Work

AI-powered SIT page in Microsoft Purview, showing accuracy metrics and a file match list with AI validation reasoning

AI-POWERED DATA CLASSIFICATION

Lead Product Designer · 6 months · Design partner program

Shaped with a Purview user as design partner, then moved into DSPM after a strategy shift.

PROBLEM: False positives create noise, and admins won't adopt AI they can't verify.

APPROACH: Put the emphasis on what AI removed from classification rather than what it kept, because that is where the value is.

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InfoGuard Insights Scan overview in Microsoft Purview, showing scan summary metrics, a data source donut chart, and cost estimates per workload

ON-DEMAND CLASSIFICATION

Lead Product Designer · 4 months · Shipped 2025

320+ billed tenants and $700k in revenue in 30 days.

PROBLEM: Admins needed to protect older sensitive data, but pay-as-you-go scanning made the cost uncertain.

APPROACH: Made the cost estimate mandatory, and offered "Download report" instead of "Start classification", because admins needed budget approval before they could commit.

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Reusable lists settings page in Microsoft Purview, listing configurable list types such as apps, domains, and file paths

REUSABLE LISTS

Lead Product Designer · 2 months · Private preview 2026

390 lists created in the first month of private preview.

PROBLEM: Admins re-entered and updated the same long lists rule by rule, across policies.

APPROACH: One central list library shared across all DLP workloads, with a guided migration from Endpoint DLP.

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