Neural nets and LLMs are not doing complex math, they’re doing very large amounts of simple math. Quantum computing is probably not going to accelerate our current NN tech.

This is why GPUs are excellent for AI applications, they are built around the goal of doing large amount of pixel shader computations, which is pretty simple math. You could do the math to shade a pixel by hand, for example.