Autonomous Preventive Maintenance Predictor
IoT Device Telemetry Ingestion & Hardware Failure Prediction
LOCK-SEAM-884
Waterfront Luxury Condo #4B
Type: Smart Lock
9.2 / 10
Urgency Score
Telemetry Reading:Battery at 12% (Dropped 15% in 24h)
Predicted Failure:Lock Battery Failure (<15% in 48h)
Auto Work Order:WO-PRV-2026-091
Dispatched via WhatsApp Business API
HVAC-NEST-302
Mountain View Chalet #12
Type: HVAC Thermostat
7.5 / 10
Urgency Score
Telemetry Reading:Compressor cycle variance 42 min
Predicted Failure:HVAC Coil Freeze Vulnerability
Auto Work Order:WO-PRV-2026-092
Dispatched via WhatsApp Business API