A popular tool scores how strongly AI models recognize a name, but it counts any confident description as recognition. Asked who I am, the models invented eight different people, each one confidently wrong. So I built a second tool that lets a model say UNKNOWN and grades its answer against the truth. Once the models can admit they do not know, the high scores collapse: the recognition was fluent guessing, not knowledge.