Spotify announced a new "Taste Profile" editor feature on March 13, 2026, giving users direct control over the algorithms that shape their music, podcast, and audiobook recommendations. The streaming giant unveiled the tool at the South by Southwest (SXSW) conference, marking a significant shift towards user-controlled personalization. This new capability allows Premium subscribers to manually adjust their preferences, influencing what appears in popular personalized playlists like Discover Weekly, Daily Mix, and even the annual Wrapped summaries. The feature is initially rolling out in beta to Premium users in New Zealand in the coming weeks.[techbuzz+5]
Users Take Charge of Recommendations
For years, Spotify's powerful recommendation engine has operated largely in the background, learning from passive listening data. While highly praised by more than 80% of listeners who value personalization, this "black box" approach sometimes led to frustrations. Users often complained about getting stuck in "algorithmic rabbit holes" or having their recommendations skewed by music played for functional purposes, like sleep sounds or children's songs, or by shared accounts.The new Taste Profile editor directly addresses these long-standing issues.[techbuzz+13]
The Taste Profile feature aggregates a listener's behavior across all audio content into a single, comprehensive view. This includes recently explored genres, most-listened-to artists, and even daily listening patterns. Users can now actively review these elements that influence their recommendations and make precise adjustments. For instance, if the profile incorrectly emphasizes a genre from a past phase, a user can flag it. They can also request more or less of a specific "vibe" or describe a current context, such as music for "training for an event," and the system will factor this into future recommendations.[thenextweb+3]
Spotify co-CEO Gustav Söderström announced the feature at SXSW, stating that it represents "the next step in our vision to make personalization more transparent, responsive, and truly yours." Users will be able to edit their profile using natural language prompts, telling the algorithm what they want more or less of. These changes are designed to immediately impact personalized playlists and the user's home page, offering a more tailored listening experience.[thenextweb+4]
Evolution of Personalization Controls
This new Taste Profile editor builds on earlier efforts by Spotify to give users more control over their recommendations. In February 2023, the company introduced the "Exclude from your taste profile" button for playlists. This feature allowed users to prevent specific playlists, such as those used for background noise or shared with children, from influencing their overall recommendations. This was later expanded in October 2025 to include individual tracks, enabling users to exclude any song from impacting their taste profile with a simple click. Spotify reported that this "Exclude" feature has been used by over 20 million users and has led to a 4% increase in music consumption from recommendations, and nearly 10% more overall music consumption for users who engage with it.[oreateai+6]
The new Taste Profile editor takes this control a significant step further. Instead of just excluding content, users can now proactively shape the underlying data model. This contrasts with other streaming platforms like Apple Music and YouTube Music, which primarily rely on passive listening data. Spotify's move positions it ahead in offering transparent, user-controlled personalization.[engineering+1]
Another related initiative is the "Prompted Playlist" feature, which rolled out in beta to Premium subscribers in New Zealand in December 2025. This AI-powered tool allows users to describe the kind of music they want to hear using natural language, and the AI generates a playlist that updates daily or weekly. While Prompted Playlist is generative, creating new content based on a description, the Taste Profile editor is corrective, allowing users to audit and adjust their existing algorithmic model.[techbuzz+2]
Impact and Future Outlook
The introduction of the Taste Profile editor is expected to significantly enhance the user experience by reducing irrelevant recommendations and ensuring that personalized content truly reflects individual preferences. Many users have expressed frustration with inaccurate Spotify Wrapped summaries, for example, due to the influence of children's music or other non-personal listening. The new editor aims to correct these discrepancies, providing a more accurate and satisfying annual recap.[techbuzz+2]
By empowering users to fine-tune their taste profiles, Spotify hopes to improve user engagement and satisfaction. The company has long emphasized personalization as a core strength, with internal figures showing that a vast majority of its listeners consider it a key reason they use the service. Giving users more agency in this process aligns with a growing demand for algorithmic transparency across digital platforms.[techbuzz+5]
The beta rollout for Premium subscribers in New Zealand will serve as an important testing phase for the new feature. Spotify has not yet provided a timeline for a broader global release. The company stated that the experience will evolve as it scales to more listeners. This development signifies Spotify's ongoing commitment to refining its personalization technology and putting listeners firmly in control of their audio discovery journey.[techbuzz+8]
