> search for how much oil does my <ICE vehicle> take" and get the exact answer in a single sentence

How do you know the answer is exact?

> or I suppose I could click the links and wade through all the validation for choosing <ICE vehicle> and how often one should change the oil, and which brand of oil that blog is pushing etc etc.

Where do you think that "exact answer" is being scraped and averaged-out from?