must.fm for Spotify Stats

What it does

must.fm is a music analytics app designed to give Spotify users a deeper understanding of their listening habits. It goes beyond Spotify's own Wrapped feature by offering detailed stats, personalized charts, and ongoing recaps. The app allows users to see their top tracks, artists, and genres across different timeframes and provides tools to discover new music, create AI-powered playlists, and test their music knowledge with fandom quizzes.

Where it shines

must.fm excels at transforming raw data into engaging, shareable content. The "Top Artists Race" (03:42) is a standout feature, turning a simple list into a dynamic, gamified visualization that feels like a spectator sport. The app also offers a variety of recap formats, from a festival-style "My Lineup" to a quirky "My Music Receipt" (04:23), catering to different social media aesthetics. The depth of its song-level analytics (01:18), showing everything from danceability to energy, provides a granular view that data-hungry music fans will appreciate.

UX highlights

Clear Navigation: The main stats screen uses a simple tab bar for Tracks, Artists, Albums, and Genres, making it easy to switch between views (01:08).
Timeframe Filters: A persistent filter at the bottom allows users to quickly toggle their stats between 4 weeks, 6 months, 1 year, and lifetime (00:56).
Gamified Quizzes: The app includes fandom quizzes (08:15) with visual feedback for correct and incorrect answers, making trivia more interactive.
AI Playlist Generation: The "Friends of Artists" tool (05:07) provides a simple, one-tap way to create a themed playlist, which is then accessible in Spotify.
Actionable Stats: Song detail screens (01:09) are not just for viewing; they link directly to artist pages and album listings, encouraging further exploration.
Data Import Guide: For the complex task of importing Spotify history, the app provides a clear, visual step-by-step guide to help users succeed (02:30).

Monetization & growth

The app employs an aggressive monetization strategy right from the start. A hard paywall is presented at 00:12, immediately after launch, requiring a subscription to access any part of the app. This filters for highly motivated users. The primary growth loop appears to be driven by its highly shareable content. Features like the artist race, multi-format recaps, and quiz results are designed to be exported and posted on social media, acting as organic marketing for the app.

Who it’s for

must.fm is for the dedicated music fan and the data enthusiast. It targets Spotify power users who are curious about their listening patterns beyond the annual Wrapped summary. Its features appeal to those who enjoy quantifying their tastes, competing with friends over music stats, and sharing their musical identity online. The fandom quizzes also target specific fanbases (like Taylor Swift's) directly.

Notes & opportunities

The immediate hard paywall is a bold choice that could deter users who prefer to sample an app before committing. Adding a limited free mode or a more comprehensive preview of the dashboard could potentially increase top-of-funnel conversion. Additionally, the process of importing extended Spotify data is cumbersome, as it relies on an external request from Spotify that can take time. While the app provides a good guide, any in-app integrations or simplifications to this process would significantly improve the user experience.