A concrete, testable checklist for mapping OPC UA tags into MES OEE and downtime models — so the numbers reconcile across shifts instead of quietly drifting apart for months.
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Rockwell owns two MES platforms with very different DNA — Plex and Critical Manufacturing. Here’s a practitioner’s read on where Critical Manufacturing actually fits, and when it deserves a seat at the RFP table over its more famous sibling.
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AI-based defect classifiers are auto-populating scrap reason codes at a speed and granularity operator-entry systems were never designed for — and the reason-code-to-GL and OEE mappings underneath are quietly corrupting cost-of-quality reporting.
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Rockwell is pushing AI copilot features deeper into Plex and FactoryTalk’s scheduling and quality modules through its 2026 roadmap. Here’s a sober look at what’s shipping, what’s still preview, and what your plant’s data model needs before any of it pays off.
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Every edge historian and AI copilot you deploy in 2026 inherits whatever mess is already in your tag database. Here’s how to build a naming and hierarchy convention on the ISA-95 equipment model, and how to fix the one you already have without a rip-and-replace.
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CISA’s push for machine-readable OT asset inventories is really a push for faster triage. Here’s how to structure the data model so patch/isolate/accept-risk decisions take hours, not weeks.
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Every AI-in-manufacturing pilot from predictive quality to shop-floor copilots assumes a UNS-shaped data layer already exists. Most plants have point-to-point integrations instead — here’s what actually has to change before the next pilot stalls.
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As cobots push into 20-30kg payload territory, plenty of cells running them are quietly operating outside the collaborative safety case that justified skipping guarding in the first place. Here’s a practical framework for catching that before an auditor — or an incident — does.
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