AI engineer for industrial condition monitoring that reads machine signals, validates findings against machine context and maintenance history, and delivers clear, prioritized maintenance decisions instead of alert queues. Targets reliability teams and analysts, enabling expert-level analysis across all assets and plants to scale maintenance decisions without adding headcount.