Angular
Next Js
React
TypeScript
Vue
Express,js
Laravel
Meteor
Node.js
PHP
Python
Wordpress
Yii
Firebase
MongoDB
MySQL
PostgreSQL
Redis
Supabase
AWS
Azure
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Vercel★★★★★
"Great work, great communication and great skills. Totally dependable and highly recommended"
Yusuf
MD
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.
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
The idea
What Is the Vibe Coding Rescue Solution?
Vibe coding — the practice of using AI tools like ChatGPT, GitHub Copilot, Cursor, or Claude to generate entire applications in hours — has become a mainstream development shortcut for startups, entrepreneurs, and lean teams. The results are often impressive at first glance: a working prototype with real features, built overnight.
But beneath the surface, AI-generated codebases are riddled with structural flaws that only surface under real-world conditions: security vulnerabilities, broken authentication, unoptimised queries, zero test coverage, and architectures that collapse under even modest load.
Idiosys Technology's Vibe Coding Rescue Solution is an end-to-end remediation service that takes your AI-generated project — however broken, however far along — and transforms it into a professionally engineered, production-grade application without scrapping what you've already built.
But beneath the surface, AI-generated codebases are riddled with structural flaws that only surface under real-world conditions: security vulnerabilities, broken authentication, unoptimised queries, zero test coverage, and architectures that collapse under even modest load.
Idiosys Technology's Vibe Coding Rescue Solution is an end-to-end remediation service that takes your AI-generated project — however broken, however far along — and transforms it into a professionally engineered, production-grade application without scrapping what you've already built.
159
Clients delivered
546
Apps shipped
12+
Years building
50+
Engineers
4.8/5
Client rating
20
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.
01
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.
02
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.
03
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.
04
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.
05
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.
06
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.
07
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.
08
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.
09
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.
1
Is your scope fixed?
Yes → Fixed PriceNo, ongoing
2
Do you need a long-running squad?
Yes → Dedicated TeamPost-launch → Retainer
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 ComplianceCard data handled to strict payment industry standards.
- GDPR ComplianceUser consent, data portability, right-to-be-forgotten flows.
- Secure Payment GatewayTokenized transactions and 3DS authentication.
- Data EncryptionAES-256 at rest, TLS in transit. Default everywhere.
- Firewall & DDoS ProtectionEdge-level traffic shielding for peak events.
- Malware & Threat DetectionContinuous scanning and automated remediation.
- Refund & Return PolicyDispute tooling that keeps buyers and sellers fair.
- Accessibility ComplianceWCAG-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.
