designed and scaled the ai-native spend management platform for the ever complex world of supply chain from the ground up. made a training system for our homegrown llm to process freight paperwork, and created ways for both automated and manual financial workflows to coexist for different modes of transportation - ap, ar, payments, data management, shipments, insights, gl coding, etc. grew a small but mighty design team. made the whole thing scalable for a wide range of enterprise customers.

overhauled the workflow and automation platform for operators moving shipments. consolidated everything from procurement, scheduling, tracking, exceptions, payments into a unified user experience and design language.

designed an ml-powered transaction management experience for quickbooks self-employed. 2 design patents for transaction categorization ui across mobile and desktop.