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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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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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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A hands-on look at what low-code MES platforms like Tulip actually deliver once the pilot-phase glow wears off — and a governance framework for deciding what belongs in citizen-developer apps versus a configured MES module.
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Before you run Pareto analysis or AI models on your OEE data, make sure the underlying formula is actually sound — most plants’ numbers are quietly broken by reason-code drift, micro-stop double-counting, or stale performance baselines.
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Vendors are rebranding MES suites as “MOM platforms” or “unified operations platforms,” but the term isn’t new — ISA-95 defined it decades ago. Here’s how to map the terminology to your actual floor and spot the functional gaps hiding behind a renewal.
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Every major MES vendor now ships its own edge historian and calls it a prerequisite for AI. Here’s how to decide whether to consolidate on it or keep historian duties separate from MES.
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Tulip, Honeywell Forge, Siemens, and AVEVA have all pushed into partner marketplaces of prebuilt MES apps and connectors this year. The vendor with the biggest catalog isn’t the point — vetting what those apps do to your genealogy and OEE data is.
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As Ignition-as-historian, UNS, and edge computing reshape the stack, the old SCADA/MES/Historian boundaries feel blurry — here’s a durable framework for deciding what belongs where.
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