Me, I see the patterns too fast to even care for a second play of recorded music from a real human, only theme songs for nostalgia-inducing shows have enough of an emotional kick to get past that.
GenAI music has all the same problems as GenAI images (try asking Suno for "Just fox noises" to see what happens out of distribution), but collectively it has at least been a bit harder for me to spot the pattern behind them in aggregate, even if each song by itself still has the same problem for me as any other recording.