Light tells the truth
A real photograph tells a single story about light: one dominant source, shadows consistent in direction and hardness, highlights falling where they should. Generated images often mix several stories: a face lit from the right with a ground shadow going left, eyes with catchlights in different positions, soft shadows on one surface and hard ones on the next. Cover half the image with your hand and ask where the light comes from: if the answer changes from one half to the other, that is a signal.