Most plants have digitized work instructions and downtime codes but still run shift handoff on memory and sticky notes. Here’s a concrete protocol for building a real handoff checklist into the MES you already have.
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Generative AI configuration assistants are showing up in Opcenter, Critical Manufacturing, AVEVA MES, and SAP DMC — here’s a grounded look at what they actually save you time on and where they still need a human checking the model.
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Every MES and cloud vendor is bundling an AI copilot into 2026 renewal talk, but the real blocker isn’t model quality — it’s that most plants’ UNS data was never packaged for AI to consume. Here’s a concrete framework for building data products off the UNS instead.
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Rockwell has spent 2025 and into 2026 folding Plex’s cloud MES capabilities into its broader FactoryTalk story, and Plex customers hitting renewal now are facing decisions that are more roadmap bet than routine contract signature.
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CISA is treating more ICS/SCADA vulnerabilities like IT vulnerabilities, with remediation deadlines that assume you can just patch. Here’s how to document compensating controls that hold up when you can’t.
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Cloud LLM copilots looked great in the demo and then hit a wall of latency, token cost, and network isolation on the actual line. Here’s the framework for deciding when a small, locally-hosted model is the right call instead.
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Auto-tuning on modern servo drives is good enough to fool most commissioning checklists — and that’s exactly the problem once that same drive starts feeding diagnostics into your MES or UNS layer.
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