I turn fragmented workflows into coherent systems that scale across products & teams.
Patterns across projects
I designed the structural patterns that helped a multi-product ecosystem make sense — from lifecycle clarity to platform IA to the intelligence layer.
Reusable architecture
Coaching → Meetings: Clearer roles and lifecycle stages made it possible to separate prep, delivery, and analysis.
Meetings → Coaching: Transcript and insight patterns became the base for our RoleplayAI work.