The ad industry is a quagmire of fraud. Assuming someone got value out of money spent is tenuous.

Agree, but I'm speaking more in aggregate. And even individually, it's not hard to find people who will say that e.g. an Instagram ad gave them a noticable benefit (I've experienced it myself) as you can who will feel that it was a waste of money.