As a geophysicist working with 3D and lots of data with coupled PDEs, a fast solver is nice, but often intractably slow. Even with modern solvers. Even with GPU. Replacing the solver with a NN approximant is potentially much faster, even if the speed is merely amortized. That has so many benefits for real-world modeling work.