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The whole point is that real AI would be indistinguishable either way. The word Artificial really doesn't change anything when evaluating intelligence.
Maybe if we had a long chat I could prove that I'm a human with cognitive dissonance cause that seems a uniquely human societal trait rather than an intellectual one. Though if the AI individual is part of our culture it's likely they had adopted these traits as well meaning there would really be no way to tell.
AI is trained on humans' creations. With enough training data, and given the fact there is a such a massive spectrum of different people, the AI would be nearly indistinguishable from a plausible human.
You're talking about LLMs not all AI would have the same origin and for all we know real AGI could be achieved completely differently