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User
Maintenance Manager
Engineering
AI Model
Azure OpenAI GPT-4o
Outcomes
−45%
Unplanned downtime
3.2×
Maintenance ROI
6 weeks
Prediction horizon
$1.8M
Annual savings
What AI Does
- Telemetry Collector: Ingests IoT sensor streams — vibration
- Degradation Modeler: Applies physics-informed ML models to detect early degradation signatures up to 6 weeks before failure probability exceeds threshold
- Risk Prioritizer: Ranks all at-risk equipment by failure probability
- Work Order Generator: Automatically creates detailed work orders in CMMS with procedure checklist
Built With
Microsoft Azure AI
Azure IoT HubAzure MLAzure OpenAI GPT-4oSAP PMPower AutomateMicrosoft Fabric
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