I started my career in product design, but quickly became more interested in why products exist than how they are built. That led me into product management, working at the intersection of customer problems, business outcomes, and delivery reality.

My approach has been shaped by real projects, real trade-offs, and learning first-hand what actually moves results. I’m currently a Product Management Consultant for Notion and an AI Product Management Mentor at Level39. I help teams turn messy problems into clear strategies, strong metrics, and delivery systems that scale.

One of my most significant outcomes was contributing to US$43M in incremental profit and a 23% year-on-year uplift through product strategy, experimentation, and platform improvement. I’m particularly focused on responsible, practical AI. I care about adoption, measurement, and failure modes, not demos for their own sake. I believe the best AI products combine strong data foundations with human oversight, clear guardrails, and well-designed handoffs.