Vibe Coding Rescue Solution

AI tools help you build fast — but fast doesn't always mean stable. When your vibe-coded application starts failing in production, our expert engineers step in to audit, fix, and future-proof your codebase.

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159

Clients

548

Apps shipped

50+

Engineers

ISO

9001 : 2015

95% of vibe-coded projects have critical security gaps
3x faster time to production after rescue
0 data discarded — we preserve what works
72h emergency response for critical outages

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The idea

What Is the Vibe Coding Rescue Solution?

Vibe coding has made application development faster for startups and small teams using tools such as ChatGPT, GitHub Copilot, Cursor and Claude. These tools can help teams move from an idea to a working prototype in less time. Problems often appear later when real users begin using the application and weaknesses in the codebase become easier to notice.

Common vibe coding bugs can include weak authentication, inefficient database queries, missing tests, unstable third-party integrations and AI code security vulnerabilities. These issues may not be visible during early development. As traffic increases or additional features are introduced a working prototype can become a broken AI app fix requirement that needs experienced technical review.

Idiosys Technology provides vibe coding rescue support for businesses that need to fix AI generated code while retaining useful parts of the existing application. The first stage normally involves an AI codebase audit that reviews the current condition of the code and identifies problems affecting security, performance, reliability and maintainability.

The review can also help teams understand which parts require immediate correction and which areas can remain unchanged. This is important because replacing an entire application may not always be necessary. A structured review can reduce unnecessary redevelopment and give the internal team a clearer view of the technical work still required.

Our developers can handle AI code refactoring, ChatGPT code fix requirements and Copilot code review work depending on how the application was developed. Where the structure has become difficult to maintain we can refactor AI code so that responsibilities are clearer and future changes are easier to manage.

The engagement may also include AI generated app repair, production code fix work and code stabilization service support. These areas become particularly important when an application is preparing for production or has already started experiencing failures under real usage. Testing, authentication, database behaviour, integrations and error handling can all be reviewed as part of the technical assessment.

For projects that have become difficult for the original team to manage, an AI project rescue or broader software rescue service can help identify the main technical risks before further features are added. The aim is to understand the existing system first then address the issues that have the greatest effect on users and development work.

Idiosys Technology also provides a vibe coding service for teams that plan to continue using AI-assisted development. Ongoing vibe coding support can include code review, technical guidance, testing checks and production-readiness reviews so AI-generated work receives developer oversight before release.

AI-assisted coding can remain useful when teams apply proper review and testing and security checks. The important point is to treat generated code as a starting point that still needs technical validation before it becomes part of a production application.

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159

Clients delivered

546

Apps shipped

12+

Years building

50+

Engineers

4.8/5

Client rating

Countries served

Challenges We Solve

Common Problems in Vibe-Coded Projects Vibe-Coded Projects

AI code generators are powerful but fundamentally unreliable for production systems. Here are the critical problems our rescue solution addresses every day.

Security Vulnerabilities

AI tools regularly generate code with SQL injection flaws, unsanitised user inputs, weak or missing authentication, hardcoded API keys, and unprotected admin routes that expose your data and users to serious risk.

AI Hallucinated Code

AI confidently writes calls to deprecated APIs, non-existent library methods, and entirely invented functions that pass a visual review but crash at runtime. These are invisible until production hits real traffic.

No Test Coverage

Vibe-coded projects almost universally ship with zero automated tests. This makes every change a gamble — with no safety net to catch regressions before they reach your customers.

Poor Database Design

AI-generated schemas frequently lack proper indexing, use inefficient relationship structures, miss foreign key constraints, and produce N+1 query patterns that make applications grind to a halt at scale.

Unmaintainable Architecture

AI tools produce tightly coupled, monolithic code that is nearly impossible to extend or hand off to a team. Functions do too much, naming is inconsistent, and there's no separation of concerns.

Performance Bottlenecks

Memory leaks, synchronous blocking calls, unoptimised render cycles, redundant API requests, and absent caching strategies leave vibe-coded apps slow, resource-hungry, and expensive to run.

Dependency & Version Conflicts

AI generates code using libraries that may be outdated, incompatible with each other, or have known security advisories. Unmanaged dependency trees create silent breaking changes over time.

No Error Handling

AI-generated code rarely implements robust error handling or logging. Failures happen silently, debugging becomes guesswork, and users see unhelpful crashes instead of graceful error states.

Broken Deployment Pipeline

Vibe-coded projects typically lack proper environment configuration, CI/CD pipelines, secrets management, and staging environments — making every deployment a high-risk manual process.

Engagement Model

Choose the model that fits your stage.

Not every project is the same. Two questions narrow it down — pick what matches your timeline, team, and certainty.

Fixed Price

Defined scope, defined cost. Best when scope is known, timeline + budget are tight. Predictable, billing-clear.

Recommended

Dedicated Team

Hand-picked squad embedded in your workflow. Best for in-house engineering arm. Scales up or down as the product needs shift.

Retainer & Support

Continuous engineering, maintenance, feature delivery for live platforms. SLA-backed, no re-onboarding each cycle.

Still deciding?

Pick the model that matches your timeline, team, and certainty. Not sure? Talk to us — we'll recommend based on your goals.

Is your scope fixed?

Yes → Fixed PriceNo, ongoing

Do you need a long-running squad?

Yes → Dedicated TeamPost-launch → Retainer

Get a recommendation

Our Approach

The Vibe Coding Rescue Process

A structured, phased approach that moves your project from broken to battle-ready — without disrupting what you've already shipped.

1
Discovery & Codebase Intake
We begin with a structured onboarding call to understand your application's purpose, technology stack, deployment environment, and the specific symptoms you're experiencing. You share access to your repository, and we sign an NDA before touching a single file.
NDA & Access SetupStack InventoryIssue Documentation
2
Full Codebase Audit & Rescue Report
Our engineers conduct a comprehensive forensic review of your entire codebase — every file, dependency, schema, and API endpoint. Within 48–72 hours, you receive a detailed Rescue Report documenting all critical issues, risk ratings, and our recommended remediation plan with timeline and cost estimate.
Security ScanArchitecture ReviewPerformance ProfilingDependency Audit
3
Critical Fixes & Security Hardening
We immediately address all critical and high-severity issues — patching security vulnerabilities, fixing authentication flows, resolving crashes and data corruption risks, and eliminating AI-hallucinated code that breaks at runtime. Nothing ships until the foundation is solid.
OWASP PatchingAuth FixesCrash ResolutionInput Sanitisation
4
Architecture Refactoring & Optimisation
With critical issues resolved, we restructure the codebase for long-term maintainability. This includes applying clean architecture patterns, refactoring tightly coupled modules, optimising database queries, implementing caching strategies, and eliminating performance bottlenecks throughout the stack.
Code RestructuringDB OptimisationCaching LayerAPI Cleanup
5
Test Coverage & Quality Assurance
We write comprehensive unit, integration, and end-to-end tests for all critical application paths — establishing a testing baseline that prevents future regressions. All existing functionality is validated against the original requirements before we consider the rescue phase complete.
Unit TestsIntegration TestsE2E TestingRegression QA
6
Documentation & Knowledge Transfer
Every change is documented. We produce inline code documentation, a developer README, API reference, and architecture diagrams so your team fully understands and can confidently maintain the rescued codebase going forward.
Code CommentsREADMEAPI DocsArchitecture Diagrams
7
Production Deployment & Handover
We configure your CI/CD pipeline, deployment environments, secrets management, error monitoring, and infrastructure-as-code setup. Your rescued application is deployed to production with full observability in place, and we provide a 30-day post-rescue support window.
CI/CD SetupMonitoringDeployment30-Day Support

Solution Features

Everything Included in Our Rescue Solution

A comprehensive, full-stack remediation service — not just a code review, but a complete transformation from fragile prototype to production-grade software.

Full Codebase Audit

A forensic review of every file, function, dependency, schema, and API. You receive a detailed Rescue Report with prioritised findings and risk ratings before any work begins.

Security Hardening

We remediate all OWASP Top 10 vulnerabilities, sanitise inputs, fix authentication and authorisation flaws, remove exposed credentials, and implement security best practices across the stack.

Architecture Refactoring

Tightly coupled, unscalable AI code is restructured using clean architecture, SOLID principles, and design patterns suited to your stack — making the codebase extensible and team-friendly.

Performance Optimisation

We identify and eliminate N+1 query problems, memory leaks, blocking operations, unoptimised rendering, and missing caching — delivering measurably faster, more efficient applications.

Database & API Cleanup

Schema redesign, missing indexes, redundant queries, broken relationships, and inconsistent API contracts are all corrected to ensure reliable, scalable data management.

Test Suite Implementation

We write unit, integration, and end-to-end tests covering all critical application paths — establishing a testing baseline that catches regressions automatically before they reach production.

Code Documentation

Meaningful inline comments, README files, API references, and architecture diagrams ensure your team can understand, maintain, and extend the rescued codebase with confidence.

CI/CD & DevOps Setup

We configure automated pipelines, containerisation, environment management, and cloud deployment strategies so your application ships safely and consistently every time.

Emergency Response Option

For production outages or urgent launch deadlines, we offer rapid-response engagements with dedicated engineers available within 72 hours to stabilise your critical systems immediately.

Who It's For

Is This Solution Right for You?

Our Vibe Coding Rescue Solution is built for anyone who built fast with AI and now needs to build right.

Startups & Founders

You moved fast with AI to validate your idea. Now you need a production-grade foundation to scale, fundraise, or onboard a dev team.

Solo Developers

You used AI to build outside your expertise — a React frontend, a Node API, a Python backend — and it's now too complex to debug on your own.

SMEs & Agencies

Your team used AI to ship faster, but the accumulation of technical debt is slowing you down and making every new feature risky to deploy.

Product Managers

Your contracted developers used AI tools and left. Now you're inheriting an opaque, undocumented codebase that nobody wants to touch.

Technology Coverage

We Rescue Projects Across Every Stack

Our engineers are fluent across all major frameworks, languages, databases, and cloud platforms — regardless of what your AI tool generated.

Frontend

AngularNext JsReactTypeScriptVue

Backend

Express,jsLaravelMeteorNode.jsPHPPythonWordpressYii

Database

FirebaseMongoDBMySQLPostgreSQLRedisSupabase

Cloud & DevOps

AWSAzureDockerGCPGitHub ActionsKubernetesNginxVercel

Security & Compliance

Trust built in, not bolted on.

Marketplaces handle payments, personal data, and regulated goods. Every layer ships with enterprise-grade controls from day one.

PCI-DSS Compliance
Card data handled to strict payment industry standards.
GDPR Compliance
User consent, data portability, right-to-be-forgotten flows.
Secure Payment Gateway
Tokenized transactions and 3DS authentication.
Data Encryption
AES-256 at rest, TLS in transit. Default everywhere.
Firewall & DDoS Protection
Edge-level traffic shielding for peak events.
Malware & Threat Detection
Continuous scanning and automated remediation.
Refund & Return Policy
Dispute tooling that keeps buyers and sellers fair.
Accessibility Compliance
WCAG-adapted UI across web and mobile surfaces.

Why Idiosys Technology

The Idiosys Advantage

Not all code rescue services are equal. Here's what sets our team apart when your project is on the line.

Senior Engineers Only

Every rescue engagement is handled exclusively by engineers with 5+ years of hands-on production experience. No juniors, no outsourcing, no learning on your project.

Proven Rescue Methodology

Our structured, seven-phase rescue process has been refined across hundreds of AI-generated projects. You get predictable outcomes, not trial-and-error debugging.

Full-Stack Coverage

One team handles your entire application — frontend, backend, database, and infrastructure. No fragmented handoffs, no blame shifting, no gaps in coverage.

Transparent Reporting

You receive a detailed Rescue Report before we start any billable work. Full visibility into what's broken, what it will take, and how much it will cost — no surprises.

Knowledge Transfer Included

We document everything and offer training sessions so your team fully understands the rescued codebase. You're never left dependent on us to maintain your own software.

Post-Rescue Support

Every rescue engagement includes a 30-day post-launch support window. We monitor, fix, and respond — so your first weeks in production are stable and stress-free.

FAQ

Questions we get asked.

It depends on the size and complexity of the codebase. Small projects (under 10k lines) typically take 1–2 weeks. Medium-sized applications take 3–5 weeks. Large, complex platforms may take 6–10 weeks. After the initial audit, we provide a firm timeline before any remediation work begins.

Booking Q3 Engagements

Build the platform that runs your business.

Share where you are today. We'll come back within one business day with a written architecture, a delivery timeline, and a fixed-scope offer if there's a fit.

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What Is the Vibe Coding Rescue Solution?

Vibe Coding Rescue Solution

What Is the Vibe Coding Rescue Solution?