But it’s not, it’s a tractable similarity based solution to the question of, which of millions of ads to show, in order to increase CTR.
The biggest difference is motive: a good recommendation is made in good faith for the benefit of the recipient while ads are businesses trying to turn a profit. Maybe that’s why this meme never dies.