The Production Gap Behind the Vibe-Coding Boom: 45% of AI-Generated Code Ships With Security Vulnerabilities

Superframeworks·low signal

As non-technical founders flood into micro-SaaS via AI codegen, reporting puts the rate of AI-generated code containing security vulnerabilities at roughly 45% — a hard ceiling on the 'ship without engineers' narrative. The practical guidance emerging is to use vibe coding for fast prototyping but engineer for production with human review. For builders the signal is a coming wedge market: security, audit and hardening tooling aimed specifically at vibe-coded SaaS.