How I turned an organization that couldn’t agree on what it sold into a shared product taxonomy, content model, and scalable system of page types.

How I designed around organizational politics and constraints…and eventually got a second chance to build the B2B navigation of my dreams.

I turned my information architecture into an AI-powered tool that helps teams classify B2B pages at scale.