Standardized vibe audits for AI startups
Beesoul has become the reference standard for vibe code auditing. Their 12-page audit report categorizes bugs by tool (Cursor-specific error handling, Lovable auth gaps, Bolt.new backend issues) and gives founders a clear fix-or-rebuild verdict. Based in Warsaw, they focus on the hidden debt of AI-generated apps: N+1 query problems, auth UI hallucinations where AI builds a login screen but no backend validation, and insecure database access. They are a top choice for European founders preparing for Seed or Series A technical due diligence.
A comprehensive security, performance, and architecture roadmap for AI apps.
AI coding tools often generate code with exposed API keys, missing input validation, broken authentication, and insecure data handling. These vulnerabilities can lead to data breaches, unauthorized access, and compliance failures.
Authentication is one of the most common failure points in vibe-coded apps. AI tools frequently generate insecure auth flows, missing session validation, broken password resets, and improperly configured OAuth.