Music Distribution Services 2026: 8 Ranked for AI Music

Comparing music distribution services used to be a spreadsheet exercise with four columns: annual fee, royalty split, how fast the track reaches Spotify, and which extras come bundled. Those columns still matter, and we have filled them in below for the eight services that actually take a meaningful share of independent releases in 2026.

But if you make music with Suno, Udio or ElevenLabs Music, there is a fifth column that decides whether any of the other four ever come into play: what the service does when its classifier decides your track came out of a model. Nobody else ranks on it. We do, because we have measured it.

This page is the selection decision — which service to sign up for and why. It is not the release pipeline; our AI music distribution guide covers the step-by-step workflow from export to live release. It is not a per-service policy deep dive either; each of the majors has its own page, linked where relevant below.

What the annual fee is actually buying

A distributor is two things bolted together: an ingestion pipe into the stores, and a royalty-accounting back office. The pipe is close to a commodity. Every service on this list delivers to Spotify, Apple Music, Amazon Music, YouTube Music, Tidal and Deezer, and the differences in store coverage past the top twenty rarely change anyone's income.

The back office is where they diverge. Royalty split, payout cadence, split-sheet handling, YouTube Content ID, publishing administration, and whether your releases stay live when you stop paying are the things you are choosing between. That last one is worth more than most artists price in.

Then there is the fifth column, which no distributor advertises and every one of them operates: an AI classifier sitting on the upload, scoring the audio before a human ever sees it.

The eight services on price, split and upload model

*Amuse pays 100% on recording royalties but charges a 15% fee on YouTube Content ID revenue, and takes a cut of collaborator splits where the collaborator has no Amuse subscription.

DistroKid is the default for a reason. $22.99 a year — up from the $19.99 that held for years — buys unlimited releases with nothing taken off the top, and delivery is the fastest in the group. Teams tier at $79.99 handles multiple artists. If you release more than two tracks a year, the arithmetic beats everything else here.

TuneCore spent a decade charging per release and has now moved to unlimited annual tiers at broadly the same price as DistroKid, with Pro at $49.99. What you get for the parity is deeper analytics and a genuine publishing administration arm, which matters if you want songwriter royalties collected rather than just recording royalties. For an artist treating this as a business rather than a hobby, that is the strongest argument on the list.

CD Baby is the one-time-payment option: $9.99 a single, around $69 an album, live permanently with no renewal. It keeps 9%, which on a catalogue earning anything real is worse than an annual fee, and better on a catalogue earning nothing. It also does physical distribution, sync licensing and publishing admin, which none of the flat-fee services touch.

RouteNote runs the most honest free tier in the category: upload as much as you like, keep 85%, pay nothing, or switch a release to the premium lane and keep 100%. The trade is a thinner feature set and slower, less predictable delivery. As a place to put a first release and find out whether anyone listens, it is hard to argue with.

Amuse has drifted from free-first to paid-first. Artist at $23.99 a year, Artist Plus at $39.99 for two artists plus fan email collection and hi-res audio, Professional at $59.99 for three or more with priority support. The ASAP 24-hour delivery on paid tiers is now competitive with DistroKid, which was not true two years ago.

Ditto Music sits at around $25 a year for unlimited releases at 100%, with a Pro tier near $39. It has never been the cheapest or the fastest, and its pitch has always been the label-services ladder above the self-serve tier. Reasonable, unexciting, entirely fine.

UnitedMasters is the outlier in what it sells. There is a genuine free tier that keeps 10%, paid tiers from about $19.99 a year that pay 100%, and above that a Select tier near $59.99. What you are really buying is access to brand partnership and sync placement deals, which is either the most valuable thing on this page or completely irrelevant depending on your music.

Symphonic is not a self-serve product in the same sense. It is application-led label services with commission-based economics in the same 85% band as AWAL and ONErpm, aimed at catalogues and small labels rather than individual releases. If you are asking whether you qualify, you probably want one of the seven above first.

The permanence trap nobody prices in

Subscription distributors take your music down when you stop paying. That is the deal at DistroKid and TuneCore, and it is not hidden, but almost nobody models it properly. A catalogue of forty releases built over three years is a recurring liability, and the day the card declines you lose not just the availability but the streaming history and the playlist positions attached to it.

CD Baby, Amuse and UnitedMasters leave existing releases live after you stop. For a catalogue you intend to hold for a decade, that difference dwarfs the £4 a year you saved on the fee. Model the renewal as permanent, or pick a service where it is not required.

The axis nobody else ranks on: how each service treats AI music

Here is where our benchmark comes in. We ran a 50-file corpus of AI-generated tracks through production distributor pipelines, raw and after artifact removal, and recorded what got through. The thresholds below are the confidence scores at which each classifier rejects.

Three things fall out of that table, and they are the whole argument of this page.

First, the strictest classifier belongs to the best-value service. DistroKid rejects at roughly 0.78, the tightest gate we have measured, and raw exports passed zero times out of fifty. That sounds like a reason to go elsewhere. It is not, because cleaned files passed 49 of 50 there too. The threshold only decides how much artifact you can get away with, and the honest answer at every distributor is: not much. Our DistroKid AI music policy page has the full rejection-message taxonomy.

Second, the most permissive classifier belongs to the service most likely to pull your release. CD Baby's classifier is the loosest of the three we benchmarked at about 0.85, and 8 of 50 raw files got through it. But its policy rejects fully-AI releases regardless of what the classifier scored, which means a passing score buys you a release that can still be removed on human review. That is the worst possible shape for a rejection: after the artwork, after the release date, after the pre-save campaign. The detail is in our CD Baby AI music policy breakdown.

Third, the distributor is not the last gate. Spotify runs its own classifier at roughly 0.85 on direct ingestion, and Deezer goes further: it tags fully-AI tracks, excludes them from editorial playlists, and keeps them out of algorithmic recommendation. At its 2026 peak, AI exceeded half of Deezer's daily uploads, which explains the posture. Clearing a distributor gets your track into the stores; it does not get it treated like everyone else's. See our Deezer AI music policy and Spotify AI music policy pages for what happens after ingestion.

Worth saying plainly: none of these services ban AI music as a category, and TuneCore's policy is representative — it asks you to declare AI involvement and warrants that you hold the rights, and then lets the classifier do the rest. The disclosure field and the audio scan are separate systems. Ticking the box honestly does not soften the classifier, and clearing the classifier does not excuse you from ticking the box.

Which service should you actually pick

Building a catalogue — DistroKid. More than two releases a year and the unlimited annual model wins outright, and DistroKid is the cheapest credible version of it with the fastest delivery. The strictest classifier is not a reason to avoid it once the artifact layer is handled. Budget for the renewal forever, because the takedown-on-lapse rule is real.

First release, or a slow release schedule — TuneCore. For one or two tracks a year the per-release maths used to favour CD Baby, and for AI musicians it no longer does, because CD Baby's policy rejects fully-AI releases regardless of classifier score. TuneCore accepts AI music, sits at a more forgiving 0.82, and its publishing administration is the best of the self-serve group. If you are uploading Suno output for the first time, our Suno to Spotify walkthrough covers the upload itself.

Free-first — RouteNote, then UnitedMasters. RouteNote's free lane keeps 85% and imposes no upload limit, which is the cleanest zero-cost entry point. UnitedMasters' free tier keeps 90% and adds brand-partnership access you will not get anywhere else at that price. Both are good places to test whether a release finds listeners and bad places to park a catalogue that earns. The free music distribution comparison goes deeper on the trade-offs.

Label services and catalogues at scale — Symphonic. Once you are administering other artists' rights, or your catalogue is large enough that 15% of royalties buys real marketing and playlist work, the commission model starts making sense. Symphonic, AWAL and ONErpm all sit in that band. This is not where you start.

Whichever you pick, the artifact layer decides the outcome

Every row in that classifier table tells the same story from a different angle. Raw AI exports fail: 0 of 50 at DistroKid, 3 of 50 at TuneCore, 8 of 50 at CD Baby. Cleaned files pass: 49 of 50, everywhere, including the strictest gate on the list. The single failure in our corpus was an unrelated copyright flag on a remix, not an AI detection.

That is why distributor shopping is the wrong response to a rejection. Moving from DistroKid to CD Baby to chase a looser threshold takes you from a 0% pass rate to a 16% pass rate, and lands you at the one service whose policy rejects fully-AI music anyway. The variable that moves the number is the file, not the pipe.

Undetectr is the first and only AI music watermark remover — the only tool built specifically to clear what distributor classifiers scan for, rather than a repair suite adapted to the job. It handles six artifact layers in one pass: the SynthID-class watermark woven into the signal, the C2PA provenance manifest, the spectral fingerprint unique to each generator, and the secondary layers underneath. It runs in the browser with nothing to install, takes under a minute per track, and accepts MP3, WAV and FLAC from Suno, Udio and ElevenLabs Music.

Two details matter for distribution specifically. It masters to each platform's loudness spec in the same pass — Spotify at -14 LUFS, Apple Music at -16 — so you are not re-rendering per store, and our AI music mastering guide explains why off-spec loudness is its own quiet rejection trigger. And SoundMatch checks your track against a fingerprint database before release, so a collision surfaces as a regeneration rather than a takedown against your distributor account.

Undetectr costs €39 once for unlimited tracks, with a €19 Starter tier at 10 credits, and outputs for 150+ platforms. Against a per-track fee that model is the only one that survives a catalogue, and we have written the sceptical version of the assessment in our full Undetectr review. For the wider field of removers and detectors, our AI watermark remover for music benchmark covers what else is out there.

What a distributor will never do for you

None of these services will make a weak track good, and none of them will find you an audience. Distribution is plumbing. An unlimited-uploads plan means you can release a hundred tracks a year to nobody, which a surprising number of AI musicians proceed to do — our notes on making money with AI music are blunt about what the income actually looks like.

Two caveats on the numbers above. Classifiers get retrained, and thresholds move; we re-benchmark quarterly and the figures here are current as of this revision, not permanent. And Udio users have a supply problem before they have a distribution problem, since downloads were disabled after the October 2025 UMG settlement — our Udio download page covers where that leaves existing catalogues.

On the legal question: processing files you generated under a licence granting you commercial rights is not circumvention under current US and EU interpretation, and it is ordinary audio engineering. Impersonating a real artist or laundering someone else's recording is a different thing entirely and nothing here helps with it. We are not lawyers, and if your situation is unusual you should talk to one.

The verdict. Pick DistroKid if you release regularly, TuneCore if you release rarely or want publishing collected, RouteNote if you are not ready to pay, and Symphonic if you have outgrown the self-serve tier. Then stop optimising the distributor choice, because it is worth a few pounds a year and a handful of features. The thing worth optimising is the file you hand it, and that is what Undetectr is for.