What Is Stem Separation? How AI Splits a Song into Its Parts

November 5, 2026
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What is stem separation? Learn how AI pulls vocals, drums, bass and other parts out of a finished song, where it struggles, and how to try it on your own track.
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Stem separation is the process of taking a finished, mixed song and pulling it apart into its parts, such as vocals, drums, bass and the rest. Today it is done with AI models trained to recognize each kind of sound. You can try it on your own song with the Unmix Studio stem splitter, which returns six parts as MP3 files.

If you want to know what a stem is first, read what are stems in music. This article is about how the separation works.

Why separating a mix is hard

When a song is mixed, every instrument is added together into one waveform. The voice, the guitar and the snare all move the same speaker at the same time. There is no hidden layer that still holds each one.

Think of it like a smoothie. The fruit went in separately, but you can't simply pour the strawberries back out. To get them back, you need something that knows what a strawberry tastes like.

The old way: phase tricks

Before AI, people used a trick called phase cancellation. In many songs the lead vocal sits in the center, equally loud in the left and right speakers. Flip one side upside down and add it to the other, and anything in the center cancels out.

It worked a little. But the bass and kick drum are usually in the center too, so they vanished with the voice. Reverb on the vocal, which spreads to both sides, stayed behind. The result often sounded thin and hollow.

The new way: trained models

Modern stem separation uses neural networks. A model is shown thousands of songs together with their real stems. Over time it learns what a voice looks like in sound, and what a drum or a bass looks like.

When you upload a song, the model looks at the sound over time and frequency. For each tiny slice it estimates how much belongs to each part. Then it rebuilds each part as its own audio file.

Because the model learned the sound of each instrument, it can separate a bass from a voice even when both sit in the center.

What the output looks like

A typical split gives you a fixed set of stems:

  • Four stems: vocals, drums, bass and other. Our 4-Stem Splitter does this.
  • Six stems: add guitar and piano. This is what our home page gives by default.
  • Every instrument: the Every Instrument Splitter checks for more than 50 kinds and shows only those that are present.
  • Two stems: voice and music, as on the Vocal Remover.

Play all the stems together and you should hear something very close to the original.

Where stem separation struggles

Separation is very good now, but it is not perfect. These cases leave the most bleed, meaning a trace of one part in another:

  • Dense mixes, where many instruments play in the same range.
  • Heavy reverb, because the echo of a voice is smeared across time.
  • Live recordings, with crowd noise and room sound in everything.
  • Similar sounds, like a synth pad next to a string section.
  • Low-quality files, where compression already damaged the detail.

Listen to each stem on headphones. A little bleed is often hidden once you mix the stems again.

How to try stem separation on your song

  1. Open the stem splitter and sign in with Google. New accounts get 5 free credits, enough for one song up to 5 minutes.
  2. Upload an MP3, WAV, M4A or FLAC, up to 10 minutes.
  3. The price is on the button before it runs: 1 credit per minute of song.
  4. Wait about a minute. Six rows appear.
  5. Switch rows on and off to hear each part. Download the ones you need as 320 kbps MP3s.

The splitting runs in the cloud, so there is nothing to install. On our test, a 4 minute 44 second song became six stems in 56 seconds and cost 5 credits.

What people use it for

  • Making karaoke and instrumental versions.
  • Practicing an instrument with that part muted.
  • Remixing and DJ edits.
  • Studying how a song was arranged.
  • Turning a single part into MIDI with our free audio to MIDI converter.

Personal practice and study are fine with any song. Publishing a remix or sample of someone else's music needs permission from the owners.

Tips for better separation

  • Upload the best copy you have. WAV or 320 kbps MP3 keeps the detail the model needs.
  • Prefer studio versions over live ones.
  • Trim to the part you need before uploading. You pay per minute of audio.

FAQ

What is stem separation in simple terms?

It is taking a finished song and splitting it back into parts, like vocals, drums and bass, so you can hear or use each one alone.

Is AI stem separation perfect?

No. It is very good on clean studio mixes. Dense songs, heavy reverb and live recordings leave some bleed between stems.

How many stems can a song be split into?

Commonly four or six. Our Every Instrument Splitter can find up to about 50 kinds of instruments.

How much does it cost?

Most of our tools cost 1 credit per minute. New accounts get 5 free credits with Google sign-in. Packs start at $7.49 for 100 credits.

What format are the stems?

MP3 at 320 kbps, one file per stem.