Blog
Field notes from the industrial edge.
Points of view, engineering deep-dives and educational posts on running real-time AI and control loops in OT environments.
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- Read Helin’s articles on industrial operations, edge intelligence, and security.
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3 of 40 articles
Clear allOct 1, 2026 · 3 min
Edge AI vs cloud AI for industrial operations: what the choice actually depends on
Cloud AI suits training and fleet analytics; edge AI is required when decisions must happen at the asset. When each fits, the hybrid architecture Helin uses, and two tests for making the call.
Edge ComputingMachine LearningCloud & AzureJul 22, 2026 · 6 min
We Started by Detecting People. We Ended Up Modeling the Work.
Helin runs vision-AI inference at the edge to make the human layer of industrial operations visible. Built on Azure Machine Learning, IoT Hub, Device Registry and Microsoft Fabric, the platform turns raw detections into real-world models of how work actually happens.
Vision AIEdge ComputingCloud & AzureEngineeringJul 22, 2026 · 6 min
Seeing the Human Layer: Helin Brings Edge Vision AI to Industrial Operations on Azure
Helin and Microsoft are launching a joint solution that brings edge vision-AI to industrial operations on Azure. Built on Azure Machine Learning, IoT Hub, Device Registry and Microsoft Fabric, and available on Azure Marketplace.
Vision AIEdge ComputingCloud & AzureSafety