Pradhan Mantri Jan Arogya Yojana (PM-JAY) excludes services such as cosmetic surgeries, fertility treatments, organ transplants for certain conditions, drug rehabilitation programs, and other non-essential or experimental medical procedures. These exclusions ensure that the scheme focuses on providing coverage for essential and life-saving healthcare services to beneficiaries.