
Designed human-AI interaction for 10,000+ enterprise support agents
Before
Enterprise support agents would rather manually triage support tickets than trust AI
After
Customer support agents started trusting and using the AI tool within the first week
Read More

Made workplace energy use visible so employees would actually change their habits, without adding a single extra step to their day
Before
Awareness campaigns weren't changing behavior
After
Users engaged without onboarding. Called it "immediately understandable."
Read More

I didn't design 100 apps. I designed the system that made them possible
Before
Fragmented experience across 100 apps, 40+ quality review cycles each.
After
Cut quality review process from 40→4 · Scalable framework design
Read More









