The value of simulation is not the model itself, but the wrong decisions it prevents.
The value of simulation is not the model itself, but the wrong decisions it prevents.
Many manufacturers evaluate simulation by comparing model prices, which usually understates the real return.
A better frame is avoided cost. Discovering unacceptable cycle times or robot interference after commissioning costs several times — sometimes dozens of times — more in retrofits and downtime than the simulation itself.
Next is time value. Each month shaved off the ramp matters enormously for a new model's market window. Hard to quantify precisely, but real.
Third is asset reuse. A digital twin built once can be reused for later model changes, capacity upgrades and operator training, with falling marginal cost.
We recommend setting verifiable targets at project kickoff — commissioning time reduction, interference incidents, throughput gain — and reviewing against them after delivery.