AI Monetization @ Microsoft.
Last shipped: Brand Agents.
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Walk me through your best work.
c
Brand Agents, an AI-powered shopping experience for brands that brings the best of in-store sales associate experience to online storefronts.
Nov 2024 – Dec 2025
Shipped
Brand Agents: AI-Powered Conversion
0 to 1Agent FrameworkGenUX LibraryResearch
2×Conversion lift
77.8%Session success
10,000+Active agents
0 to 1Owned end-to-end from concept pitch through strategy, partner onboarding, build, bug-bashing, and design delivery.
Research45+ user research sessions, all design-led from planning to interviews, synthesis, and analysis.
Agent Mode FrameworkDefined common UX archetypes based on user intent, identifying recurring scenarios and establishing design principles for agentic behavior. Applied similar framework for other Monetization products' agentic experiences.
GenUX LibraryDefined generative UX component patterns that map to each agent mode for reusable, scalable, and consistent design system across all brand partners.
Designing how businesses participate in the AI economy — helping brands, publishers, and developers understand and control how they show up in an AI-first web.
2025 – Present
In progress · 🔒 NDA
Microsoft AI Economy
AI EconomyAgentic UXDesign SystemVibekit
AI Economy PlatformThe web is shifting from human-browsed to a hybrid ecosystem where people and AI systems both discover, evaluate, and act on information. Designing the experience layer that helps businesses — publishers, brands, developers — participate with confidence on both sides of that shift.
Clarity VibeKitArchitecting the design system, component library, and MCP infrastructure behind Clarity VibeKit which enables designers to vibecode compliant product screens at scale.
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What's your earlier Microsoft work about?
c
Focused on simplifying Microsoft Advertising for SMB customers, reducing friction to jump start their first working campaign.
2020 – 2023
Shipped
SMB Advertising Experiences
Smart PagesAuto Conversion GoalsEnd to End Design50+ User Interviews
3×Attributed conversions
~$25MRevenue impact
Smart PagesDesigned end-to-end from discovery through launch — 50+ user interviews across multiple research rounds, reaching 4,000+ active pages. (Deprecated 2024)
Auto Conversion GoalsRedesigned the conversion tracking setup flow using auto-goal detection, achieving 2.4× active tag rate, 2.7× conversion detection, 3× attributed conversions, and ~$25M in revenue impact.
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Can I see the full case studies?
c
Most of my work is under NDA, but I'm happy to walk you through it. Reach out and I'll share what I can, case by case.