By leveraging physics-based AI model architectures, Flux accelerates all forms of traditional numerical simulations. Its rapid insights allow for faster feedback and iteration across various stages of product development — from generating novel designs early in the concept phase and improving operational metrics to increasing manufacturing throughput and quality while reducing cost. It is built to support the entire lifecycle for engineering — from data generation and model training to deployment and continuous optimization.