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.
TL;DR
- Read Helin’s articles on industrial operations, edge intelligence, and security.
- Filter articles by topic or year, or search for a subject.
- Open an article for its takeaways and full analysis.
18 of 40 articles
Clear allOct 1, 2026 · 6 min
Industrial edge computing: what it is and how it works on real assets
Industrial edge computing runs software on hardware at the asset, so control decisions execute in under 100ms with no internet connection and data stays on site. How the three layers work, the four problems it solves, and where it runs today.
Edge ComputingComplianceOct 1, 2026 · 3 min
Edge computing in oil and gas: how drilling rigs handle operations without reliable connectivity
Satellite links add latency and drop out. Why safety and control decisions on a drilling rig have to execute at the rig, and what that means for data sovereignty, NIS2 and governance offshore.
Oil & GasEdge ComputingSafetyOct 1, 2026 · 3 min
Edge computing in manufacturing: how distributed production facilities use local processing
Multi-site manufacturers run different machines, protocols and teams at every plant. How a governed edge deployment model works, what the Cyber Resilience Act changes, and when edge computing makes sense.
ManufacturingEdge ComputingComplianceOct 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 & AzureOct 1, 2026 · 4 min
How to choose an industrial edge platform: a checklist for teams comparing products
Seven questions to ask every vendor on your shortlist, from protocol coverage and offline behavior to security, deployment speed and hardware lock-in, plus the red flags to watch for.
Edge ComputingSecurityOct 1, 2026 · 4 min
Predictive maintenance at the edge: why local processing changes what you can catch
High-frequency sensor data is too heavy to stream to the cloud, so faults slip through. How edge-resident models catch them earlier, scale across a fleet and feed your maintenance workflows.
Edge ComputingData & AnalyticsJul 24, 2026 · 9 min
The Split Brain: What It Takes to Run Industrial Edge Applications
Industrial edge applications bridge cloud systems and plant-floor machinery that can't always stay connected. Here's how six Zero Trust-aligned services, identity, nodes, networks, workloads, data, and observability, keep both halves secure and running independently.
EngineeringEdge ComputingCybersecurityJul 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 & AzureSafetyFeb 18, 2026 · 4 min
From delayed insight to real-time awareness: how edge technology is advancing offshore rig safety
As rigs grow more automated and operations more complex, delayed visibility is no longer acceptable. How Safety 4.0 combines edge computing, vision AI and rig-to-shore collaboration to give crews instant awareness of the most hazardous parts of the operation.
Oil & GasSafetyEdge ComputingVision AIDec 1, 2025 · 5 min
Removing hidden kill switches in your renewable energy portfolio
Hidden remote-access features, unmonitored firmware updates and fragmented vendor ecosystems can turn a solar or wind portfolio into a cybersecurity minefield. How NIS2 and the CRA change operator responsibility, and how Helin's one box approach restores control, visibility and compliance.
Renewable EnergyCybersecurityComplianceEdge ComputingDec 18, 2024 · 8 min
Best 6 real-time energy intelligence platforms (2025)
This article reviews the top six real-time energy intelligence platforms for 2025, explaining their core functionalities and benefits such as enhanced efficiency, sustainability, and grid management. It highlights Helin, SynaptiQ, Dexter Energy, Simpl Energy, Kraken Tech, and Navitasoft, detailing their specific focus areas and key features.
Data & AnalyticsRenewable EnergyEdge ComputingDec 18, 2024 · 8 min
Best 5 edge computing platforms (2025)
We're bringing you a list of the best edge computing platforms to use when you're operating large amounts of industrial assets.
Edge ComputingOct 15, 2024 · 12 min
How to prevent negative returns in renewable energy and solar
Renewable energy businesses often face negative returns, having to pay to offload surplus energy due to grid imbalances and volatile spot markets. This article explores strategies like curtailment, aligning generation with market dynamics, and creating local smart grids, often requiring edge computing, to prevent such losses.
Renewable EnergyGrid & VPPEdge ComputingNov 21, 2023 · 2 min
Empowering Sunrock’s ambition: Accelerating growth and climate goals with the Helin platform
Sunrock, a company providing energy strategies and solutions for large logistics real estate, has partnered with the Helin platform to manage vast amounts of real-time data from its PV solar rooftop installations. This partnership enables Sunrock to unify data sources, monitor assets, and implement an arbitrage system, accelerating their climate goals.
Renewable EnergyData & AnalyticsEdge ComputingSep 1, 2023 · 11 min
Edge AI: Paving the path forward
This article features the CTO of Helin discussing the transformative potential of Edge AI, driven by hardware evolution and open-source advancements. It highlights Edge AI's advantages like low latency and efficient bandwidth, particularly for industrial applications, where it enhances safety and operational efficiency.
Edge ComputingVision AICybersecurityAug 28, 2023 · 2 min
Digital twins: The future of operational efficiency in the marine & energy sectors
Digital twins are virtual representations of physical systems, designed to explore 'what if' scenarios, boost client satisfaction, and significantly cut operational expenses. They expedite service implementation by optimizing processes, centralizing data, and minimizing unplanned maintenance.
Edge ComputingOperational EfficiencyRenewable EnergyJul 12, 2023 · 2 min
Harnessing the power of data: Top 5 monitoring use cases
Helin's SaaS product, the Helin Platform, manages edge devices on industrial assets to boost efficiency, safety, and sustainability, particularly in marine and energy sectors. The article outlines five key monitoring use cases for businesses, including ESG, operational excellence, and condition monitoring.
Edge ComputingAsset ManagementComplianceOperational EfficiencyPredictive Maintenance