Sensor ingestion
Raw data from vibration, temp, pressure probes via RS-485 / CAN bus
Local SQLite log
Timestamped readings stored on-device, no internet needed
Edge AI model
Lightweight anomaly model runs locally — ONNX or TFLite
Threshold alerts
SMS or push notification when failure risk exceeds threshold
Work order
Auto-generated maintenance ticket with parts estimate
Sync when online
Batch upload logs + alerts once connectivity returns