Deployed on real lines. Numbers attached.

Complex operating conditions made pump selection depend on senior engineers. A proposal took an average of 3 working days to produce, capping engineering throughput.

Vacuum AI embedded the operating-condition surface and pump parameters to automatically match the optimal configuration for each inquiry.

Tens of thousands of MRO spare-part SKUs, slow inventory turnover, a purchasing premium, and emergency downtime that depended on someone manually finding stock.

A parts marketplace aggregating suppliers, with AI predicting spare-part demand and auto-quoting; emergency parts expedited.

20+ lines spread across multiple sites. Fault response ran on a phone roster, and OEE sat below the industry average.

Local Industrial Agent plus a remote expert network — the agent diagnoses first, then dispatches, escalating to remote assistance only when needed.