Frontline-ops platforms like Tulip keep raising money and stacking partnerships as an alternative to monolithic MES suites — here’s how to scope a pilot so it augments your system of record instead of quietly becoming shadow IT.
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A pilot UNS with three PLCs and a Grafana dashboard tells you nothing about who owns the namespace once forty systems depend on it. Here’s a governance model that actually holds up in production.
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Rockwell is running two serialization-capable MES lines under one roof while GE Vernova rebuilds Proficy as a standalone software business — here’s the actual product-boundary map buyers need before the next RFP.
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MES vendors are racing to bake CAPA, SPC, and deviation management directly into the platform. Here’s a practitioner’s framework for deciding whether to consolidate onto native quality or keep a dedicated eQMS wired in.
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Honeywell has spent the last two years pulling acquired software and its legacy MOM/APM stack under the Honeywell Forge banner. Here’s a practical checklist for finding out whether that’s a real unified platform or a shared UI over separate products.
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The OPC UA Robotics Companion Spec finally gives plants a common data model for robot state, motion, and safety status — but it doesn’t replace vendor-specific programming, and adopting it early is a real tradeoff, not a free win.
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Nearly every major MES vendor now ships a native AI copilot, but demos and bolt-on chatbots look identical from the sales floor. Here’s a five-task evaluation you can run on your own system before you sign the renewal.
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MES vendors are shipping AI copilots faster than plants can feed them good context. Here’s a practical framework for building the context layer — beyond the historian tag — that makes agent answers trustworthy.
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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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