Ethical Leadership: A Tech Startup Journey with Villain's Hat
From product design to responsible AI, Pavitra Tandon shares the experiences behind Villain’s Hat with Natalie Binns in Season 4 Episode 4 of Tech Startup Stories, to talk about the journey from a 16-year career in UX and product design to building a startup focused on helping companies understand how their products could be misused before those risks become real problems.
Pavitra has always wanted to build something of her own, but it was the arrival of AI that finally made that feel possible without being a traditional developer. Her first products gave her the opportunity to experiment, but they also exposed a side of building with AI that is easy to overlook: just because something can be built and shipped quickly does not mean it should be.
Listen to the Podcast: Available on Spotify, Amazon Music, Apple Podcasts and YouTube.
Knowing When to Stop
Pavitra's founder journey began with two AI products that came from very personal and creative ideas. One was designed to allow people to leave messages for loved ones to be received in the future, while another explored AI-generated humour around fashion.
As she tested the products, however, Pavitra began identifying increasingly serious misuse cases, from impersonation and manipulation to bullying and harmful messages. Rather than release the products and deal with the consequences later, she made the difficult decision to shut both down.
It was a turning point. The experience taught her that building quickly is only one part of product development, and that understanding what could go wrong needs to happen before a product reaches users.
Building with Misuse in Mind
Those experiences became the foundation for Villain's Hat, a platform designed to help product teams investigate potential misuse before releasing a product or feature.
Pavitra's approach is rooted in the belief that responsibility cannot simply be placed on AI. The technology can only work with what it has been given, while humans are often the ones who find unexpected ways to use systems differently from how they were intended.
Her goal is to balance business objectives with user needs, helping companies think beyond the intended journey and identify the blind spots between where a product starts and where it could end up.
Learning by Building
Pavitra comes from a UX and product background rather than traditional software engineering. After starting her career in graphic design, she moved into UX and discovered that her real strength was understanding how systems work, building business cases and connecting the dots behind the interface.
That experience has become central to the way she is building Villain's Hat. Rather than focusing purely on how a product looks, she is interested in what happens underneath it, how the different agents interact, how investigations are triggered and how the platform can support better decision making.
AI has also changed what feels possible. Pavitra admits that she was once intimidated by the technical side of building an MCP, but after completing beta testing and receiving constructive feedback, she is now moving from a standalone application towards an MCP that can be used within AI platforms and workflows.
Building the Right Foundations
The next stage for Villain's Hat is about moving from beta testing towards pilot users, while continuing to strengthen the safety and security of the platform.
Pavitra has built 21 agents and is actively trying to break her own product by thinking through how people might misuse it, but she also recognises where she needs specialist expertise. Her beta testers include people working across trust and safety, risk, compliance and product, giving her feedback on where the platform still needs work.
The ambition is to eventually integrate Villain's Hat into everyday product workflows, including tools where people and AI are already creating tickets, epics and product requirements. Longer term, Pavitra sees potential for specialised agents across industries including healthcare, energy, entertainment and ecommerce.
Taking the Leap
For Pavitra, building a startup is ultimately about being willing to try, learn and make difficult decisions when something is not right.
Her advice to aspiring founders is to start with the basics, map out what the user needs to do from A to B, understand the steps in between, and then use AI to help turn that thinking into something tangible. The important thing is not to expect the first version to be perfect, but to avoid the regret of never trying.
Pavitra's story is a reminder that responsible innovation is not simply about building something new. Sometimes it is about knowing when not to ship, learning from what went wrong, and using those lessons to build something better.
Listen to the Podcast: Available on Spotify, Amazon Music, Apple Podcasts and YouTube.
Listen to the full episode with Pavitra Tandon from Villain's Hat on Tech Startup Stories, hosted by Natalie Binns, and follow for more conversations that focus on the true realities of building a startup.