If an LLM were capable of reliably detecting AI-generated content, then it would also be capable of producing content that does not appear to be AI generated.

So either A) LLMs are intentionally, universally making their content look AI-generated despite having the capability to do otherwise or B) LLMs cannot reliably detect AI output and their responses on the subject are complete BS.