If “Other” or “Operator Error” is your top defect code, your OEE and quality dashboards are built on sand. Here’s a step-by-step way to audit, rebuild, and cut over your reason code taxonomy without breaking historical trends.
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Ignition with Sepasoft’s MES modules has become a legitimate way for mid-size manufacturers to run production without a traditional MES contract — but the same flexibility that makes it attractive can quietly turn into technical debt. Here’s a practitioner’s test for which camp you’re in.
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Most plants are running MES-driven rebalancing logic against buffer and WIP thresholds nobody has touched since commissioning. Here’s a practical framework for resizing them and for telling a real threshold problem from OEE noise.
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Rockwell is positioning Plex MES, Emulate3D simulation, and FactoryTalk Design Studio as a connected simulation-to-execution stack. Here’s what practitioners planning 2026 line launches need to check before betting a commissioning schedule on it.
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Cloud-native MES/ERP suites have made the ISA-95 layer diagram misleading for anyone scoping an integration today. Here’s a function-by-function framework for deciding where scheduling, dispatching, genealogy, and quality disposition should actually sit.
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Auditors and insurers have stopped accepting SL-T diagrams as proof of anything. Here’s how to reconcile your zone/conduit model against the SL-A evidence you can actually produce under IEC 62443-3-3.
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Generative AI work-instruction authoring is arriving as a standard MES/PLM feature in 2026, but it only produces trustworthy output when it’s fed a structured digital thread — not raw PDFs and CAD exports. Here’s the readiness framework and review gate that separates working deployments from expensive pilots.
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The major PLC IDEs now ship AI-assisted code generation, and controls engineers are starting to use it on real projects instead of demos. Here’s what actually holds up and what still needs a human reviewing every rung.
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