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Vibe Coding Cleanup Services

Vibe coding helped you launch fast and prove your idea, but now it needs engineering. Our vibe coding cleanup services help you refactor, test, and strengthen your codebase for stable, predictable growth.

What Do Numbers Tell Us About Vibe Coding?

60%


of the code in organizations was AI-generated in 2024

81%


of organizations knowingly shipped vulnerable AI-generated code

30%


of projects manage to implement features with vibe coding tools, which highlights challenges for business outcomes

88%


of AI pilots fail to reach production

Vibe Coding Gets You Started Fast, But Leads to Long-Term Challenges

Vibe coding allows companies to deliver features 50% faster by eliminating repetitive tasks, but this speed often results in a compromised codebase and a variety of challenges.

01

Unpredictable Code Behavior

Code generated without strict architectural oversight can behave inconsistently under real conditions. For example, minor changes in logic or data can trigger unexpected results, which creates reliability issues that are difficult to trace and fix.

02

Hidden System Failures

The risk of bugs and system failures increases significantly without comprehensive unit and integration tests. In many vibe-coded projects, testing is either minimal or entirely absent, which leaves the system exposed to regressions and undetected errors after release.

03

Rising Technical Debt from Code Inconsistency

When multiple AI models or developers contribute to the same project without enforced standards, your company faces inconsistent patterns, naming conventions, and code structure. Over time, this makes refactoring and scaling more complex and raises the overall technical debt.

04

Complex Maintenance Over Time

Over time, maintaining vibe-coded systems becomes increasingly complex. Each new feature or fix risks breaking something else, and the lack of structure makes even simple changes slow and unpredictable. Without early cleanup, long-term development slows down, and system reliability erodes.

05

Onboarding Issues

New developers entering the project often struggle to understand how the system works. Poor structure, limited documentation, and inconsistent logic lead to longer onboarding times, reduced productivity, and greater dependency on the original authors.

06

Scaling Bottlenecks

As traffic grows, vibe-coded systems expose structural limits. Inefficient queries, tight coupling, and unoptimized APIs create latency and restrict horizontal scaling. Sustainable growth demands architectural refactoring and focused performance optimization.

Code That Works, But Doesn’t Stick? Time for a Cleanup

How SoftTeco Transforms Your Vibe-Coded Prototype Into a Ready Solution

01 / 07

Start with a Free Vibe-Code Assessment

Get a free assessment to evaluate the health of your vibe-coded application. Our engineers review architecture, code quality, and testing setup to spot key risks and find early code optimization opportunities. You’ll receive a concise report with clear recommendations to stabilize and prepare your product for growth.

02 / 07

Perform Comprehensive Code Audits

Our specialists perform a deep audit of your codebase to identify vulnerabilities, technical debt, and architectural gaps. Each review includes a full code review performed by senior engineers to evaluate structure, logic, and performance. They use static analysis tools and security scans to detect weak points early and prevent compliance risks.

03 / 07

Refactor and Restructure Code

Next, we refactor the code to improve its readability, maintainability, and performance. Our engineers reorganize logic, remove duplication, and apply consistent patterns across the codebase, for example, transforming scattered, AI-generated fragments into a cohesive and stable foundation for future growth.

04 / 07

Build Robust Testing Frameworks

Our engineers establish automated testing that includes unit, integration, and end-to-end tests. Each layer verifies how components interact and ensures consistent behavior under real conditions. This approach ensures reliability and prevents costly bugs or downtime.

05 / 07

Integrate CI/CD Pipelines

We set up CI/CD pipelines that automate build, test, and deployment steps to keep your releases fast and consistent. Here, our DevOps approach helps you align teams, enable version control, and maintain stable feature delivery across all environments.

06 / 07

Create Clear Documentation and Train Your Team

Our experts create clear, structured documentation to describe architecture, dependencies, and workflows. Alongside that, we provide hands-on sessions for your in-house team to make onboarding smooth. As a result, your team can manage without dependency on the original developers.

07 / 07

Integrate Security and Compliance

Your product’s security and compliance are part of our process from day one. Every update, audit, and refactor follows ISO 27001 and ISO 9001 standards to keep your data protected and quality consistent. We align your system with GDPR, HIPAA, and other relevant regulations, building compliance directly into the code.

Code Cleanups That Made Solutions Work

Rebuilt Architecture for Higher Performance

Our engineers revamped Aniware’s platform by shifting from microservices to a more efficient monolithic architecture. We audited the code and refactored key components to enhance scalability and performance. Using Cypress.js for automated testing and Sentry for bug tracking, we ensured high-quality code while adding payment processing and lab integration features.

Optimized MVP Code into a Scalable Payment Platform

Our team helped Melio scale their MVP into a full B2B payment platform. We reviewed the code, optimized the QuickBooks Desktop integration, and fixed existing bugs. We also implemented feature flags for A/B testing and integrated advanced analytics to track critical user actions. The result was a secure, efficient solution that streamlined processes with QuickBooks Online and Xero integration.

Refactored iOS App for Security and Speed

SoftTeco redesigned BubCon’s iOS architecture to meet high standards for security and performance. We optimized the encryption process to improve message delivery speed and refactored the backend to increase system efficiency. The platform now supports secure group chats, end-to-end encryption, and GDPR compliance, which offers users a stable and scalable communication tool.

1 / 4

Benefits of Our Vibe Coding Cleanup Services

Improve code quality and ensure your software performs across environments.
Accelerate release cycles through stable architecture and automated testing.
Build stakeholder confidence with a reliable and scalable product.
Boost team productivity by reducing friction in development.
Reduce maintenance costs with clean, well-documented code.

Clean Code. Clear Results.

Let’s Optimize Your Project Today!

Our Approach To Cleaning Up Vibe-Coded Apps In 4 Actionable Steps

Our software engineers follow a structured process to transform vibe-coded applications into stable, production-ready systems. Each stage has a clear focus, defined timeline, and outcome.

Codebase Audit and Risk Assessment (1–2 weeks)

Software architects and QA engineers analyze the entire project, especially architecture, code quality, infrastructure, CI/CD, and testing coverage. At this stage, our goal is to detect critical risks, technical debt, and security gaps.

Vibe Coding Cleanup Services
Vibe Coding Cleanup Services

Stabilization Roadmap Development (1 week)

Based on audit results, project managers and lead developers build a stabilization roadmap with priorities, milestones, and timelines. The plan defines the scope of work, technical priorities, and realistic timelines to bring the product to a stable state.

Vibe Coding Cleanup Services
Vibe Coding Cleanup Services

Execution and Cleanup Sprints (3–6 weeks)

Software engineers refactor the codebase, unify architecture, and cover critical components with automated tests. Security engineers fix vulnerabilities, and DevOps specialists implement CI/CD pipelines to automate deployment and reduce release time. Developers update system documentation to reflect the new structure.

Vibe Coding Cleanup Services
3

Ongoing Support and Continuous Improvement (on request)

This stage is available on request, and our engineers optimize performance, monitor infrastructure health, and address emerging risks. We conduct regular code reviews and updates to keep the product aligned with standards and prevent new technical debt from accumulating.

Vibe Coding Cleanup Services
Vibe Coding Cleanup Services

Trusted By Industry Leaders 

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Why Partner With SoftTeco for Vibe-Coding Cleanup?

17+ years in software development – we know how to turn chaotic, vibe-coded projects into stable, scalable systems that grow with your business.
Over 450 projects delivered for 300+ clients worldwide with a 4.8 Clutch rating and long-term trust.
Deep technical roots in architecture design, DevOps, and CI/CD.
500+ engineers, including backend, frontend, QA, and DevOps experts, who restore the most fragmented codebases to stability.
ISO 27001 and ISO 9001 certified; all projects follow GDPR, HIPAA, and industry security standards.

Tech Stack We Use

Backend

Backend

Java
.Net
C#
Node.js
Python
Php
GO

Frontend

React
Angular
Angular.js
Vue.js
Ember
Css
Html5

iOS

Swift
Obj-C

Android

Kotlin
Android

Cross-Platform

React Native
Flutter
Xamarin
Apache Cordova
Ionic

SQL

SQL
PostgreSQL
MySQL
Oracle
Microsoft SQL Server
Azure SQL Database

NoSQL

MongoDB
DynamoDB
Redis
Azure Cosmos DB
ArangoDB

Cloud Solutions

AWS
Azure
Google Cloud
Digital Ocean

DevOps

Docker
Kubernetes
Jenkins
Goreleaser
Maven
Docker
Git
Rancher
Devops
Argo

Machine Learning, AI,
Data Science, Big Data

Apache Spark
Hadoop
NumPy
Pandas
Mxnet
Deplay
spaCy
Or
Flask
PyTorch
Power BI
Atlan

Salesforce

Salesforce sales cloud
Salesforce service cloud
Salesforce marketing cloud
Salesforce APEX

CMS

Shopify
Wordpress
Magento
Sitecore
Drupal
sap

QA Automation

Selenium
Selendroid
Cypress
Appium
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We Proudly Partner With

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Odoo Partner

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

Vibe Coding Cleanup Services

What Clients Say About SoftTeco’s IT Expertise

Pete Robbins

I am writing to wholeheartedly recommend the services of SoftTeco, with whom we have had the pleasure of working for the past 2+ years on various resourcing projects. As CIO at Communications International Group, I have had the opportunity to observe SoftTeco’s professional conduct and the outcomes of our collaboration closely.

Curious Minds Ask…

How is vibe coding service different from traditional code review?

A traditional code review inspects incremental changes for bugs, style violations, or standards violations that happen after development. In contrast, a vibe-coding cleanup is deeper, and our engineers audit the full, often AI-generated, codebase, refactor architecture and logic, introduce testing and automation, and reset quality boundaries across the entire system. Thus, we rebuild structure, enforce consistency, and resolve hidden debt, instead of just commenting on code.

Do you help prevent future technical debt from accumulating?

Yes. For our cleanup services, we embed best practices like regular refactoring, test-driven development, and continuous quality checks into your engineering workflow. We treat technical debt as a tracked backlog and integrate debt reduction into each sprint, so that you keep quality from eroding over time. 

This aligns with industry recommendations to manage debt incrementally rather than letting it escalate unchecked.

What measurable improvements can I expect after a cleanup?

After cleanup, teams typically see a sharp drop in defect rates (20–30% reduction in customer-reported defects) and release delays (30–40% shorter time-to-launch). Code becomes easier to extend, integration times shorten, and testing coverage increases. Organizations that actively manage and reduce technical debt achieve up to 50% faster service delivery compared to those that don’t, which means:

– fewer regressions, 
– quicker feature releases,
– lower long-term maintenance costs.

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