In the abstract consumer point of view a car is exactly a faster horse. They both have high up front costs, both require continuous maintenance and fuel, and they're inconvenient to store when you're not using them.

Stationary gasoline engines were already changing the farm and reducing the head of horses necessary to feed a nation. It, too, was a faster horse for them.

Anyways.. it took the Detroit police to eventually deploy the first automatic stoplight. The real innovations seem to be often found downstream of the simple increases in capacity.

That all being said, it seems to me the current crop of LLMs haven't done this, their power and training budgets do not seem to be scaling favorably against adoption rates and profit margins. Absent a significant change in algorithm or computing substrate I don't think this strategy is the leap everyone hopes it will be.