Selected work
AI content guidance and review
Scaling security content design with AI
What I did: Wrote the plan, turned our content guidance into a library any AI tool could load, and built a skill that reviews content inside pull requests, then partnered with engineering to ship it.
Role: Principal Content Designer
Impact: In testing, it caught more than 6x the issues the tool’s built-in review did. The guidance is used in pull requests, design tools, and AI skills across security teams.
Onboarding and recommendations framework
Turning crowded setup pages into a clear path
What I did: Defined five recommendation types, three modes of action, and where each one goes, then designed and wrote the setup tasks and recommendations, working with UX design, product, and engineering.
Role: Principal Content Designer
Impact: Fewer onboarding support cases in three Microsoft Purview solutions. Picked up by other Purview solutions and Microsoft 365 Defender.