AI stats & generative AI for operations

Implementing AI in operations works when you treat it like process improvement: pick high-friction workflows, fix data plumbing, pilot fast, measure operational metrics, and scale with an AI policy. Use generative AI where it truly fits (support, knowledge work), automate where ROI is clear, and plan for workforce impact.