Manufacturing

Predictive maintenance, supply chain optimization, and IoT-driven operations.

Manufacturing runs on physical assets that don't forgive downtime — a single unplanned outage can cost more than a year of monitoring software. We instrument equipment, build the data pipelines to make sense of the signals, and deploy predictive models that give maintenance teams a head start measured in days, not minutes.