Designing as a system, not a layer.

I specialize in transforming the ambiguity of IoT data, Generative AI, and agentic system architecture into high-trust, user-centered experiences, turning raw device signals and complex model outputs into clear, actionable insights that drive measurable business impact.

01
Systems Thinker

02
Wayfinder

03
Connective

Case Studies

IoT Sensor Data to Insights

Turn fragmented vehicle signals into standardized, production-ready data at scale, reducing time from data to insight by 80% and accelerating engineering velocity

Role
Sole Lead UX Designer

Type
Internet of Things, Systems Design, Data Visualization

Agentic Retrieval and Model Reasoning

Powering >90% accuracy through multi-source retrieval and visible reasoning to build the trust for troubleshooting with total confidence.

Role
Sole Lead UX Designer

Type
Agentic AI, Information Architecture

Intelligent Simulation Ecosystem

Led the end-to-end pivot from costly dealership hardware to a predictive digital ecosystem, using vehicle telematics to turn EV skepticism into high-trust, personalized roadmaps for millions of drivers.

Role
Senior UX Designer

Type
Mobile Design, Data Visualization, Map Design

IoT Sensor Data to Insights

Coming soon…

My Design DNA

Testimonials