Nearly every MES and ERP vendor is shipping “agentic AI” in 2026, but most of it still just talks. Here’s a practical framework for deciding which agents deserve write access to your shop floor.
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Rockwell’s push to unify its MES portfolio around Plex’s cloud architecture leaves FactoryTalk PharmaSuite and ProductionCentre customers needing a real plan, not just a wait-and-see posture.
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Most MES sold as “traceability solutions” only track lots, not individual units through assembly, rework, and substitution — and the difference stays invisible until a recall or CAPA audit forces you to answer a question your data model was never built to answer.
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CISA’s SBOM push is starting to show up in PLC, HMI, and MES RFPs — but a software bill of materials only matters if someone on your team knows what to do with it. Here’s a workflow, and contract language, that actually gets used.
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The generative AI conversation on the shop floor is shifting from “which cloud vendor” to “do I even need the cloud.” Here’s a practical framework for deciding between a small on-prem model and a GPT-class API call.
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SAP is layering Joule copilots onto Digital Manufacturing’s quality and production modules, but the line between “included” and “billable add-on” is fuzzy. Here’s how to evaluate it before your next renewal.
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Every major MES vendor is shipping agentic AI orchestration in 2026, but most plants can’t use it well because their OEE and downtime data isn’t clean enough for an agent to act on. Here’s the readiness checklist to run before you pilot anything.
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Schneider Electric’s full ownership of AVEVA is no longer a corporate-finance story — it’s showing up in contract language, product naming, and roadmap decisions that MES buyers need to interrogate now, not at renewal time.
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Most MES rollouts get past the pyramid diagram and never touch ISA-95’s actual object model — and that’s exactly where the genealogy gaps, OEE headaches, and ERP-to-shop-floor disconnects come from. Here’s the distinction worth learning properly.
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CISA’s Secure by Demand framework is migrating from whitepaper to RFP boilerplate at utilities and large manufacturers. Here’s how to use it as a real scoring rubric instead of a compliance checkbox.
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