I'm thinking 'everyone needs an air conditioner', kinda need. Instead of 'some nerds run servers'. And this 'ac' is your 'ai'.

Maybe even subsidized by the government. This will be a fundamental need.

Hard to make an AC 500km away cool down my home. An AI doesn't really need to be in my flat. Not that I have the space for a server rack anyways.