Design leadership for trust-critical products
I design for products where trust is the product, and I build the teams that keep it that way.
Fifteen-plus years of turning what users actually do, not just what they say, into product decisions across government, healthcare, education, and consumer mobile.
Featured work
Selected engagements
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An AI that refuses to guess
A system built for an audited domain, where a confident wrong answer costs more than no answer at all.
I designed what happens when the machine declines.
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Zero to one for applicants the system could not see
International applicants were routed through a domestic flow that structurally could not serve them.
I do not wait for research budgets. I find the closest source of user pain and systematize it.
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Designing the conditions for trust in AI supported health navigation
A province-wide public health service was about to bolt AI symptom assessment onto a service listing.
I reframed the evaluation around trust conditions, not model performance.
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