Factory modernization has entered a difficult phase for manufacturing executives. Many plants already contain advanced robotics, programmable logic controllers, automated storage systems and machine-level analytics, yet production environments still struggle with disconnected workflows and inconsistent decision-making. The problem rarely stems from a lack of automation. It emerges when systems built across different decades, vendors and architectures fail to communicate in ways that support coordinated manufacturing performance.

