Vibe Code Club for Entrepreneurs
Auditing Your
AI-Built Projects
Christopher Kleinman
AI tools build fast.
That’s the point.
These are amazing. You’re building real things.
But building fast creates a specific kind of risk.
What AI Tools Optimize For
Great at
Tends to miss
They’re built to answer “does it work?” not “is it safe to ship?”
Real Consequences
for Entrepreneurs
A hobby project with missing security headers is probably fine.
A SaaS with paying customers? That’s a different story.
The good news:
Audits are easy.
Your AI tool can do most of the work.
You can start right now, for free.
The simplest audit is just asking. This catches the obvious stuff.
Do this today.
Better prompts = better audits
More specific = more useful. Tell it exactly what to look for.
But ad-hoc prompts have limits.
You can’t audit for things you haven’t thought of.
Free Tools You Should Know
Lighthouse
Performance & SEO. Built into Chrome DevTools.
axe DevTools
Accessibility. Free browser extension.
ESLint
Code quality. Probably already in your project.
Mozilla Observatory
Security headers. Free website scan.
Free, standardized, and repeatable. Use them.
What Formalized Tools Give You
The Gap
Lighthouse doesn’t check your API security.
axe doesn’t check your payment flow.
ESLint doesn’t know about EU privacy law.
For AI-built projects, you need something
that covers the full surface area.
I ran into this exact problem building my own projects. So I built…
AuditBuffet
97 audit prompts across security, accessibility, SEO, performance, privacy, compliance, and more.
The audits get better
every time someone runs one.
You run an audit
We see what fails
We improve the checks
A DIY prompt learns from a sample size of one.
How It Works
Copy the prompt
From AuditBuffet.com
Paste into your AI tool
Claude, Cursor, Bolt, anything
It runs the audit
The AI does the work
Works in Claude Code, Cursor, Bolt, Lovable. Whatever you use.
What You Get Back
Score: 38
Security Headers
Every failed check tells you exactly what’s wrong and how to fix it.
The Real Workflow
Your AI tool already has the context. Just say “fix these.”
5 Free Audits. No Account Needed.
Security Headers
FREESEO Fundamentals
FREEAccessibility
FREEPerformance
FREEMobile
FREECopy, paste, run. Try one tonight on your own project.
What You’ll Learn About Your Project
Running even one audit will teach you things you didn’t know.
Three Things to Do Tonight
Ask your AI tool
“Audit my app for security issues.” Free. Instant. Better than nothing.
Run Lighthouse in Chrome DevTools
Free. 30 seconds. Right-click → Inspect → Lighthouse tab.
Try a free AuditBuffet audit
Copy, paste, done. 5 free audits at AuditBuffet.com
Auditing is a habit,
not an event.
Run them after every big change. It takes minutes.
The cost of not auditing?
Ask your users.