That is a big issue, but excessive power consumption isn’t intrinsic to AI. You can run a reasonably good AI on your home computer.
The AI companies don’t seem concerned about the diminishing returns, though, and will happily spend 1000% more power to gain that last 10% better intelligence. In a competitive market why wouldn’t they, when power is so cheap.