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Neural Foundry's avatar

Solid roundup, especially the Siemens-NVIDIA piece on Digital Twin Composer. The PepsiCo case showing 90% issue detection pre-construction and 10-15% CapEx reduction is a strong validation signal for virtual commissioning. The real unlock isn't just photorealism, its integrated operational data feeding into predictive models before steel gets bent. I've seen similar patterns in automotive tooling where simulation cuts first-run failure rates, but adoption still hits friction when legacy procurement teams dunno how to budget for intangible validation work.

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