The real answer here is that tech companies are trying to solve this problem with tech - in an effort to cheap out on actually hiring some humans to look at the thing and verify that it's safe.

My eyeballs are not free. I hate advertising and advertisers. I have no pity for the advertising platform that cheaps out on security just because it's expensive.