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.
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.
AI Code, Human Expertise
Full-Stack Rescue
Detailed Rescue Report
Fast Turnaround
A structured, phased approach that moves your project from broken to battle-ready — without disrupting what you've already shipped.
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.
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.
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.
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.
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.
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.
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.
Technology Coverage
Our engineers are fluent across all major frameworks, languages, databases, and cloud platforms — regardless of what your AI tool generated.
"“ Idiosys technology, is one of the best people I've worked with, Developers work hard and dedicate to the project. I have no hesitation in recommending Idiosys & I look forward to working with them for a long time to come.”"
"“ A great developer. They are very attentive, patient and take a lot of pride in their work. They do great work. I am very thankful.""
"“ GREAT TEAM AND VERY RESPONSIVE. WE LOVE THE CRM , THEY BUILD FOR US! WILL DEFINITELY USE SERVICES AGAIN.”"
"very good although my standards are very high they were willing to meet it "
"He is simply one of the best out there, very respectful, communicative, understanding, and did a great job designing a 3d icon. Unlike all other freelancers out there he is very trustable and honest person. Recommend. "
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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.
Our structured, seven-phase rescue process has been refined across hundreds of AI-generated projects. You get predictable outcomes, not trial-and-error debugging.
One team handles your entire application — frontend, backend, database, and infrastructure. No fragmented handoffs, no blame shifting, no gaps in coverage.
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.
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.
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.
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.
No — our philosophy is to preserve what works and fix what doesn't. We never recommend a full rewrite unless the audit genuinely reveals that the existing code is beyond salvage (which is rare). In most cases, 60–80% of the existing codebase can be retained and refactored rather than replaced.
Absolutely. We sign a comprehensive Non-Disclosure Agreement (NDA) before accessing any part of your codebase or systems. Your intellectual property remains entirely yours, and we follow strict data handling protocols throughout the engagement.
This is very common. We are experienced in performing live-system rescues without downtime. We work in isolated branches, use feature flags, and implement changes in prioritised batches — so your users experience no disruption while we stabilise the underlying codebase.
Yes. All rescue engagements include a 30-day post-rescue support window at no additional cost. After that, we offer flexible monthly retainer packages for ongoing maintenance, monitoring, and feature development — so we can grow with your product as a long-term engineering partner.
We rescue code generated by all major AI tools including ChatGPT, GitHub Copilot, Cursor, Claude, Bolt.new, Replit AI, Lovable, and any other AI-assisted development environment. The tool used to generate the code doesn't change our approach — the problems are consistent across all of them.
Since 2015, Idiosys Technologies has been helping over 150 clients to grow their businesses with web development and digital branding. We have a team of more than 50 technical experts who deliver quality and innovative solutions.
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