Every major automation vendor now ships an edge platform, and plant IT teams are being asked to specify one in RFPs with no shared vocabulary for comparison. Here’s a working checklist, applied to four real platforms, to get you to a pilot instead of a slide deck.
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Historians in the AI Era: Rethinking Canary and Seeq Against AVEVA and GE Proficy
As historian vendors reposition around AI and analytics, plant teams face a real architectural choice between tag-based enterprise stacks and usage-priced, analytics-first platforms. Here’s how to actually compare them.
Read MoreIgnition 8.3 and Sepasoft: When SCADA-Native MES Is Enough, and When It Isn’t
Ignition 8.3’s module ecosystem has reopened the “build MES on the SCADA layer or buy a dedicated platform” debate. Here’s a grounded way to decide which path fits your plant.
Read MoreLow-Code MES on the Shop Floor: Where Tulip-Style Platforms Earn Their Keep, and Where They Don’t
Low-code MES platforms like Tulip promise shop-floor apps without a six-month IT project. Here’s a hands-on framework for deciding what a process engineer should be allowed to build alone, and where the model starts to strain.
Read MoreIgnition + Time-Series DB vs. AVEVA/Proficy Historian: Which Survives Contact With an AI Copilot
A practitioner’s comparison of roll-your-own Ignition plus InfluxDB/CrateDB historian stacks against turnkey AVEVA and Proficy historians, focused on what breaks when MES copilots need sub-second data.
Read MoreOpcenter Execution Core vs. Legacy Opcenter Execution: A Migration Reality Check
Siemens is steering Opcenter Execution Foundation, Process, and Discrete customers toward a new low-code core architecture. Here’s what’s genuinely re-platformed, what migration actually demands in re-validation and template rework, and how to decide your timing.
Read MoreMES Copilots Are Everywhere in 2026 — Here’s How to Actually Test One Before You Renew
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.
Read MoreIgnition’s Unlimited-Tag Licensing: What It Really Costs Once You Add MES
Ignition’s unlimited-tag pricing looks like an obvious win over named-tag SCADA and MES stacks, but the real budget story shows up in Sepasoft module fees, redundancy, and integration labor — not the headline license.
Read MoreSAP Digital Manufacturing’s Joule Copilots: What’s Actually Included, and What It’ll Cost You at Renewal
SAP is layering Joule copilots onto Digital Manufacturing’s quality and production modules, but the line between “included” and “billable add-on” is fuzzy. Here’s how to evaluate it before your next renewal.
Read MoreTulip and the Low-Code MES Reckoning: What Two Years of App Sprawl Actually Taught Plants
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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