Selected work
Property Risk Analysis
Designing an AI-assisted decision system for commercial property underwriting
Defining where AI adds value and where it must stay constrained, and turning trust, uncertainty, and evidence into first-class product concepts. The result is a human-in-the-loop underwriting experience that helps experts triage faster, understand risk in context, and make higher-confidence judgments.
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Portfolio Manager
MINI CASE STUDIES
Turning portfolio data into leadership decisions
Transformed analytics into an operational tool for leadership, drove measurable adoption, and enabled data-driven changes to appetite guidelines and broker strategy directly from the product.
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Other experiences
Turning early friction into faster activation and confidence
Simplifying complex purchase logic into a confident decision flow
Making everyday benefit decisions feel simpler and more personal
Turning uncertainty into confident progress through the buying flow