At Amazon (SageMaker Canvas), I designed interaction models and multi-step workflows that made machine learning capabilities accessible to non-technical enterprise users. I simplified ML setup, data processing, and routing through intuitive UI patterns.
At Hypergiant Industries, I led end-to-end UX design for the Advanced Battle Management System, an AI-powered platform for real-time decision-making. I also designed AI risk analytics and predictive intelligence tools for finance and energy clients, and established reusable patterns and engineering handoff documentation.
At Synapse, I led enterprise UX strategy across aerospace, manufacturing, and technology, shaping product vision and roadmap priorities. I also defined AI-driven search and content strategy frameworks to improve information discoverability and knowledge access.

