The Short Version
The evidence supports this as a claim about current AI, not as a timeless rule. Existing AI systems have no established way to detect or confirm their own consciousness, and their self-descriptions are better explained as generated outputs than privileged self-knowledge. The statement overreaches only because some philosophical accounts leave open the possibility that a different, genuinely conscious AI could know this in principle.