Why Are Apple Music Recommendations So Bad? 5 Real Fixes
Apple Music recommendations turn bad when your library and listening history stop matching your actual taste. "For You", Made for You mixes and autoplay all learn from four signals: what you play, what sits in your library, what you love or dislike, and what you have marked "Suggest Less". A library full of albums you added once and never played still counts as taste data, even at zero plays. The fix is not a secret setting, it is cleaning up the signal: mark songs you skip as "Suggest Less", love the songs you actually want more of, and remove or sort out songs you never play from your library. Apple does not offer one button that resets recommendations on iPhone. The closest option is turning off "Use Listening History" in Settings > Music and rebuilding your library from a cleaner base. Most people notice better suggestions within a few days of doing this.
You listen to indie rock and jazz, but Apple Music keeps pushing an EDM playlist you added three years ago and never played. The "For You" section feels like it was built for someone else's taste, not yours.
This is not random, and it is not a broken algorithm. Apple Music is reading signals you left behind, and most of them are fixable in one sitting.
How does Apple Music actually build your recommendations?
Apple Music's recommendations, including "For You", Made for You mixes and autoplay, are built from four signals: your play history, everything sitting in your library, songs you have loved or disliked, and songs you marked "Suggest Less". None of these signals are weighted by how recent they are.
That last point matters. A song you added in 2021 and never played again still counts toward your taste profile today, exactly the same as a song you played yesterday. The algorithm has no way to know you moved on unless you tell it.
Autoplay makes this worse in a quiet way. When a song ends, Apple Music picks the next one from the same signals, so a stale library does not just show up in "For You", it keeps repeating itself in the background while you are not even choosing anything.
What's actually causing the bad suggestions?
It is rarely the algorithm itself. The real cause is almost always a library full of songs you skip. Every album you added for one track, every shared playlist you accepted, every "Add Playlist Songs" import sits there as if it were a genuine preference.
If you want to see how much of your library actually falls into this category, finding songs you never played in Apple Music walks through where to look. For most people it is a bigger share of the library than expected.
There is also a compounding effect. Every skip you make while actively listening reinforces the same signal a stale library sends passively, so bad recommendations show up in two places at once: what gets suggested, and what plays automatically after.
What are the 5 real fixes?
None of these require you to start over. They work because they target the actual signals the algorithm reads, not the symptom.
The order matters. "Suggest Less" and Love take effect almost immediately because they are explicit signals Apple Music reads directly. Cleaning your library is slower to show up, but it fixes the underlying weight behind every future recommendation, not just today's playlist. Doing both together is what actually moves "For You", not just a single song here and there.
- Long-press songs you skip and tap "Suggest Less Like This", starting with the ones you skip every single time
- Love the songs you actually want more of, since a heart is the strongest positive signal you can send
- Clean your library so it reflects your current taste, not everything you have ever added
- Use "Play More Like This" and "Suggest Less Like This" consistently, on new songs too, not just as a one-time fix
- Reset only as a last resort, and only after trying the four fixes above
Is there a way to fully reset Apple Music recommendations?
Not really, and it is worth being honest about that. Apple does not offer a single button on iPhone that wipes your recommendation history and starts fresh. There is no "Reset Recommendations" option hiding in a menu.
The closest thing is turning off "Use Listening History" in Settings > Music, combined with actually cleaning your library. That does not erase what Apple already knows, but it stops adding to it and gives a cleaner library more weight in what gets suggested next.
Turning the setting off does not undo anything already learned, it only stops new plays from feeding that history while it is off. Most people turn it back on once their library is cleaner, since a smaller, more accurate library matters more than an old history that no longer reflects their taste.
What does SongSweep change automatically?
This is where cleaning up manually gets tedious fast. Doing "Suggest Less Like This" for hundreds of songs one at a time, long-press by long-press, is not realistic for most people.
Every time you sort out a song in SongSweep, a "Suggest Less" rating is sent to Apple Music automatically through Apple's own ratings API, alongside moving the song out of your daily view. If you have not gone through your library yet, how to clean up your Apple Music library covers the actual method, and SongSweep has the app itself.
The value is in the consistency, not any single swipe. A handful of manual "Suggest Less" taps barely moves an algorithm trained on thousands of songs, but applying it automatically to every song you sort out, session after session, is what turns a one-time favor into an actual shift in what gets suggested.
What's a realistic timeline for these fixes to show?
Loving a song and marking one "Suggest Less" show up fastest, often within a day or two, since they are direct signals Apple Music weighs heavily right away. A full library cleanup takes longer to show its effect, usually a week or two of short sessions, but the improvement holds instead of drifting back.
Turning off "Use Listening History" changes nothing by itself in the short term. It only stops feeding new noise into a history that already exists. Pair it with actually cleaning your library, and the two together are the closest thing to a real reset that iPhone offers. Treat the whole process as ongoing maintenance rather than a one-time chore, since new albums and shared playlists keep adding fresh noise every month.
Frequently Asked Questions
Does 'Suggest Less' actually change my recommendations?
Yes. It is Apple's own mechanism for training the "For You" algorithm away from a song and similar music. It does not delete or hide the song, it only reduces how much weight that song gets in future suggestions.
How long until recommendations get better after I clean my library?
Most people notice a difference within a few days, since Apple Music updates suggestions based on recent signals. A library-wide cleanup usually takes a week or two of small sessions before "For You" feels noticeably different.
Can I fully reset my Apple Music recommendations on iPhone?
Not with one button. Apple does not offer a full reset for recommendations on iPhone. The closest option is turning off "Use Listening History" in Settings > Music and cleaning your library so it reflects your current taste.
Why does Apple Music suggest songs I have never even played?
Because those songs are still sitting in your library, and the algorithm treats everything in your library as a taste signal, played or not. Albums added for one track or auto-imported playlists are the most common cause.
Does loving a song do more than marking it Suggest Less?
They work in opposite directions. Loving a song is the strongest positive signal you can send, telling Apple Music to show you more like it, while "Suggest Less" is the strongest negative signal, telling it to show you less.
