Every decision about data and AI has implications for customer journey and user experience. I step through the opportunities and constraints to find the critical path to Product-Market Fit.

I've been conceiving and shipping AI-powered SaaS in regulated industries for over a decade. Like all PMs, my skillset is T-shaped, and sophistication about data is the column of the T.

I care about technical elegance, scalability, and being indispensable to my collaborators and clients.