From what-if to what's next: digital twins for manufacturing volatility

In Siemens’ framing, advanced digital twins can support scenario evaluation across production and logistics, but simulation value depends on whether scenarios connect to the planning cadence and constraints that determine real decisions. The practical question is not how detailed the twin is, but whether its output changes an owned network or capacity decision.