How does Spotify algorithmically generate its Discover Weekly playlist and can I influence it as a new listener?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Spotify algorithmically generate its Discover Weekly playlist and can I influence it as a new listener?
2 real searches · 1 real-search pass
Spotify Discover Weekly how it works collaborative filtering natural language processing audio models new listeners personalization signals official engineering blogGoogle ↗
OBSERVEDOther / navigational
Spotify Discover Weekly new listener cold start influence playlist listening habits save skip follow playlist algorithm explanationGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Spotify Discover Weekly how it works collaborative filtering natural language processing audio models new listeners personalization signals official engineering blog Google ↗
Spotify Discover Weekly new listener cold start influence playlist listening habits save skip follow playlist algorithm explanation Google ↗
- Adding That Extra ‘You’ to Your Discovery: Oskar Stål, Spotify Vice President of Personalization, Explains How It Works · newsroom.spotify.com
- Accelerating Creator Audience Building through Centralized Exploration · stage.research.atspotify.com
- Five Ways to Make Your Discover Weekly Playlists Even More Personalized · newsroom.spotify.com
- Safety and Privacy center · spotify.com
- Humans + Machines: A Look Behind the Playlists Powered by Spotify’s Algotorial Technology · engineering.atspotify.com
- Exclude from Your Taste Profile · engineering.atspotify.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Spotify Discover Weekly how it works collaborative filtering natural language processing audio models new listeners personalization signals official engineering blog OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Spotify Discover Weekly new listener cold start influence playlist listening habits save skip follow playlist algorithm explanation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |