Villain’s Hat
Villain’s Hat Lite / Free first look

A small check.
A different conversation.

Bring a public product. Get a first look at how someone might misuse it—and a few decisions worth revisiting.

A public product URL. No login links or private dashboards.

Use public, non-confidential information. Leave out personal data and credentials.

The sample runs in this page without sending an analysis request.

When a first look isn’t enough

Keep the question.
Go deeper with your team.

Free / Lite check

Start with the public surface.

A URL, some context and an initial set of misuse cases. Useful for spotting a question you had not asked yet.

Paid / MCP investigation

Bring the decision into focus.

Investigate within a compatible AI workflow, using the context sent by your team. Discuss product changes, operational consequences and commercial impact where applicable.

There’s more to your product than a URL.

Let’s talk about the decision behind it and whether a paid MCP pilot fits your team.

Discuss a pilot