Vibe Code Fixing
Your AI-generated code works—until it doesn't. We take projects built with ChatGPT, Copilot, Cursor, and Claude and transform them into production-ready software. Security vulnerabilities get fixed. Spaghetti architecture gets untangled. Missing tests get written. You keep moving fast without the technical debt catching up.
The Hidden Cost of Vibe Coding
AI coding tools like ChatGPT, Claude, Copilot, and Cursor have transformed how fast you can build software. But speed comes with trade-offs. What works in a demo often breaks in production. The code runs, but underneath lies a tangle of problems waiting to surface.
Security Vulnerabilities
AI models optimize for functionality, not security. They generate code with SQL injection risks, exposed secrets, missing input validation, and authentication gaps. These vulnerabilities sit hidden until an attacker finds them first.
Unmaintainable Architecture
AI generates code one prompt at a time without understanding your system as a whole. The result: inconsistent patterns, duplicated logic, circular dependencies, and architectural decisions that make every future change harder and riskier.
Zero Test Coverage
Most AI-generated projects ship without tests. No unit tests, no integration tests, no confidence that changes won't break existing functionality. Every deployment becomes a gamble, and bugs reach users before you catch them.
These aren't theoretical risks—they're the reality of shipping AI-generated code without expert review. The code that got you to market fast will slow you down, cost you money, and put your users at risk unless you address it now.
Workflow
From Chaos to Production-Ready
We transform AI-generated codebases into software you can trust, maintain, and scale. No full rewrites. No starting over. We work with what you have and systematically fix what's broken while preserving what works.
- Codebase Audit. We analyze your entire codebase for security vulnerabilities, architectural issues, performance problems, and maintainability gaps. You get a detailed report with severity ratings and a prioritized fix list—not vague recommendations, but specific line-by-line issues.
- Security Hardening. We fix authentication flaws, patch injection vulnerabilities, secure API endpoints, and implement proper input validation. Your application goes from "probably fine" to genuinely secure against real-world attacks.
- Architecture Refactoring. We untangle the mess without breaking your app. We consolidate duplicated logic, establish consistent patterns, fix dependency issues, and restructure the codebase so your team can actually work in it.
- Test Coverage. We add the tests your codebase is missing. Unit tests for critical business logic, integration tests for key workflows, and enough coverage that you can deploy with confidence instead of crossed fingers.
FAQ - Common Questions
Ship Your AI-Built Product With Confidence
Tell us about your codebase and what's keeping you up at night. We'll provide an initial assessment—security risks, architecture issues, and a clear roadmap to production-ready code.
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