Digital twin

A digital stand-in for machines, lines, or buildings is fed by IoT streams. What-if simulation answers parameter changes before they hit the shop floor.

Data integration

OPC-UA, MQTT, and time-series stores form the backbone. Data quality—timestamps, clock sync—decides whether predictive maintenance is trustworthy.