Battery Passport and PLM: How EU Rules Reshape Product Data
How the EU battery passport reshapes PLM: the data model, digital product passport schema, supply-chain traceability, and what engineering teams must build by 2027.
Aras vs Teamcenter vs Windchill: PLM Compared (2026)
An engineer's 2026 comparison of Aras Innovator, Siemens Teamcenter, and PTC Windchill — data model, customization, cloud, and total cost of ownership.
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.
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.
Aras Innovator Architecture: Open-Source PLM Reference (2026)
Aras Innovator PLM architecture — server layers, ItemType modeling, low-code customization, deployment patterns, and Aras vs Teamcenter vs 3DEXPERIENCE.
The Digital Thread in PLM: Architecture & Implementation
Digital thread PLM architecture explained — connecting requirements, CAD, BOM, manufacturing, and field data into one traceable, closed-loop lifecycle.
RAG Over CAD and BOM: Reference Architecture for PLM Knowledge Retrieval
RAG over CAD and BOM data for PLM knowledge retrieval — chunking strategies for engineering drawings, BOM graph embeddings, and a reference architecture proven in 2026 production.
PLM for Digital Transformation: 10 PLM Tools (2026 Update)
Updated 2026 PLM landscape — Teamcenter, Windchill, 3DEXPERIENCE, Aras, OpenBOM, Duro, PTC Pure-SaaS — features, pricing tiers, and digital thread architecture trends.
Asset Administration Shell: Industry 4.0 Submodels Guide
AAS architecture — how Asset Administration Shell submodels, IDTA specs, and Industry 4.0 digital nameplates standardize digital twins across OEMs, PLCs, and ERP systems.