Does Predictive Maintenance Really Cut Downtime by 50%? A 2026 Fact-Check
A grounded fact-check of the 'AI cuts downtime by 50%' claim — what the literature actually shows, what works, and what is vendor marketing.
IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison
Head-to-head SCADA comparison — Ignition 8.3, AVEVA System Platform (Wonderware), and FactoryTalk View. Architecture, licensing, edge, and TCO.
SCADA Historian Architecture: 2026 Design Patterns from First Principles
First-principles guide to SCADA historian design — tag ingest, compression, retention, query patterns, and modern stacks (PI, InfluxDB, Timescale).
How Stellantis Built a Virtual Factory Digital Twin: 2026 Analysis
Inside Stellantis' virtual factory digital twin program — stack, integration with PLM, the ROI math, and what other OEMs are learning from it.
IoT, Digital Twin & PLM: The Complete 2026 Overview
How IoT, digital twins, and PLM converge in 2026 — architectures, data flow, integration patterns, and the business value of the digital thread.
Modbus Protocol: Complete Technical Guide (Updated 2026)
Modbus RTU, ASCII, and TCP explained — frame structure, function codes, security gaps in 2026, and migration to MQTT/OPC UA.
Time-Sensitive Networking (TSN) Industrial Reference Architecture (2026)
An end-to-end Time-Sensitive Networking (TSN) reference architecture for industrial sites — IEEE 802.1 profiles, switches, CNC tooling, and migration steps.
AVEVA PI vs Cognite Data Fusion vs Tulip: Industrial DataOps Compared (2026)
AVEVA PI, Cognite Data Fusion, and Tulip head-to-head — data model, contextualization, edge story, pricing posture, and when to pick each.
PLC vs SCADA: Architecture, Roles, and How They Work Together (2026)
PLC vs SCADA explained — control loops vs supervisory, network architecture, IEC 61131-3 vs HMI runtime, with a decision matrix for greenfield plants.