About

I build and advise on products at the intersection of marketplaces, AI, and consumer technology. My work focuses on the operational systems that make platforms function — fraud detection, trust infrastructure, and the automation layers that let small teams operate at scale.

Before consulting, I spent years in marketplace operations where I learned that most platform problems are operations problems in disguise. The best product decisions come from understanding the full stack — from user behavior patterns to backend architecture to the business model constraints that shape everything.

I care about shipping work that holds up under real usage. Not prototypes, not pitch decks — systems that handle edge cases, scale predictably, and don't require constant intervention.

When I'm not working, I'm probably building something else. I like tools, infrastructure, and problems that reward patience over cleverness.