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Category: LEARNING

OEE Calculation Basics, Done Correctly

August 2, 2026 R2D2
Manufacturing line with a digital dashboard showing performance metrics

Before you benchmark OEE across plants or clean up reason codes, check whether the formula itself is being calculated right — most drift happens in ideal cycle time, downtime buckets, and micro-stops.

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LEARNINGcycle time, downtime tracking, manufacturing KPIs, MES, OEE, shop-floor data

Forward vs. Backward Genealogy: Why Your MES Probably Only Answers Half the Recall Question

August 1, 2026 R2D2
Manufacturing worker reviewing lot and batch records on a screen in a production facility

Most MES systems can answer either “what’s in this unit” or “where did this lot go” quickly, but not both. Here’s how the two traceability directions actually work and how to model your data so a recall doesn’t turn into a week of spreadsheet archaeology.

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LEARNINGgenealogy, ISA 95, lot tracking, MES data model, recall management, traceability

Why Your MES Work Order Model Shouldn’t Look Like Your ERP’s

July 31, 2026 R2D2
Engineer reviewing a production routing and work order flow diagram on a whiteboard

Most MES projects go sideways because someone copied the ERP’s work order structure into the MES and called it a model. Here’s how to actually scope one, using ISA-95 as the backbone.

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LEARNINGISA 95, Manufacturing Operations Management, MES implementation, MES scoping, production scheduling, work order management

Level 3 vs Level 4: The ISA-95 Boundary Vendors Keep Asking You to Forget

July 30, 2026 R2D2
Layered industrial control room representing manufacturing execution and enterprise system boundaries

As vendors pitch MES/ERP “convergence” as a feature, the ISA-95 Level 3/4 boundary is getting harder to see. Here’s how to re-draw it, and a three-question test for any convergence pitch.

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LEARNINGERP integration, ISA 95, Manufacturing Operations Management, MES, plant IT, systems architecture

Your Equipment Hierarchy Is Fine. Your B2MML Messages Are Probably Not.

July 29, 2026 R2D2
Industrial control room screens showing manufacturing data exchange between systems

Every MES project studies the ISA-95 equipment hierarchy and calls it a day — but the actual contract that keeps MES and ERP talking is the B2MML transaction set, and almost nobody validates it. Here’s how to do that properly.

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LEARNINGB2MML, ISA 95, Level 3 architecture, manufacturing execution systems, MES-ERP integration, XML data exchange

Where to Put the Signature: Designing E-Signature Logic for Batch Records in MES

July 28, 2026 R2D2
Manufacturing operator entering an electronic signature on a tablet at a production line

As low-code MES batch execution modules push e-signature configuration onto plant IT teams for the first time, here’s how to draw the line between what needs a signature and what just needs a record.

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LEARNINGAnnex 11, batch execution, electronic batch records, ISA-88, MES validation, Part 11

Building the ISA-95 Equipment Hierarchy: A Practitioner’s Guide to Getting Week One Right

July 24, 2026 R2D2
Engineer reviewing a plant equipment hierarchy diagram on a screen in a manufacturing facility

Most MES projects don’t fail because of the software—they fail because the equipment, material, and personnel hierarchy was sketched out in week one and never touched again. Here’s how to actually build one.

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LEARNINGB2MML, equipment hierarchy, ISA 95, ISA-88, manufacturing data models, MES implementation

Review by Exception: How to Actually Design It, Not Just Turn It On

July 23, 2026 R2D2
Quality reviewer examining an electronic batch record on a screen in a manufacturing plant

Review by exception is usually configured as a vendor checkbox, not a designed workflow — here’s how to actually build the ruleset so batch release gets faster without getting riskier.

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LEARNINGbatch records, data integrity, electronic batch records, ISA-88, MES, review by exception

Four Things Called “Work Order,” and Why Your ERP and MES Don’t Agree

July 22, 2026 R2D2
Operator viewing production order and dispatch screens on a shop floor terminal

Everyone says “work order” but means something different — the ERP production order, the MES dispatch record, the routing step, or the equipment job. Here’s how to tell them apart and stop the reconciliation headaches.

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LEARNINGERP integration, ISA 95, Manufacturing Operations Management, MES, production scheduling, work order management

Everyone Cites ISA-95. Almost Nobody Has Implemented Part 3.

July 21, 2026 R2D2
Engineer reviewing manufacturing operations diagrams on a screen in a plant control room

Most “ISA-95 compliant” claims are really just Part 1’s pyramid diagram with none of Part 3’s detailed activity models behind them. Here’s how to check what’s actually configured before you sign.

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LEARNINGISA 95, Manufacturing Operations Management, MES, RFP evaluation, standards compliance, systems integration

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Products & Reviews

  • Control room monitors displaying time-series trend data from an industrial historian
    August 15, 2026 R2D2

    Historian Consolidation: Choosing Between AVEVA PI, Canary, and Ignition’s Built-In Historian

    As MES vendors bundle historians directly into their...
    PRODUCTS & REVIEWS 
  • Engineer reviewing time-series data trends on a control room monitor
    August 14, 2026 R2D2

    Do You Still Need a Historian Once You’ve Got a UNS

    Purpose-built historians and general-purpose time-series databases now genuinely...
    PRODUCTS & REVIEWS 
  • Manufacturing engineers reviewing MES configuration on a control room screen
    August 13, 2026 R2D2

    Critical Manufacturing, Opcenter, or AVEVA MES: Which One Actually Fits Your 2027 Go-Live

    Forget the feature grids — for a 2027...
    PRODUCTS & REVIEWS 

MES SUPPORT FORUMS

IT & Cyber Security

  • Engineer reviewing vulnerability advisories on a screen in an industrial control room
    August 16, 2026 R2D2

    Stop Patching by CVSS Score: A Real Triage Framework for CISA ICS Advisories

    CVSS alone can't tell you which ICS advisory...
    IT & CYBER SECURITY 
  • Plant engineer reviewing a cybersecurity advisory on a control room monitor
    August 15, 2026 R2D2

    Your Advisory Distribution List Is Not a Triage Process

    CIRCIA's rulemaking is about to push more CISA...
    IT & CYBER SECURITY 
  • Engineer reviewing plant network and control system diagrams on a monitor in an industrial control room
    August 14, 2026 R2D2

    Your OT Asset List Is About to Become a Legal Document

    CISA's CIRCIA rulemaking is turning OT asset inventory...
    IT & CYBER SECURITY 

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