Product
Shadow AI Development: The Codebase Risk No One Is Measuring
63% of people shipping AI-generated code aren't developers. Your AppSec program can't see them. Here's what the codebase risk actually looks like — and how to close the gap.
Category
Security
Product
We benchmarked our own AI security reviewer on 50 vibe-coded features. Here's everything it got right, and the one thing it got wrong.
A controlled experiment on a Java Spring API. Same prompts, same model, two branches: one reviewed by VibeReview by SecurityReview AI, one not. We are publishing the wins and the regression.
Security
Your AI Writes Vulnerable Code by Default. Here's the Fix
When the model writes a vulnerable function and a human catches it in review, you've paid twice: once for the AI to generate insecure code, and again for the AI (or a developer) to fix it. Secure-by-default generation means you pay once, for the code you actually wanted.
Engineering
The Rise of Shadow AI Development Inside Enterprise Engineering
If your engineering organization is already shipping AI-assisted changes daily, now is the time to understand where AI is influencing your systems, how those workflows affect production risk, and whether your current AppSec model can still keep up.