If everyone has easy access to the same powerful LLMs that would just drive down the value you can contribute to the economy to next to nothing. For this reason I don't even think powerful and efficient open source models, which is usually the next counter argument people make, are necessarily a good thing. It strips people of the opportunity for social mobility through meritocratic systems. Just like how your water well isn't going to make your rich or allow you to climb a social ladder, because everyone already has water.
I think the technology of LLMs/AI is probably a bad thing for society in general. Even a full post scarcity AGI world where machines do everything for us ,I don't even know if that's all that good outside of maybe some beneficial medical advances, but can't we get those advances without making everyone's existence obsolete?