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Many finance leaders now expect AI investments to show clear economic logic and measurable payback—no magic, only accountable models. This expanded guide explains how CFOs and their teams can build trust through rigorous cost models, KPIs, pilots, risk controls, and the organizational processes needed to scale with discipline.