Design Exploration

Physics AI, like Siemens’ Simcenter PhysicsAI, can accelerate engineering design exploration by up to 1,000 times using surrogate models. While powerful for rapid iteration and hypothesis testing, it is not suitable for final safety-critical component sign-off. Its accuracy is high, but limited by the data it was trained on, requiring human validation for absolute certainty. Transparency about these limitations is key to building engineer trust.