2 free investigations.
Put a product idea or workflow under the lens. See what you hadn’t considered.
Foreseeable human misuse. Before you build.
Hiding in plain sight:
Villain’s Hat investigates foreseeable human misuse and exploit paths in products and AI workflows—during brainstorming and decision-making, before you build.
The risk was there all along.
A good idea. A useful feature.
Someone sees an opportunity.
Find the human misuse before it becomes your next incident.
2 free investigations · Founding pilots · Non-binding LOI
Built for teams.Series A and beyond.
ProductTrust & SafetyRisk & ComplianceAI workflow owners
Every decision has
a second reading.
Follow the person. Find the opportunity.
Revisit the decision that enables it.
The idea
on the table
on the table
“Let the agent resolve support requests on its own.”
01 / Human incentive
A customer wants an unearned refund.
02 / The opportunity
Broad authority. Too little verification.
03 / Possible misuse
A false claim becomes an approved payment.
↳ Revisit the decision
What must be verified before the agent can act?
Illustrative scenarios. Findings depend on your product and context.
AI acts. People give it the room.
Someone sets the goal→grants the access→accepts the action
Familiar names.
Uncomfortable numbers.
A fine is only the visible cost. Products, permissions and operating processes still have to change.
3 documented cases
UberMobility
€825M
Fine · rounded from €824.99M
Drivers lost access to work through automated decisions without human intervention.
What needs to change
Read original source ↗Add meaningful review, clear reasons and an accessible appeal before livelihoods are cut off.
AnthropicAI & publishing
$1.5B
Copyright settlement · final approval
Unlawfully acquired books became a $1.5 billion copyright settlement. Dataset sourcing became a business-wide liability.
What needs to change
Read original source ↗Rebuild dataset governance, automate origin and rights tracking, and maintain auditable inclusion records.
GM / OnStarAutomotive
5 years
Data-sharing ban · final FTC order
Drivers’ location and behaviour data were collected and sold without informed consent, according to the FTC.
What needs to change
Read original source ↗Separate consent from enrolment, restrict data recipients and make withdrawal effective throughout the system.
Dates refer to enforcement actions or settlement approvals; the underlying conduct may be older. Amounts are the specific fines or settlements cited, not total business losses. GM’s five-year restriction is non-monetary. These are independently sourced cases, not Villain’s Hat client results or endorsements.
A different lens.
In the same
conversation.
Bring your idea to your AI workspace. Invoke Villain’s Hat. Get a misuse report with user cases and the potential commercial impact of leaving them unresolved, where applicable.
Your investigation has a defined scope. We receive the ask and context sent with the invocation. We do not independently collect your workspace’s full chat history.
Try VH / Explore a founding pilot ↗Your AI workspaceWith Villain’s Hat MCP
01 / Your idea“Let teammates share customer records.”
Invoke Villain’s Hat02 / INVESTIGATE THE MISUSE
03 / Your misuse report
See the case. Understand the cost.
- User cases & paths to misuse
- Product & operational changes
- Commercial impact if left unresolvedWhere applicable, with assumptions and uncertainty made clear.
Illustrative workflow / not a live investigation
What reaches us.
Your ask and the context your AI platform sends to the investigation.
That context may include excerpts from your conversation or private information. It is part of the investigation record we save.
What we save
Your askContext receivedAgent reasoning recordsResults shared
We retain these records to check that our agents follow the rules, review their tone—including passive-aggressive responses—and identify incorrect or unsupported misuse cases.
Your next move / Start a conversation
Take charge.
Build with foresight.
It takes only ONE incident to damage your company’s reputation & revenue.
Let’s find the misuse before it gets that far.
Become a founding pilot.
Explore Villain’s Hat with your team and help shape what comes next.
Consider an LOI.
Interested, but need to plan ahead? Ask about a non-binding Letter of Intent.
A note from PavitraWhat would you
What would you
like to explore?
The form asks for your name, email, company and interests, plus a few questions about your team and timing. You can choose more than one way to get involved.
Submitting expresses interest. It doesn’t sign an LOI, commit you to a paid pilot or activate access automatically.
Start with curiosity.
We’ll work out the details together.
Google Forms loads only when you open it.
Your details, with a purpose.
Pavitra S. Tandon, operating as Villain’s Hat, uses your contact details and answers to follow up on the interests you select. No newsletter subscription. Interest records are kept for up to 12 months after our last meaningful contact, including copies in email or working files. Contact contact@villainhat.com to ask about your information or stop follow-up.
Read the interest-form privacy notice
Who is responsible
Pavitra S. Tandon is the controller for these expressions of interest, using the name Villain’s Hat. Privacy contact: contact@villainhat.com. This notice covers the interest form and related follow-up, not data submitted for an investigation.
What you share and why
The form asks for your name, email, company and role, selected interests, pilot preferences, preferred platforms, timing, decision-making team and permission for follow-up. We use this information to respond, discuss free investigations, a founding pilot or an LOI, and organise that conversation. We do not add you to a newsletter. Please do not include private conversations, credentials or confidential product information.
Your choice and the basis for processing
Filling in the form is voluntary; required questions are marked within it. We rely on our legitimate interest in responding to enquiries and managing requested discussions, taking account of your rights and reasonable expectations. Where you give optional permission for feedback or follow-up, you can withdraw it at any time by email. You can also object to contact. Submitting the form does not sign a contract or LOI, and this form does not automatically decide eligibility for access.
Where the information goes
Google hosts the form and stores submitted responses. Opening it connects your browser to Google; Google may also process technical information about that visit. Pavitra can access responses and may receive response notifications by email or keep working copies to manage follow-up. Google’s services can involve processing in other countries. See Google’s privacy information, including its information about international transfers. This page loads the embedded form only after you choose to open it.
How long we keep it
Our retention policy for interest records is up to 12 months after the last meaningful contact. That includes form responses and copies held for follow-up in email or working files. We remove records sooner where appropriate when you request it, subject to applicable legal obligations. If you become a customer, separate service and retention information will be provided for the customer relationship. The 12-month period does not restart because of an automated notification.
Your rights
Depending on the law that applies, you may request access, correction, deletion, restriction or portability of your information, object to processing based on legitimate interests, and withdraw consent without affecting earlier lawful processing. Email contact@villainhat.com. You may also complain to your local data protection authority; in Ireland, that is the Data Protection Commission.
Interest-form notice · Prepared 7 October 2026. Please ask for the relevant data-handling information before sharing investigation material.
Opening Google Forms… If it doesn’t appear, use the direct link above.