From what I understand, they are severely bandwidth bound at a GPU batch size of 1. Even llama.cpp is fairly RAM speed bound on a CPU with much less compute than a GPU.
It's just that batching is quite inefficient without an implementation like this: https://www.anyscale.com/blog/continuous-batching-llm-infere...