Live Workshop  ·  21 May 2026  ·  10am CET  ·  Remote

Find the user you didn't design for.

Before they find your product.

Most product teams have never seriously asked who their worst user is.

These users are no longer just a checkbox, they are now a very real design problem.

This should be among the first 'edge cases' you solve.

Everyone loves a superhero, but right now, your product needs you to think like the villain.

Not a framework, but a map
of your product's worst users.

Your Villian's map

Indentifying misuse vectors in your product. Tagged. Scored. Yours to continue work on.

A Navigator response

For your highest-risk vector: a response that redirects rather than blocks. Walls create workarounds, but mirrors create reflection.

One named commitment

The one specific thing you're changing before you ship. Written, named, with a signal for how you'll know it worked.

The Villain's verdict

Within 48 hours: the 2 things the room didn't find, specific to your product. Privately delivered to your email.

2.5 hours. One shared board. Your product on the table.

You arrive with

  • Your product
  • Assumptions
  • The user you've been designing for

You leave with

  • Your Villain's Map
  • A Navigator response
  • One named commitment
  • The Villain's Verdict
For the founders and teams who ship fast and have wondered who are the people who could misuse their product.
  • Founders building AI products and moving fast
  • CPOs who've thought about misuse but never formally mapped them out
  • Heads of Product responsible for what launches
  • Anyone building something that could reach a vulnerable person, in any situation

I've closed two products I built. Both times, I found the villain too late.


Pavitra presenting at a product design event
16 yearsUX/AI Design

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.

First cohort. Launch rate.

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Before you go, there was something off..

Did you catch the villain on this page?

Most people don't notice it..

Villian's Map

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 is whether you find them first, or they find your intended users.