Fact-Check: 6 Digital Twin Claims That Break in Production
Six common digital twin claims, fact-checked against production reality — real-time sync, ROI, simulation, and what actually holds up in the field.
Digital Twins in Oil & Gas: Offshore Predictive Maintenance
Digital twin oil and gas reference architecture for offshore predictive maintenance — sensor-to-twin pipeline, physics + ML models, and a real ROI model.
Digital Twin in Finance: Use Cases and Architecture (2026)
Digital twin in finance, updated for 2026 — use cases across banking, risk, and operations, a reference architecture, and adoption realities.
IoT vs Digital Twin: Differences and How They Work Together (2026)
IoT vs digital twin, clearly explained — what each is, how they differ, where they overlap, and how IoT data powers a working digital twin in 2026.
Types of Digital Twins: Component, Asset, System, Process (2026)
The four types of digital twins — component, asset, system, and process — with clear examples, when to use each, and how they nest together.
Asset Administration Shell: Reference Architecture (2026)
Asset Administration Shell architecture for Industry 4.0 — AAS submodels, IEC 63278, type vs instance, repositories, and a deployment reference.
Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)
Hands-on Eclipse Ditto digital twin tutorial — model a Thing, wire MQTT connectivity, query the twin, and expose a live API with working code.
Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)
Hands-on Eclipse Ditto digital twin tutorial — model a Thing, wire MQTT connectivity, query the twin, and expose a live API with working code.
Digital Twin vs Simulation: Architecture Decision Guide (2026)
Digital twin vs simulation — the architectural differences that actually matter, state synchronization, data feedback loops, and a decision matrix for picking the right approach in 2026.
Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference
Digital twin standards in 2026 — ISO 23247, ISO/IEC 30173, the Digital Twin Consortium reference, ISA-95 mappings, and how to pick the right standard for your domain.