Spider tingles are good, but you need some training.
People take the story from Malcolm Gladwell's Blink all wrong (including Gladwell). The story is that some art forgeries passed all the objective tests of forgery but that every expert thought they were fake but couldn't quite put their finger on what was fishy about it.
The lesson is NOT we are all amazing intuitive and we should always trust our instincts over our intellect, but that people who TRAIN their intuition with their intellect have insights they might not be able to express in words.
It would be good to keep a library of older, more obvious AI images to analyze and train people on.