There is an obvious question I don't see anyone asking. Why do these data centers have to be built in every state? I guarantee it's not to run LLMs.
Same reason the F35 manufacture is awkwardly distributed throughout the US - the shore up political support (voting to kill jobs in your state is usually unpopular) and dip into as many subsidies as possible.