This trial is testing whether psilocybin, a substance from certain mushrooms, combined with therapy can help people who drink too much alcohol. Psilocybin has shown promise in reducing heavy drinking days in previous trials for alcohol use disorder. The study will see if this combination works better than therapy alone. Participants will attend therapy sessions and take either psilocybin or another substance to see if their drinking decreases.