Why does one song soar to the top of the charts while another plummets? The anatomy of a hit remains a stubborn mystery that researchers and the music industry at large have been longing to solve. A new study suggests that the secret to distinguishing a hit lies in the brains of listeners—and that artificial intelligence can analyze physiological signals to reveal that secret. But other “hit song science” researchers aren’t ready to declare victory just yet.