During the “Edge AI: Driving Smarter Machine Health Monitoring for Energy Infrastructure” panel at IIoT World Energy Day 2026, poll results showed that most energy operators are just beginning to explore AI for asset monitoring. Some have completed a first deployment, but only a small percentage have scaled these solutions across multiple assets or sites. […]
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Anthony Vigliotti, Chief Product Officer at Adlib, identifies a foundational distinction in enterprise AI that most industrial organizations have not yet fully reckoned with. In brownfield manufacturing and regulated industrial operations, the cost of that gap is becoming harder to ignore.The distinction is this: a document can be treated as a data source, or it […]
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Factories generate massive volumes of time series data from every sensor, controller, and production line, but many manufacturers reduce the fidelity of that data or discard it entirely because their existing infrastructure makes retention too expensive or too difficult. “It always pains me to see customers reducing fidelity or throwing data away for resource or […]
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Gil Silva, Partnership, Learning & Development Manager at Coreflux, walked through a live demo at Hannover Messe 2026 where a Raspberry Pi running the company’s Language of Things processed factory data, managed energy systems, and communicated with machines in real time. The Porto-based startup has built a system that lets someone automate a factory floor […]
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GlobalLogic built procurement systems that save some clients $5 million a year by modernizing invoicing processes, and contributed to Hitachi Rail’s most digitally advanced factory worldwide, a 300,000 ft² facility in Hagerstown, Maryland. “It’s time for return on investment,” said Roxana Moldovan, Director Industrial BU EMEA at GlobalLogic, a Hitachi Group Company, in a conversation […]
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Data breaches in the manufacturing industry rose 89% year over year, reaching 1,607 confirmed cases in 2025 compared to 849 in 2024, according to Verizon’s DBIR Report. The driver is the increasing connection between IT and OT systems. Files that once stayed within isolated networks, such as CAD designs, predictive maintenance logs, and supplier updates, […]
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The energy sector has made real progress in deploying AI closer to operations. Battery storage operators are running predictive models at the site level. Renewable fleet managers are using AI to accelerate troubleshooting and optimize asset performance. Grid-connected systems are beginning to rely on edge-based inference to make decisions that must occur in under a […]
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Every machine vibrates differently, and sensor placement on a machine can make or break the data quality. This IIoT World article is based on a video interview recorded at Hannover Messe 2026 with Julien Romala (Application Engineer, Tronics Microsystems, a TDK Group company). Where a vibration sensor sits, how quickly it learns what normal looks […]
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A Gatorade bottling line at a FIFA World Cup stadium, producing on site instead of shipping from a central plant, with flavors adjusted by region and Doctor Pepper for the Texas crowd. In this IIoT World article based on a video interview recorded at Hannover Messe 2026, Ujjwal Kumar (CEO, Siemens Industrial Automation) explains how […]
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Someone responsible solely for operating a CNC machine or an extruder can now generate a production-ready application through a prompt. In this IIoT World interview recorded with Lucian Fogoros at Hannover Messe 2026, Peter Sorowka (CEO, Cybus) describes how enterprise manufacturers are already experimenting with this. At Hannover Messe 2026, Cybus CEO Peter Sorowka described […]
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When agentic AI can write attack code and deploy it autonomously, securing OT networks requires removing the inbound attack surface entirely. At Hannover Messe 2026, Skkynet CEO Gary Tillery describes how the company’s outbound-only architecture does exactly that: Skkynet’s Cogent DataHub platform keeps all inbound firewall ports closed across more than 30,000 installations in 86 […]
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A temperature reading with a timestamp does not tell you whether it is Fahrenheit or centigrade, which factory generated it, which production line, or which asset. Without that context, the data cannot drive a decision. At Hannover Messe 2026, InfluxData and Litmus described how their integrated architecture solves this: Litmus Edge connects to shop floor […]
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