I don't remember LLM's claiming to replace GPU's. This is more like arguing with a landowner why your assembly line is so innovative and needs to be built on their land for free. They need the land, the land doesn't necessarily need them yet.
Pullman Company will disagree with you.
Absolutely terrible analogy.
A LLM might "believe" that horses are built in factories.