Natural Language Playlist

Natural Language Playlist is a web tool that builds playlists from a written description. A user types a prompt such as a mood, genre, lyrical theme or set of musical traits, and the tool uses language powered search over a curated dataset of song metadata to return matching tracks. It is described as AI mixtapes generated with language powered search. The model is meant to understand musical and cultural features, including genre, lyrical meaning, sonics and vibes. The site advises writing in clear, positive language instead of negations, using multiple sentences, and describing musical features directly. It notes that specific artist or track names work less well than a standard text search. A settings control lets users raise the number of candidate tracks for better results at the cost of longer loading times. It suits music lovers who want to find new songs or assemble a playlist for a specific feeling or situation. Users can log in with Spotify, which creates the generated playlists in their account and improves the algorithm, or continue as a guest. Independent artists can submit their songs to be featured. The project was created by Abelardo Riojas, a data science graduate student, and is positioned as an exploration of the relationship between language, music and culture. The site shows no pricing and no paid plans, and the tool is free to try as a guest.