AI-built and vibe-coded app audit

Fast-built apps still need expert review.

AI coding tools are excellent at producing working features quickly. They cannot reliably judge whether authorization, payments, data boundaries and unusual user states are safe across the complete product.

Who it is for

Built for products where trust matters.

  • Nontechnical founders using AI builders
  • Engineers shipping with coding agents
  • Lovable, Bolt, Replit, Cursor and v0 projects
  • Apps moving from demo to real customer data
What we review

A focused review of the complete risk surface.

UX and security audits for web apps built with Lovable, Bolt, Replit, Cursor, v0 and other AI coding tools.

01

Public bundles and exposed configuration

02

Supabase or Firebase permissions

03

Server versus client trust boundaries

04

Generated auth and admin logic

05

Payment and credit manipulation

06

Duplicated flows and missing failure states

Issues we investigate

Specific findings, not generic warnings.

We translate each finding into concrete remediation guidance that a developer or AI coding tool can act on without guessing at the underlying risk.

UI-only protection

A hidden button is treated as authorization while the underlying action remains public.

Overly broad data rules

Generated database policies allow reads or writes beyond the current user’s records.

Secret leakage

Private provider keys are included in client bundles, prompts or public repositories.

Happy-path implementation

The generated feature succeeds once but fails during retries, cancellation or stale sessions.

The deliverable

Evidence your team can act on.

We translate each finding into concrete remediation guidance that a developer or AI coding tool can act on without guessing at the underlying risk.

Explore the sample report
Every finding includesSeverity and priorityEvidence and reproductionBusiness and user impactPractical remediation
Questions

Good to know.

Need help choosing a scope? Contact the audit team directly.

Does using AI automatically make an app insecure?+

No. The risk comes from shipping code without understanding and testing its trust boundaries, regardless of how it was written.

Can I buy an audit without sharing code?+

Yes. The Launch Audit reviews the deployed application. Source access is optional and used for the deeper Comprehensive Audit.

Can I paste the fixes into my AI editor?+

The guidance is written to be actionable, but changes should still be reviewed and tested before production deployment.

Ready when you are

Find the issues before users do.

Choose the audit depth that fits your application and receive a clear, prioritized report.

View audit plans