Industries · Manufacturing
Intelligent agents that connect your plant floor IoT data to actionable intelligence — predicting equipment failures, detecting quality defects at line speed, and optimising production schedules in real time. Built on Azure IoT Hub, Azure Machine Learning, and Azure Digital Twins.
How It Works
We connect the agent to your manufacturing equipment, SCADA systems, MES, and ERP via Azure IoT Hub and Azure Digital Twins — creating a real-time operational data fabric the agent reasons over.
Azure Machine Learning runs anomaly detection and predictive maintenance models against telemetry streams, while Azure AI Vision processes camera feeds — both surfacing actionable alerts without human review of raw data.
When the agent detects an anomaly or quality issue, it automatically creates work orders in your CMMS, adjusts production schedules in your MES, and notifies the relevant maintenance or operations team.
Capabilities
Analyses IoT sensor streams from production equipment to predict failure before it occurs — generating maintenance work orders automatically and prioritising by criticality and production impact.
Processes camera feeds on production lines using Azure AI Vision to detect surface defects, dimensional anomalies, and assembly errors in real time — at accuracy rates exceeding manual inspection.
Monitors supplier lead times, raw material availability, logistics disruptions, and geopolitical risk signals to surface supply chain vulnerabilities before they interrupt production schedules.
Generates and adjusts production schedules dynamically based on machine availability, material inventory, order priorities, and demand forecasts — reducing schedule adherence gaps and line idle time.
Applies multivariate anomaly detection to sensor telemetry streams — identifying subtle deviation patterns that precede failures, with configurable alert thresholds per equipment class.
Continuously monitors supplier financial health, delivery performance metrics, news signals, and regulatory compliance status — flagging at-risk suppliers with lead time to source alternatives.
Built With
Azure AI Practice
By Industry
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