
AI in Quality: From Defect Detection to Process Learning
Many factories are investing in AI for quality with a reasonable ambition: to detect defects earlier, reduce escapes, protect the

Many factories are investing in AI for quality with a reasonable ambition: to detect defects earlier, reduce escapes, protect the

Takt time is often introduced as a simple formula: Available production time divided by customer demand. The calculation is useful.

Digital transformation does not eliminate waste automatically. In some cases, it scales it. A factory can deploy tablets, dashboards, sensors,

Factories rarely underperform because a system lacks another dashboard. More often, they underperform because the organization cannot connect what happened

In many factories, reliability is still treated as something that belongs primarily to maintenance. When an asset fails, maintenance is

In many organizations, exceptions are treated as defects in the process model. The workflow is designed. Approval levels are defined.