Why does my Spotify Wrapped always miss my actual favorite songs, and are there better third-party stats apps I can use
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why does my Spotify Wrapped always miss my actual favorite songs, and are there better third-party stats apps I can use
2 real searches · 1 real-search pass
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 Wrapped tracking period methodology top songs streams third party stats apps stats.fm Last.fm Spotistats 2026 Google ↗
Spotify Wrapped why favorite songs missing listening data cutoff algorithm listening habits stats apps Stats.fm Last.fm receiptify 2026 Google ↗
- Surprised by Your 2025 Wrapped? Here’s a Look at How the Data Comes to Life · newsroom.spotify.com
- It's time to unpack Spotify Wrapped. Here's how the music streamer compiled your 2025 recap · apnews.com
- My Wrapped experience/Wrapped playlist is wrong. Can you change it? · community.spotify.com
- Website · stats.fm
- Import guide · support-new.stats.fm
- Differences between calculation methods · support-new.stats.fm
- About importing your streaming history · support-new.stats.fm
- About stats.fm Plus · support-new.stats.fm
- Website · last.fm
- How scrobbling works · last.fm
- About Last.fm · last.fm
- Website · spotifystats.com
- Import FAQ · support-new.stats.fm
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Spotify Wrapped tracking period methodology top songs streams third party stats apps stats.fm Last.fm Spotistats 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Spotify Wrapped why favorite songs missing listening data cutoff algorithm listening habits stats apps Stats.fm Last.fm receiptify 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |