If a customer or auditor is going to ask for a trace report before your genealogy rebuild is even scoped, here’s how to get lot-level traceability working with what you already have.
Read MoreDay: July 8, 2026
Ignition 8.3 as Your Historian: A Hands-On Look at Whether It Can Finally Replace PI or Canary
Ignition 8.3’s GA release, with its rebuilt Perspective module and expanded edge/cloud licensing, has plant IT teams asking whether they still need a separate historian. Here’s a practitioner’s scoring of the tradeoffs.
Read MoreDon’t Let Regulators Redesign Your MES Genealogy Model
Three regulatory regimes are converging on manufacturers at once, and the reflex to shove every new compliance field into MES genealogy tables is the wrong move. Here’s a framework for deciding what actually belongs where.
Read MoreGartner’s 2026 MES Scoring Now Grades AI-Orchestration — Here’s How to Read It Without Getting Played
Gartner’s 2026 MES Critical Capabilities refresh adds formal AI-orchestration and composability scoring — but the Leaders quadrant reflects Gartner’s use-case weighting, not yours. Here’s a worksheet approach to re-score it against your own plant’s maturity.
Read MoreWhat ISA-95 Actually Requires Before Genealogy or OEE Will Work
Genealogy and OEE don’t fail because of bad software — they fail because the PLC and SCADA tags never captured the attributes ISA-95 assumes exist. Here’s the object model, worked through a single production order.
Read MoreYour Next RFP Will Ask for an SBOM. Can Your PLC Vendor Actually Deliver One?
CISA’s secure-by-design push is turning SBOMs from a software-supply-chain talking point into an actual procurement requirement for ICS/OT gear. Most plant teams aren’t ready to ask for one, let alone use it.
Read MoreGenerative AI Is Coming for Your Work Instructions — Here’s Where It Actually Belongs
Generative AI copilots are showing up inside MES and EBR authoring tools, promising faster work instructions and batch records. Here’s what’s actually ready for a regulated shop floor, what isn’t, and the sign-off workflow that keeps QA on your side.
Read MoreYour Cobot Is Lying to Your MES: Why PackML State Mapping Matters
As cobots move from standalone cells into fully integrated packaging and assembly lines, their vendor-specific state models don’t map cleanly onto PackML — and plants that fudge the translation end up with SCADA and MES data that lies about downtime, changeovers, and true equipment state.
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