๐ฐTechCrunch AIโขStalecollected in 27m
Edit Spotify Taste Profile for Rec Control

๐กUser-editable AI recs in Spotifyโlessons for building transparent ML apps
โก 30-Second TL;DR
What Changed
Users can directly edit Taste Profile.
Why It Matters
Enhances user agency over ML recommendations, potentially improving retention. Signals trend toward transparent AI personalization in consumer apps.
What To Do Next
Test Taste Profile edits in Spotify to model user controls in your rec systems.
Who should care:Developers & AI Engineers
๐ง Deep Insight
Web-grounded analysis with 6 cited sources.
๐ Enhanced Key Takeaways
- โขSpotify's 'Notes' feature, discovered in app version 9.1.28.385 via APK teardown, enables users to add, edit, or delete written feedback linked to their Taste Profile, with limits on note quantity and character count.
- โขThe Notes functionality includes placeholder prompts like 'Iโve been listening to a lot ofโฆ' to guide free-form input that directly influences Home page recommendations.
- โขExclusions from Taste Profile, including the newly added individual track exclusions rolled out in October 2025, take up to 48 hours to affect recommendations and summaries.
๐ฎ Future ImplicationsAI analysis grounded in cited sources
Notes feature will reduce recommendation lag from listening habit shifts by incorporating real-time textual input.
Written notes allow direct expression of preferences beyond passive listening data, enabling faster algorithmic adaptation as spotted in app code strings.
User control tools like Notes and exclusions will increase personalization satisfaction above 81% baseline.
Spotify's own data shows 81% of users value personalization most, and iterative controls like track exclusions and Notes address common frustrations with skewed suggestions.
โณ Timeline
2025-10
Spotify launches track exclusions from Taste Profile for Free and Premium users globally.
2025-12
Spotify introduces Prompted Playlists beta in New Zealand, allowing text prompts to steer personalized playlists.
2026-02
APK teardown reveals 'Notes' feature code for direct Taste Profile editing via written input.
2026-03
Spotify rolls out full Taste Profile editing capability impacting playlists, recommendations, and Wrapped.
๐ Sources (6)
Factual claims are grounded in the sources below. Forward-looking analysis is AI-generated interpretation.
- androidauthority.com โ Spotify Taste Profile Notes Apk Teardown 3643174
- newsroom.spotify.com โ Exclude Tracks Taste Profile
- indianewsnetwork.com โ Spotify Develops New Feature Enhance Music Recommendations 20260225
- newsroom.spotify.com โ Spotify Prompted Playlists Algorithm Gustav Soderstrom
- themetalverse.net โ Spotify Algorithm 2026
- vohnicmusic.com โ How to Trigger Spotify Algorithmic Playlists 2026
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