AllMusic is a comprehensive music database focusing on detailed album and artist information with professional reviews, while Last.fm emphasizes social networking and personalized recommendations, offering a streaming experience and user-generated content. Users seeking in-depth music knowledge may prefer AllMusic, while those looking for a social music experience with recommendations would favor Last.fm.