9 years of experience building consumer products at scale, most recently at . I've shipped search experiences for 127M+ monthly active home shoppers, and AI-native decision making tools for home sellers. I use AI tools to speed up my design process and my productivity.
User-centered at the core, AI-driven in practice. On one side, I design AI-native products, focusing on trust, ambient intelligence, and human-in-the-loop workflows at Zillow. On the other hand, I design with AI to prototype quickly and use Outset.AI and Dscout to keep real human feedback guiding every iteration.
Cut validation from 4 weeks to 4 days by prototyping divergent concepts in Claude and testing them with users through self-led research.