AI Predictive Maintenance in 2026: What Manufacturing Leaders Need to Know

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Somewhere right now, a bearing is failing. The vibration pattern shifted twelve days ago, and nobody noticed. By Thursday, that $800 bearing will trigger a...

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Four Shifts from AI Hype to Real Results

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Neil Hoyne, Chief Strategist at Google, author of Converted (Penguin Random House), and Executive Faculty at The Wharton School, delivered a keynote at GE...

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6 Signs Your Data Historian Can’t Keep Up

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Historian renewal notices show up as a procurement line item, usually larger than the previous year, and most teams sign and move on. Ryan Nelson, Director of...

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Who Owns the Risk When Factory AI Acts?

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When an AI system recommends a quality action and the recommendation turns out to be wrong, the model does not carry the production loss, answer to the...

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Defensible OT Architecture for AI-Connected Manufacturing

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Manufacturers are adding more digital connections to production environments. AI programs, remote monitoring, predictive maintenance, asset analytics, and...

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80% of Plant Measurement Faults Fixed Without Support

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A technician walks up to a faulty measurement device, scans the QR code on its display, and gets a plain-language diagnosis with step-by-step repair...

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How PPG Built MES Blueprints for 140 Plants

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At GE Vernova Accelerate 2026, Clark Rexrode, Colin Reilly, Chris Grega, and Ben Hoff from PPG presented how the company deploys Proficy MES across a...

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How Procurement Budgets Fix OT Supply Chain Security

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Most OT security spending goes to defending networks after equipment is installed. The presentations at S4x26 in Miami made a different case: the...

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AI Agents in MES: Beyond the Chatbot

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At GE Vernova Accelerate 2026, Smita Bhat and Brian Johnson presented the Proficy AI roadmap spanning seven initiative themes across MES, Historian, and SCADA....

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The Hidden Challenge in Energy AI: Coordination Across Distributed Systems

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I started out as a control systems engineer, working in plants where everything important happened in one place. There was just one site, one control room, and...

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