The subsurface engineering sector is undergoing a significant transformation, thanks to the integration of agentic AI into simulation workflows. As the complexity of data increases, traditional manual processes are proving to be bottlenecks, delaying project timelines and stifling innovation. By leveraging the NVIDIA full-stack accelerated computing platform, organizations can shift from expert-limited workflows to always-on, compute-driven simulations that operate 24/7. This shift not only reduces the manual overhead associated with data aggregation and synthesis but also addresses the operational latency that often plagues simulation jobs.