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Clean & Secure AI Code – Vibe Coding Audit &Cleanup

We bridge the gap between initial AI drafts and true production-ready code. While AI tools are optimized for speed, we optimize for security and architecture.

Get your AI code audited

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ScribbleThat's Michel

Why should I get a Vibe Coding Cleanup?

Sure, AI code "works"—but there are risks:

  • Security Vulnerabilities: Messy logic and missing validation are common. AI tools often rely on generic patterns and fail to account for your project's specific security requirements.

  • Architectural Debt: AI prioritizes quick-fix solutions. This leads to unstructured code where long-term scalability falls by the wayside.

  • Poor (or Non-Existent) Testing: AI often struggles to abstract what actually needs testing, resulting in redundant, superficial, or even flat-out wrong tests. A functioning CI/CD test pipeline is usually missing entirely.

  • Redundancy: It’s easier for an AI to replicate a function than to search your codebase for an existing one. This bloat leads to an inconsistent user experience and potential security loopholes.

vi.mock('@lib/auth', () => ({ enforceAuth() { return false } })

describe('enforceAuth', () => {
  it('returns false if no user is authenticated', () => {
    expect(enforceAuth()).toBe(false)
  })
})

The code in the mock-up represents a test intended to verify security-critical functions (ensuring enforceAuth returns false if no user is logged in). However, Claude didn’t solve the underlying problem; instead, it bypassed the test by mocking enforceAuth for this specific case, ensuring the test can only return false.

Our Vibe Coding Cleanup Service

We:

  • Audit your architecture and provide actionable improvements

  • Conduct code reviews and eliminate redundancies

  • Create technical documentation

  • Analyze and optimize performance bottlenecks

Less effort, better performance

Through our AI Code Cleanup, you get reliable code that is secure, maintainable, and high-performing. Clean code is easier to scale, reduces bugs, and ultimately saves you significant time and money.

Software Developer infront of large screen showing code.

AI Code audit workflow

  • Send us a non-binding inquiry regarding your AI-generated code.

  • We’ll discuss your specific needs and provide a tailored quote.

  • We perform the audit and prepare a list of actionable improvements.

  • On-demand cleanup: If requested, we execute the cleanup directly.

  • Review & Handover: We walk through the results together for a seamless transition.

  • Smooth Sailing: You continue working with clean, reliable code—stress-free.

The choice is yours: pure audit or full cleanup

Base audit

  • Thorough Code Review

  • Detailed list of suggested improvements

Audit + Cleanup

  • Full Audit (Code Review, Architecture Check, Security Vulnerability ID, etc.)

  • Preparation of all improvement strategies

  • Execution of the Vibe Coding Cleanup

  • Comprehensive documentation of all changes

  • Professional handover to your team

Note: Pricing depends on the scope and complexity of the code. We provide a customized quote tailored specifically to your product.

Who performs the audit and cleanup?

Our expert team of software architects and developers brings over 10 years of experience to the table and works with AI-generated code on a daily basis.

Get a feel for us first

Let's talk!

ScribbleThat's Michel

Further Links

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