Enterprise AI adoption shifts toward governed, cost-conscious workflows

Microsoft and IBM are packaging agents, governance, consulting, and industry frameworks; Adobe is adding agent orchestration and MCP connections to creative and marketing workflows. Accenture’s reported 64% scaling versus 7% optimizing, and a study’s claim that AI infrastructure accounted for $23.4B of technology overspend, highlight the gap between rollout and sustainable value. Announcements and broad figures need validation through representative workload outcomes, integration effort, review burden, and total cost.