is cheaper to rebuild than to repair. That audit comes before anything is scoped.
Codebase Refactoring & Architecture Cleanup
We consolidate duplicated logic and draw the boundaries between modules, so the data model matches what the application actually does. Refactoring lands in small reviewable changes, and the product keeps serving active users while the structure shifts underneath it.
Security Hardening for AI-Generated Code
Secrets move out of the repository into managed storage. Dependencies get checked for known vulnerabilities and license terms, and authorization is enforced on the server side.
Test Coverage & QA Implementation
Tests are written first for the paths where a failure costs the most money, then widened outward. Our software testing and QA team builds the suite and the pipeline that runs it, so a broken change is caught proactively in review.
Performance & Scalability Optimization
Load testing shows where the application stops keeping up, and that's usually the database rather than the code around it. Our backend development engineers fix the slow queries, the missing indexes, and the repeated calls behind them before anyone adds new infrastructure.
Ongoing Code Quality Support
After handover we keep the standard in place with review on every pull request and a watch on the tests that matter most, dependency updates included. It runs monthly, or as a review layer over your team.
Common Problems We Fix in Vibe-Coded Apps
These five problems turn up in almost every vibe-coded project we audit, and none are visible from the front end. Most are straightforward to fix once found, but can become costly when a customer runs into them first.
Hardcoded Secrets & Security Gaps
Your API keys and database credentials get committed into the repository, and permission checks run in the interface instead of on the server. A demo won't catch either one. A penetration test or a customer's security questionnaire will.
Duplicated & Inconsistent Logic
Each prompt wrote its own version of the same business rule, so it now lives in several places and styles. Change it once and you still have to find every copy. The one you miss carries on with the old logic.
Missing Test Coverage
Generated code often comes with generated tests, and those assert that the code does what it does rather than what your business needs it to do. Coverage can read healthy while the paths affecting revenue go unchecked.
Poor Documentation & Unclear Ownership
A codebase nobody on the team can explain is legacy on the day it ships, whatever its age. We map what you have to maintain and document it, using the approach behind our legacy software modernization projects.
Fragile Architecture That Breaks at Scale
The app was designed for the size it had on day 1. More users and more data make it slower, and it stops coping well under load once your company grows.
2. Prioritization & Roadmap
We agree what gets repaired, what gets rebuilt, and what stays as it is. Where a module costs less to rewrite than to repair, we say so right away, before you have paid for the repair.
1. Codebase Audit & Risk Mapping
Static review, a load run, a dependency check, and an access-control pass, all done together. The output is a ranked list of findings, each carrying an estimated cost to fix and a cost of leaving it alone.
3. Refactoring & Architecture Fixes
Work runs in short sprints against a live build, with every change reviewed and covered by a test before it merges. Your product stays in production, and any single step can be reverted.
Our Vibe Coding Cleanup Process
6. Handover & Ongoing Support
You get the documentation, the test suite, and the pipeline, plus the review rules the next features have to pass. From there on, the same engineers stay on under a fixed monthly subscription, so the codebase doesn’t drift back.
4. Security & Testing
Security fixes and test writing run together, because a hardening change with no test behind it is a change nobody can prove. Dependencies are updated or replaced in the same pass.
5. QA & Validation
Before release, the application is tested against real usage patterns, malformed input, and load beyond what it handles today. QA is built into every engagement instead of run as a gate at the end.
Meet Acropolium's Vibe Code Cleanup Specialists
Acropolium has delivered custom software development since 2003, across 455 applications for over 150 clients. Our vibe coding cleanup specialists work with generated code every day in our AI-augmented development projects. The other half of the job, improving live systems without stopping the business, is something we've been doing before AI wrote any of it.
23 years of custom software development
Long enough to know which shortcuts turn into real problems down the line and how to fix them.
5 client relationships past the 10-year mark, 9 past five years
You won’t need to re-explain your codebase to a new vendor for future projects.
4 Fortune 500 clients, and 3 startups that grow into unicorns
The same team handles a startup outgrowing its first build and an enterprise that cannot fail a security audit.
Delivered in-house, never subcontracted
Whoever reads your repository is the one who changes it, and your code goes nowhere else.
We'll tell you when a rebuild costs less than the cleanup
We recommend the most cost-effective route for your codebase and show the numbers behind it.
Enterprise experience, boutique attention
The architect who scoped your cleanup is the one you call when something changes.
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FAQ
- What is vibe coding cleanup, and how does it work?
What is vibe coding cleanup, and how does it work?
Vibe coding cleanup is the process of bringing an application built largely by AI prompting up to a standard your team can release and maintain. It begins with an audit that ranks findings by cost and risk, followed by a roadmap that determines what will be repaired, what will be rebuilt, and what will not be altered. The tests, documentation, and review rules that keep the codebase clean afterward ship with it.
- How long does a vibe coding cleanup take?
How long does a vibe coding cleanup take?
The timelines stem from the initial audit. They are determined by the degree to which the code carries business logic, the number of systems it interacts with, and whether the application has to remain operational while the work runs. The audit produces the range before any cleanup work is committed.
- What are common signs your codebase needs vibe coding cleanup?
What are common signs your codebase needs vibe coding cleanup?
Changes take longer and carry risks that are hard to define, while certain sections of the code get worked around instead of changed directly. A security questionnaire arrives, and the answers have to be researched rather than looked up. The same defect keeps appearing, which usually means the faulty rule exists in several places. Those are also the first things a vibe code cleanup specialist looks for.
- What happens if I don't clean up vibe-coded code?
What happens if I don't clean up vibe-coded code?
The cost rises slowly as each sprint spends more time working around code the team distrusts, and onboarding new engineers into an unexplained codebase is slow. External risks are sharper, including a committed credential, a known-vulnerable dependency, or an access check that can be bypassed. IBM's long-cited figure puts a production defect at six times the cost of one caught in development, and vibe-coded systems rarely have the proper tests to prevent this.
- How much do vibe coding cleanup services cost?
How much do vibe coding cleanup services cost?
Cost comes after the audit, since any number before the repository has been read is a guess. It depends on how much of the code carries business logic, the number of systems and data stores impacted, and whether rebuilding a module beats repairing it. The audit is scoped and priced separately, so you see that number before anything else is committed. Ongoing support can run as a fixed monthly subscription.