Strategic Thinking for Industrial Leaders

Artificial intelligence copilots promise to transform manufacturing. They offer real-time guidance, predictive insights, and automation that could revolutionize how factories operate. Yet, when it comes to Good Manufacturing Practice (GMP) environments, the reality often falls short of the hype. The gap between AI copilot demos and actual GMP implementation remains wide and it is rarely shown or discussed openly. I want to explore this gap, why it exists, and what industrial

Why this conversation matters For years, Manufacturing Execution Systems (MES) have been the backbone of digital manufacturing. They connect the shop floor to the top floor, track every order, enforce quality rules, and make sure operators know what to do and when. In many plants, MES was the first real step toward Industry 4.0 — creating traceability, structure, and discipline in processes. Without MES, digitalization would simply not scale. But the world has changed. Today,