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AI-Native PLM: How LLMs Are Reshaping Engineering Data

AI-Native PLM: How LLMs Are Reshaping Engineering Data

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inPLMNo Comments
Why AI-native PLM is emerging in 2026: LLM copilots for BOM cleansing, requirements, and engineering search - and the data architecture that makes it work.
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SaaS PLM Compared: Teamcenter X vs 3DEXPERIENCE vs Windchill+

SaaS PLM Compared: Teamcenter X vs 3DEXPERIENCE vs Windchill+

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inPLMNo Comments
A 2026 SaaS PLM comparison: Teamcenter X, 3DEXPERIENCE, and Windchill+ on data model, deployment, integration, and cost - a decision matrix for cloud PLM.
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Digital Product Passport Architecture: The EU ESPR Data Model (2026)

Digital Product Passport Architecture: The EU ESPR Data Model (2026)

Posted by By MPRAUTO MPRAUTO June 24, 2026Posted iniiotNo Comments
A reference architecture for the EU Digital Product Passport: data model, unique identifiers, PLM and supply-chain integration, and the DPP registry.
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PTC NEXT 2026: Is Intelligent PLM Real?

PTC NEXT 2026: Is Intelligent PLM Real?

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inTechNo Comments
An analysis of PTC NEXT 2026: Orbit, Jetstream, 12 AI agents, and whether 'Intelligent PLM' is a genuine architecture shift or a rebrand of the digital thread.
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Battery Passport and PLM: How EU Rules Reshape Product Data

Battery Passport and PLM: How EU Rules Reshape Product Data

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inPLMNo Comments
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.
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Aras vs Teamcenter vs Windchill: PLM Compared (2026)

Aras vs Teamcenter vs Windchill: PLM Compared (2026)

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inPLMNo Comments
An engineer's 2026 comparison of Aras Innovator, Siemens Teamcenter, and PTC Windchill — data model, customization, cloud, and total cost of ownership.
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How Stellantis Built a Virtual Factory Digital Twin: 2026 Analysis

How Stellantis Built a Virtual Factory Digital Twin: 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted iniiotNo Comments
Inside Stellantis' virtual factory digital twin program — stack, integration with PLM, the ROI math, and what other OEMs are learning from it.
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IoT, Digital Twin & PLM: The Complete 2026 Overview

IoT, Digital Twin & PLM: The Complete 2026 Overview

Posted by By mprcba June 2, 2026Posted iniiotNo Comments
How IoT, digital twins, and PLM converge in 2026 — architectures, data flow, integration patterns, and the business value of the digital thread.
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Aras Innovator Architecture: Open-Source PLM Reference (2026)

Aras Innovator Architecture: Open-Source PLM Reference (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inPLMNo Comments
Aras Innovator PLM architecture — server layers, ItemType modeling, low-code customization, deployment patterns, and Aras vs Teamcenter vs 3DEXPERIENCE.
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The Digital Thread in PLM: Architecture & Implementation

The Digital Thread in PLM: Architecture & Implementation

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inPLMNo Comments
Digital thread PLM architecture explained — connecting requirements, CAD, BOM, manufacturing, and field data into one traceable, closed-loop lifecycle.
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Posts pagination

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  • Neural Operators for Scientific Simulation: FNO & DeepONet (2026)
  • Multi-Sensor Fusion Architecture for Autonomous Robots (2026)
  • Open Banking API Architecture: PSD2 to PSD3/PSR (2026)
  • SPIFFE & SPIRE: Workload Identity Architecture for Zero Trust (2026)
  • Hybrid Search Architecture: Dense + Sparse Fusion with RRF (2026)
  • Physical Intelligence pi0.5 Explained: The VLA Robot Foundation Model (2026)
  • Single-Cell Foundation Models: scGPT & Geneformer (2026)
  • SLAM Architecture for Autonomous Robots: Localization & Mapping
  • EMV 3-D Secure 2: Payment Authentication Architecture (2026)
  • SLSA + Sigstore: Software Supply Chain Security Architecture (2026)
  • Agentic RAG Architecture: Retrieval Inside the Agent Loop (2026)
  • Mistral Large 3 Explained: Architecture & Benchmarks (2026)
  • How AI Weather Forecasting Models Work: GraphCast, GenCast, Aurora (2026)
  • VDA 5050 AMR Fleet Management: Reference Architecture (2026)
  • Sanctions Screening & Watchlist Filtering: System Architecture (2026)
  • KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)
  • Diffusion LLMs: How Text Diffusion Models Work (2026)
  • OpenAI Sora 2 Explained: Video Generation Architecture (2026)
  • Cloud Labs: Remote Experimentation Architecture (2026)
  • MQTT Sparkplug B Reference Architecture for IIoT (2026)
  • Chargeback & Dispute Management System Architecture (2026)
  • Change Data Capture with Debezium: Streaming Architecture (2026)
  • GraphRAG: Knowledge-Graph Retrieval Architecture (2026)
  • Google Gemma 3 Explained: Architecture, Benchmarks & Deployment (2026)
  • Self-Driving Lab Data Provenance and Reproducibility (2026)
  • Industrial IoT Time-Series Data Platform Architecture (2026)
  • Reconciliation Engine Architecture for Payments (2026)
  • ClickHouse vs Druid vs Pinot: Real-Time OLAP ADR (2026)
  • Multi-LoRA Serving: Architecture for Thousands of Adapters (2026)
  • Claude Sonnet 5 Explained: Architecture, Benchmarks & Pricing (2026)
  • Autonomous Characterization: The Closed-Loop Perception Layer (2026)
  • Condition Monitoring and Machinery Health Architecture (2026)
  • Card Authorization Switch and Issuer Processing Architecture (2026)
  • Database Branching and Ephemeral Environments: An Architecture ADR (2026)
  • Expert-Parallel MoE Inference: Serving Sparse Models at Scale (2026)
  • FLUX Explained: Black Forest Labs’ Image-Generation Model (2026)
  • Space Debris Tracking and Conjunction Assessment Architecture (2026)
  • Engineering Change Management Architecture: ECR to ECO in PLM (2026)
  • Collateral and Margin Management Architecture for Derivatives (2026)

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