An apparatus, medium, and method providing audio files with clustering, with audio files having information similar to queries input from a user being extracted and undergo clustering. A method for providing audio files with clustering includes calculating scores between queries input from a user and a specified audio file, detecting audio files having specified scores with the queries input from the user on the basis of the result of calculation and performing a dynamic clustering of the audio files, detecting the audio files having the specified scores with the queries input from the user and performing a static clustering of the audio files, and displaying the dynamic cluster or the static cluster on a screen.