https://store-images.s-microsoft.com/image/apps.46764.e2bff991-9f80-4a96-8876-cc1bbff63e29.32a4591c-606b-46d6-b079-2a92a35b4117.ef7b217c-64f7-4462-90bb-ca302009d87c

The Predictive Maintenance Solution Accelerator is a production-ready solution that provides all the resources needed to quickly build and deploy an AI-powered predictive maintenance system

Predictive Maintenance Accelerator

Built on Microsoft Fabric and Azure AI services, this accelerator combines real-time IoT data ingestion, advanced analytics, and intelligent automation to predict equipment failures before they occur.

Microsoft Fabric + Azure AI

Core Capabilities

Multi‑source data integration: Connects IoT, SCADA, MES, Salesforce, SAP HANA, and energy data
Real‑time streaming analytics: Azure Event Hub + KQL for anomaly detection
Medallion data architecture: Bronze, Silver, Gold layers in Fabric Lakehouse
AI‑powered predictions: ML models for anomaly detection and maintenance recommendations
Intelligent automation: Maintenance Agent & Carbon Intelligence Agent
Real‑time dashboards: Power BI interactive visualizations

Quantified Business Benefits

Reduce downtime 70%: Predict failures 24–72 hrs in advance
Lower costs 20–30%: Optimize schedules & inventory
Extend asset life 15–25%: Reduce wear with proactive maintenance
Cut implementation time 70%: Deploy in hours with ARM templates
Improve safety & compliance: Early warnings prevent failures
Boost efficiency: Real‑time insights & workflows

Target Industries & Use Cases

Manufacturing: Monitor robotics, CNC, production lines
Energy & utilities: Optimize turbines, solar, grid infrastructure
Oil & gas: Predict pump, compressor, pipeline failures
Transportation: Monitor fleets, rail, aviation equipment
Smart buildings: Maintain HVAC, elevators, escalators

At a glance

https://store-images.s-microsoft.com/image/apps.28236.e2bff991-9f80-4a96-8876-cc1bbff63e29.32a4591c-606b-46d6-b079-2a92a35b4117.731a4da0-9bc4-4369-b6ca-ba821868351e

/staticstorage/20251203.1/assets/videoOverlay_62a424ca921ff733.png

https://store-images.s-microsoft.com/image/apps.36837.e2bff991-9f80-4a96-8876-cc1bbff63e29.32a4591c-606b-46d6-b079-2a92a35b4117.7a52ef74-b73f-4a82-9832-7fb0cb1fdd64

https://store-images.s-microsoft.com/image/apps.10544.e2bff991-9f80-4a96-8876-cc1bbff63e29.32a4591c-606b-46d6-b079-2a92a35b4117.71cbb2be-753e-4b85-8dd8-99e8d26c87d8

https://store-images.s-microsoft.com/image/apps.25278.e2bff991-9f80-4a96-8876-cc1bbff63e29.32a4591c-606b-46d6-b079-2a92a35b4117.79659bf7-7e1a-47a9-b911-1e69580492a2

Predictive Maintenance powered by Microsoft Fabric and Agentic AI