Enterprise and Vertical AI Adoption Is Broad but Production Monetization Is Uneven

Enterprise adoption is expanding across workflow automation, finance, accounting, healthcare and agent governance, but measurable strategic impact remains limited. Financial-services research reports 81% adoption with only 14% major strategic impact, while accounting data shows roughly 95% usage but only about 20% measurable returns. Implementation time, governance and ROI—not awareness—are becoming the main commercial filters.