If you have optimized your math heavy code and it is already in a typed language and you need it to be faster, then you think about the GPU options

In my experience you can roughly get 8x speed improvement.

Turning a 4 second web response into half a second can be game changing. But it is a lot easier to use a web socket and put a spinner or cache result in background.

Running a GPU in the cloud is expensive