AI-built apps: will it survive real users?
AI-generated tech debt is the cost of code that works in a demo but was never designed: no tests, packages nobody chose on purpose, three patterns for the same job, and security gaps the model did not think about. It is not hypothetical. In Veracode's 2025 study, AI models introduced an OWASP Top 10 vulnerability in 45% of coding tasks. A Stanford study found that developers with an AI assistant wrote less secure code and were more confident it was secure.
If you built with Cursor, Claude Code, Copilot, Lovable or Bolt, the check tells you, in plain words, what will break first when real users arrive.
More on the vibe code audit →