In many plants, operational AI tied to sensors, routings, calendars, and schedules delivers more measurable ROI because it directly affects throughput, due dates, downtime, and overtime. Generative AI can still be useful for knowledge work such as finding SOPs, drafting shift handovers, and supporting technicians, but the largest near-term gains typically come from AI that changes operational decisions.
