I bring a business and strategy background to AI implementation.
My degree is in business and political science, and my early work was in
campaign strategy: resource allocation under hard constraints, message
testing, and decisions made on incomplete information. I moved from there
into financial services, working with individuals and families on planning
decisions, where accuracy, discretion, and clarity were the baseline
expectation rather than the differentiator.
I also grew up around several family-owned businesses and gained hands-on
entrepreneurial experience across acquisition, operations, and sale. That is
practical exposure to where a business generates margin, and where it
quietly loses it.
The combination shapes how I work. Commercially grounded, operationally
realistic, and focused on measurable outcomes rather than experimentation for
its own sake.