Someone is already exploiting your AI product.
Find the villains, protect your revenue.
Most AI products are built for the ideal user. The freeloaders are already lurking in the shadows.
What you leave with
Not a framework, but a map
of your product's worst users.
Your Villian's Map
Every exploit in your product - Tagged, scored, ranked by risk.
A Navigator Response
Redirects your highest-risk vector, because walls create workarounds, mirrors create reflections.
One Named Commitment
One thing you're fixing before you ship - Written, named, measurable.
The Villain's verdict
Within 48hrs: the exploits your room missed, delivered privately to your email.
How it works
2.5 hours. One shared board. Your product on the table.
You arrive with
- Your product
- Assumptions
- Your assumptions about who's using it
You leave with
- Your Villain's Map
- A Navigator response
- One named commitment
- The Villain's Verdict
- Founders building AI products who can't afford a surprise inference bill
- CPOs who've mapped their users, but never their worst ones
- Heads of Product responsible for what launches, and what it costs if it goes wrong
- Anyone with open-ended AI inputs, agents or user-generated content in their product
Who's running it
I've closed two products I built. Both times, I found the villain too late.
The first was Roastfluencer. Funny concept until I pictured a group of kids in a school corridor, using the AI's roasts to gang up on a classmate. I've been that classmate and it hurt even before AI came into the picture.
The second was echonote. A platform that enables people at the end of their life to leave messages into the future. I built seven guardrail agents. Named each one. They still weren't enough. I had to close it before it caused harm.
I've spent 16 years in the UX industry, won three hackathons, built features generating millions in revenue, and once built a feature that worked too well.. so well that it was quietly shelved because it stopped people making expensive mistakes. So I know how these decisions get made.
Pricing
Now is the moment to put on your villain's hat.
- 2.5 hr live misuse audit, you pick your Thursday
- Your Villain's Map with every exploit, scored and ranked
- Navigator response for your highest-risk vector
- Villain's Verdict: the exploits your room missed
- Cross-product insights from the cohort
- All from cohort
- Your product only, no other founders in the room
- Full misuse audit, entirely focused on your product
- All deliverables included
- Better per-head at 5+ people
The earlier you know, the less it costs.
The conversation doesn't stop here
Every week, a new exploit.
The villains don't rest.
Neither do I.
I post about real AI misuse cases, exploitation vectors, and what product teams are missing, every week on LinkedIn.
Follow on LinkedInBefore you go, there was something off..
Did you catch the villain on this page?
Most people don't notice it..
the 'ia' should be 'ai'.. villain.
It's been sitting in the deliverables section since you arrived. You read it. You understood it. You moved on.
That's exactly how hard it is to spot the user you didn't design for, they're already in your product. The question now is whether you find them first, or they find your revenue.