Avoid blackouts, downtimes, and unnecessary maintenance costs by identifying discrepancies in machinery in real time and predicting the remaining useful life of equipment. With GPU-based deep learning servers like NVIDIA® DGX™ A100, well operators can visualize and analyze massive volumes of production and sensor data such as pump pressures, flow rates, and temperatures. And with NVIDIA Omniverse™ and NVIDIA Modulus, global energy giant Siemens Energy is building a digital twin that could help save $1.7 billion per year in predictive maintenance of heat recovery steam generators.