The vision system scanned the part and logged a pass. The SPC chart stayed inside its control limits. The line kept moving.

Three weeks later, the customer complaint arrived. The defect had been there the whole time, sitting just inside the algorithm’s confidence threshold, close enough to spec that the model called it good.

Nobody did anything wrong. The camera worked.…

When a CEO tells me they wish their employees were more capable of “self-organizing,” I usually ask what exactly that means. The answer matters for more than academic precision; leaders drawn to the notion of decentralization routinely turn to self-organization as the mechanism that will deliver it. The appeal is clear: Give people more autonomy, reduce bureaucracy, and allow coordination to…

Enterprise resource planning (ERP) projects are among the most significant technology investments an organization will ever make. They support everything from finance and procurement to inventory management, customer service, and workforce planning. Organizations rightly spend months selecting the right platform, evaluating vendors, gathering requirements, and building business cases.