Technical Thinking For Teams That Build Things

A maintenance technician used to walk the floor on a fixed schedule, service a compressor whether it needed it or not, and still get blindsided by the machine that failed between scheduled checks. Today an AI agent watches the vibration and temperature data from every machine on the floor continuously, flags the one bearing showing early wear three weeks before it would have failed, and generates the work order automatically. The technician still does the repair. The blind spot between scheduled inspections mostly isn't there anymore.

Manufacturing is one of the most measurable industries for AI's return, because unplanned downtime has a hard dollar cost that every plant manager already tracks — anywhere from $12,000 an hour for a small facility to $2.4 million an hour for a continuous-process plant. That's why predictive maintenance and computer-vision quality control have become the…