The individual will partner closely with IT, AI product teams, architecture, cloud/FinOps, accounting, sourcing, business finance, and functional area leaders to build repeatable frameworks for AI investment decisions, model usage optimization, tokenomics, O&M tail forecasting, and capital-versus-expense treatment of AI-enabled products and agents. The role will evaluate AI opportunities across the development lifecycle, determine whether value is expense reduction, capital deferral, productivity, risk reduction, customer experience improvement, or other measurable benefit, and ensure that benefits are modeled, validated, budget-owner-owned, and ultimately taken to the bottom line where applicable.