Apparatuses and methods can be related to reducing memory device overhead using artificial intelligence (AI). Reducing overhead can include receiving file metadata of a data file and device metadata of the memory device. Based on the file metadata and the device metadata, a number of indicators can be selected to provide an indication of an expected use of the data file in the memory device. The number of indicators can be provided to the memory device. The data file can be stored with different data files having matching indicators corresponding thereto.