AI Agents for Manufacturing

Unplanned downtime is the number that should keep plant managers up at night. The average manufacturing plant loses 5-20% of productive capacity to unplanned equipment failures. A single hour of downtime on a high-value production line can cost $10K-$50K depending on your product. Most plants do preventive maintenance on a calendar basis -- every 90 days whether the equipment needs it or not. But failures don't follow calendars. They follow patterns in vibration, temperature, and output quality that nobody's monitoring.

Raw material tracking is the second problem. Your supplier was supposed to deliver 500 units of component X on Tuesday. It's Thursday. Nobody noticed because the purchasing manager was dealing with a quality issue on Line 3. Now your production schedule for next week is at risk because you don't have materials, and you didn't find out until today.

Quality documentation is where compliance audits become nightmares. ISO 9001 requires documentation. FDA requires documentation. Your customers require documentation. But your quality team is also doing inspections, handling non-conformances, and training operators. The paperwork gets done last -- and sometimes not at all.

I build agent systems that turn your plant data into action. A maintenance agent that monitors equipment performance data and schedules service based on actual condition, not arbitrary calendars. A supply chain agent that tracks every incoming order and alerts you the moment a delivery deviates from schedule. And a quality documentation agent that compiles inspection data into compliance-ready reports automatically.