Cardiology coding refers to the assignment of CPT and ICD-10 codes for cardiac diagnoses, procedures, and services, including echocardiograms, cardiac catheterizations, electrophysiology studies, pacemaker and defibrillator implantations, structural heart procedures, and heart failure management. Cardiology is among the most complex coding specialties, requiring high specificity for device type, vessel, approach, and procedure combination. Errors in cardiology coding are a significant source of claim denials and audit exposure. Nym’s autonomous medical coding engine supports cardiology coding and addresses this complexity by reading detailed procedural and clinical documentation to capture the complete, compliant code set without human intervention.