MES-driven decision visibility is most valuable for roles that must act quickly on trustworthy production data: operations leadership, supervisors, quality and maintenance teams, planners, CI, and plant finance. It is especially impactful where data is delayed, fragmented, or disputed across MES, ERP, and manual reports, increasing risk to throughput, quality, and compliance.