I design systems of trust for people and AI.

I map the terrain underneath complex workflows: what users need, what agents can infer, where context lives, where memory helps, where review is required, and where the system needs boundaries.

Then I turn that map into product surfaces people can trust.

I help teams

  • / Structure complex domains
  • / Design trust into AI workflows
  • / Clarify product logic
  • / Prototype hard problems fast

Selected work

Generative Agreement Coversheets illustration

Contract Intelligence / Finance UX

Generative Agreement Coversheets

AI-extracted contract data turned into a usable digital coversheet, so finance teams could understand what they agreed to without rereading pages of vendor documents.

AI data extraction / Ontology mapping / AI-composed UI

Live Marketing Production System illustration

Finance Lead Capture

Live Marketing Production System

Shipped production code for turning finance-buyer ad campaigns into live landing pages, captured leads, HubSpot and LinkedIn tracking, and a code-recorded video ad workflow.

Component library / Lead routing / Animated video production

Industrial Kitchen Print Station illustration

Food Safety Operations UX

Industrial Kitchen Print Station

Small-screen print workflow for mounted kitchen tablets and thermal label printers, designed around repeated kitchen tasks, muscle memory, and food-safety operations.

In-kitchen research / Hardware constraints / 6% revenue impact