















Insurance claims systems, competitive benchmarking dashboards
Regulated workflows, AI-assisted decision tools

Subscription products, onboarding, retention and habit-forming systems

AI chat, agent-like flows, progressive disclosure through dialogue

Touchscreen vending machines across 1,000+ locations

On-site servicing, restocking, and system recovery workflows

Public kiosks, transit-adjacent installations

Custom hardware-software systems, large-scale deployments

System simulations, workflow and state modeling, data interaction prototypes

Data-heavy visualization platform projects

Cognitive load, uncertainty signaling, attention hierarchy, risk perception

Analytical dashboards, operational tools, expert-facing systems

I use product and design tools to translate ambiguous business goals, user needs, and constraints into structured workflows and decision-ready designs. These tools support research synthesis, system modeling, and collaboration across product, design, and engineering.










I prototype to understand system behavior, validate assumptions, and align teams. These tools let me explore interaction, data flow, and edge cases in ways that static mockups can’t—often close to real implementation.










I use visual design, motion, and 3D not just to explain systems, but to make software feel more alive, responsive, and human. When used intentionally, these tools improve comprehension, reinforce feedback, and add moments of delight that help users feel confident and engaged.









