Case studies
Predictive Maintenance Agent
Manufacturing & Industrial IoT
The pattern
Maintenance teams run fixed schedules or wait for breakdowns, because reading raw sensor telemetry for early failure signs isn't something a technician has time for per-machine, per-shift.
Agent architecture
- Monitors streaming telemetry (vibration, temperature, throughput) and flags deviations matching known failure signatures.
- Auto-generates a work order with the suspected component and telemetry snapshot, never auto-schedules downtime on a live line.
- Maintenance lead approves and schedules; the agent tracks prediction-to-actual accuracy to retrain thresholds.
Stack
IoT TelemetryAnomaly DetectionWork Order APITime-Series Analysis
Want this pattern built for your business?
This is an architecture we would build, not one we have delivered yet. The engineering behind it is the same discipline as every verified engagement in the ledger. Book a call and we will scope it against your actual constraints.