Taste Profile needs to honor listener intent without turning discovery into a narrow filter.
Direct control should make recommendations understandable, while varied playable options keep the listening experience open.
Who you’d be doing this for
“I asked for calmer podcasts at night, and now my whole Home feels like one mood.”
Bibi Kassa · Premium listener
Uses Taste Profile to shift recommendations after a major change in listening habits.
What is at stake
Listeners are rewriting Taste Profile requests because broad changes produce lower satisfaction signals than explicit controls. You must weigh faithful intent handling against catalog grounding, diversity, and response speed.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- listener control vs discovery breadth
- natural language flexibility vs inspectable constraints
- offline intent accuracy vs online satisfaction
- fast interaction vs catalog grounding
Why Spotify
Taste Profile makes personalized recommendations visible and editable for Premium listeners.
Written with these in mind
Not your kind of problem? 14 more at Spotify, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.