When building security or code auditing tools, speed is everything. Developers won't wait 45 seconds for a bloated PDF report—they want instant feedback on potential bugs, security leaks, or bad practices.
Over the last week, we've been building BugZ AI, a lightweight scanner designed to analyze code repos and security links in under 5 seconds.
Here is a breakdown of our stack and the architecture choices behind keeping real-time scans ultra-fast.
Frontend: Next.js 15 (App Router) + Tailwind CSS
Backend & Database: Convex (for real-time reactive updates without manual polling)
