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Manufacturing features and analysis

Longer-form reporting on plant operations, manufacturing technology, workforce strategy, and capital decisions.

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Manufacturing EngineeringMarch 7, 2026

CNC Machine Utilization: Why Most Shops Run at 40% and How to Fix It

Most job shops achieve 35-45% spindle utilization on CNC equipment, far below theoretical capacity due to setup times, programming delays, and material handling bottlenecks. True utilization measurement requires tracking all non-cutting activities, not just cycle times, while practical improvements like quick-change tooling and offline programming can push rates to 60-70%.

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Manufacturing EngineeringFebruary 18, 2026

Predictive Maintenance Reality: Why Programs Fail on the Floor

Most predictive maintenance programs collapse under sensor data overload and fail to deliver floor-level ROI. Engineers drown in noise while machines run to failure. The gap between pilot results and plant-wide reality is where most programs die.

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