🧠 Executive Perspective Digital Twins Don’t Fail, Expectations Do Digital twins have crossed the hype threshold. Most industrial leaders now have one, or are being pitched one. Yet too many walk away asking the same uncomfortable question: “Why didn’t this deliver the value we expected?” The is...

⚙️ Operations Management The Real Value: Training, Upset Handling, and What-If Thinking Operations teams quickly discover that the biggest benefit of a digital twin has nothing to do with dashboards or remote monitoring. It’s this:Operators can finally learn without consequences. A high-fidelity ...

👷 Engineering Management Designing for People, Not Just Processes As engineering leaders accelerate digital transformation, one truth remains: plants run on people first, systems second. High-fidelity models, digital twins, and virtualized control systems traditionally focus on design validation ...