Jeff Kaufman's Writing

Amazon Music's Artist Conflation

Brief

Amazon Music's artist-metadata and recommendation quality are highlighted as poor in this July 20, 2026 post, after the author tested a family subscription to let kids build playlists. Seeding the service with nine local/contra-dance bands produced irrelevant “My Soundtrack” recommendations and failed artist search matches; only two of the nine bands (The Free Raisins and Perpetual e-Motion) had coherent entity records. Specific failures included a conflated Kingfisher profile, Nova mixed with dozens of other artists and styled as “NoVa,” and Great Bear dominated by another act with about 20 AI-generated covers. The author compared results to small LLM probes (Gemini 3.1 Flash‑Lite and Claude Haiku 4.5), which returned much more accurate cluster suggestions, and began claiming the Kingfisher profile to correct Amazon's metadata before unsubscribing due to device-restriction issues for kids.

Why it matters

Amazon Music conflated multiple distinct artists: of nine local/contra-dance bands the author tried to add (Airdance, The Free Raisins, Nightingale, Crowfoot, Nova, Perpetual e-Motion, Great Bear, Kingfisher, Buddy System), only two — The Free Raisins and Perpetual e-Motion — had a single coherent artist entity.

Key details

  • Concrete conflation examples: Kingfisher's profile merged the author's band with another artist; Nova was mixed in with dozens of other artists and mis-styled as “NoVa”; Great Bear's listing was dominated by another band with roughly 20 AI-generated covers.
  • Amazon's seed-based recommendations missed the user's intended cluster; small LLMs performed much better in a quick test — Gemini 3.1 Flash‑Lite suggested Pete's Posse, Elixir, KGB, Hotpoint String Band, Toss the Possum, while Claude Haiku 4.5 suggested Elixir, The Stringrays, The Moving Violations, Nor'easter, Gallimaufry, Wake Up Robin, Countercurrent, and Giant Robot Dance.
  • The author began the process of claiming the Amazon artist profile for Kingfisher to fix metadata and ultimately unsubscribed from Amazon Music because family-use on tablets for kids under 13 required an Amazon Fire device.
Cleaned source text

Our kids like listening to music on their tablets, and we decided it's

worth it to pay some money so they can make playlists and don't need

to listen to ads. A family account makes sense if you're more than

one person, and we ended up with Amazon somewhat randomly. I've been

poking around: the personalization features are pretty terrible, and

they have a major artist conflation problem. When you first show up it asks you to pick some artists to seed your

experience with. I put in the first few bands that came to mind: I would also have included some bands like Nightingale and Nova, but

since these are common band names there wasn't any way for me to find

the right artist profile in search, so I left them out initially. I

also got bored quickly: please don't take this as an exhaustive list

of my favorite bands! I felt like I'd picked out a pretty clear "modern contra dance music"

cluster in musician space, so I was disappointed when these were my

first five "My Soundtrack" recommendations: These are... nothing like the cluster my selections were pointing at.

Recommendations should not be that hard anymore; a small cheap LLM

(ex: Gemini 3.1 Flash-Lite or Claude Haiku 4.5) would do far better.

Actually, let's try them. Asking "If someone liks Airdance, The Free

Raisins, Crowfoot, Perpetual e-Motion, Great Bear, Kingfisher, and

Buddy System, what other artists might they like?" Gemini suggests Pete's

Posse, Elixir, KGB, Hotpoint String Band, and Toss the Possum; Claude suggests Elixir, The Stringrays, The Moving Violations, Nor'easter,

Gallimaufry, Wake Up Robin, Countercurrent, and Giant Robot Dance.

These are great suggestions; I like all of these bands, and they're

clearly within the cluster. It's easy for me to just not use Amazon's auto-playlists, but it turns

out they're also pretty confused about artists. For example, here's

the search results I see for a band I know well: Makes sense! We're not the first people to think "Kingfisher" would

make a good band name. But then when I select what looks like the

right one, I see it's actually conflated us and another band: Getting these right can't be that hard; I've never seen this problem

on Spotify (and it gets this one right: us , them ).

It's also not just Kingfisher: part of why I couldn't find the right Nova is that they've been

mixed in with dozens of other artists, and incorrectly styled as

"NoVa": And "Great Bear" is mostly some other band with twenty AI-generated

covers: Crowfoot, Nightingale, and Buddy System too: In fact, of the nine bands I originally thought to include (Airdance,

The Free Raisins, Nightingale, Crowfoot, Nova, Perpetual e-Motion,

Great Bear, Kingfisher, Buddy System), only two (the Free Raisins and

Perpetual e-Motion) had a single coherent artist entity. I've started

the process of trying to claim the Amazon artist profile for

Kingfisher so I can clean our piece of this up, though I'm a bit

grumpy about needing to. This is mostly just me complaining, because I don't expect to use this

much (I usually listen to freely available podcasts if I listen to

anything), but it's depressingly low quality work from Amazon. I do

also wonder if some of the reason their recommendations are so off is

for kids under 13 to use a family account on a tablet it has to be an

Amazon Fire one.) Comment via: facebook , lesswrong , mastodon , bluesky