
A no-fluff checklist for testing APIs, in the order of a real engagement.

Most AI features ship without anyone trying to break them. I test LLM apps and APIs the way an attacker would, and hand your team a report it can fix from the same day.
Prompt injection, jailbreaks and leaky system prompts turn your chatbot or agent into a tool for whoever talks to it.
Look how I solve thisAutomated scanners miss broken access control and business-logic flaws, the bugs that actually get your users' data out.
Look how I solve thisEvery release can reopen what the last test closed. A free retest and an optional retainer keep security moving with you.
Look how I solve thisFind out how your chatbot or AI feature can be manipulated before a user does.
Startups and SMEs shipping a chatbot or AI feature.
From€300· 1-3 weeks
Learn moreLab and CTF write-ups, disclosed findings and client engagements.
Stored XSS hosted on the platform's own CDN, through four features sharing one flawed upload policy.

I'm a security researcher specialising in AI systems. Their complexity fascinates me, and I like things that are hard.
I started out as a full-stack web developer and built a few SaaS products, but I realised it wasn't the field that pushed me the most. So I went from building systems to breaking them.
I'm active in research, and I share what I learn on LinkedIn, YouTube and X.
If you're building on AI and want someone to break it before someone else does, get in touch.
Checklists, guides and playbooks from my own methodology.

A no-fluff checklist for testing APIs, in the order of a real engagement.