probably just

consider most naive possible way one would try to deceive users without exorbitant budget -> attempts a few things you naively would do -> recovers it by chance?

if that even is a valid signal though

I'm thinking it's the same model that was used to create the fake, so its "mind" went to the same place probabilistically.