An apparatus and a method for supporting Computer-Aided Diagnosis (CAD) are provided. The apparatus includes a cause analyzer configured to analyze a cause of a reliability of a diagnosis result of a medical image being lower than a level, the medical image being captured using a probe, and a guide information generator configured to generate guide information of an operation of the probe based on the analyzed cause.