Planning in manufacturing has always required a mix of experience, intuition, and structured processes. But today, the landscape has changed. Supply chains shift overnight, production cycles tighten, customer expectations rise, and financial pressure becomes sharper every year. In this environment, traditional planning methods—even digital dashboards and monthly reports—are no longer enough.  That’s where role-based AI...