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AI voice isolator: separate a voice from background noise and music

Cleanvoice Studio Sound is an AI voice isolator. It removes background noise, music beds, other voices and room echo from audio and video. It has no step that cuts what you said.

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One damaged clip: a voice with echo and codec damage

Last updated: 2 November 2026

In this clip from Dolby’s public UNIVERSE test set, the voice has echo, a band-reject filter and AC-3 codec damage. We ran it through Cleanvoice Studio Sound 4.1 and ElevenLabs Voice Isolator, then asked Meta’s Omnilingual ASR what it heard.

Studio Sound gives back the whole sentence, ending included: “some have accepted it as a”. In the original the end comes out garbled, and the ElevenLabs version garbles it too.

What was said: “move for the next couple of days it is not too late to get on board some have accepted it as a”

Selected: Original (damaged input)

0:00
Spectrograms and Omnilingual ASR transcripts of UNIVERSE clip 0014 (echo, a band-reject filter and AC-3 codec damage) for the unprocessed input and six of the tools. Cleanvoice keeps the end of the sentence, “some have accepted it as a” (5% of words wrong). The unprocessed input is 14% wrong. Adobe Podcast stops at “some” (27% wrong); Auphonic (32%), ElevenLabs (36%) and Descript Studio Sound (36%) garble the end; Dolby UNIVERSE is 55% wrong.

Audio: clip 0014 of the UNIVERSE validation set (Serrà et al., “Universal Speech Enhancement with Score-based Diffusion”, Dolby; CC BY 4.0); the set’s noises include the DEMAND corpus (CC BY-SA). Transcripts: Meta’s Omnilingual ASR (CTC 7B v2).

Benchmark

Cleanvoice vs ElevenLabs Voice Isolator on 100 noisy clips

We ran the 100 clips of Dolby’s UNIVERSE validation set (16 kHz) through each tool on 1 November 2026 with default settings. Cleanvoice and DeepFilterNet3 processed each clip separately; the other products processed the 100 clips joined into one file, which we cut back into clips. Word errors are Meta’s Omnilingual ASR (CTC 7B v2) on each output against the same model on the clean originals.

Studio Sound made fewer word errors than ElevenLabs Voice Isolator, dropped and changed fewer words and kept more of the frequency range. The ElevenLabs output also had more word errors than the unprocessed input (23.8% against 17.0%). See the full benchmark for all eight tools, the method and the limits.

MeasureCleanvoice Studio Sound 4.1ElevenLabs Voice IsolatorUnprocessed input
Word error rate (lower is better)15.5%23.8%17.0%
Dropped words per 1003.07.15.9
Changed words per 10011.215.310.8
Speech quality, SCOREQ (higher is better)4.543.722.64
Speaker similarity to the clean voice0.9550.9280.916
Median output bandwidth17.3 kHz11.8 kHz8.0 kHz
Clips with fewer word errors, head to head52 of 1009 of 100—
UNIVERSE validation set (Dolby, CC BY 4.0): 100 noisy speech clips at 16 kHz, run on 1 November 2026. Dropped and changed words are per 100 reference words. Word error rate also counts words the transcriber added.

Head to head: on 52 clips the transcriber made fewer errors on Cleanvoice’s output, on 39 the same number, and on 9 more. Only 16 kHz input was tested, on one dataset, with an automatic transcriber. Cleanvoice AI Research ran the test. More detail: Cleanvoice vs ElevenLabs and the speech enhancement benchmark.

Adobe, Auphonic, Descript, ElevenLabs and Dolby are trademarks of their owners. Tests run by Cleanvoice on 1 November 2026; results may differ on other material.

How to

How to isolate a voice from a recording

  1. Upload your audio or video

    Open Cleanvoice and drop in a file: WAV, MP3, M4A, FLAC, MP4, MOV, WebM and more. You can try it without signing up.

  2. Run Studio Sound

    The link opens Cleanvoice with Studio Sound selected (Enhance in the app; keep Clean Audio on for noisy recordings). Filler-word, stutter and silence removal are separate options and stay off unless you turn them on.

  3. Download the isolated voice

    An hour of audio takes about 5 to 10 minutes. Download the cleaned audio, or your video with the cleaned sound.

From code: send the file to the Cleanvoice API with studio_sound set to true, from Python, JavaScript or REST. See the Studio Sound API.

Use cases

Where a voice isolator helps

Podcasts

Guests on laptop mics, a fan in the room, traffic outside. Studio Sound keeps each voice and removes the rest, track by track when you upload a multitrack recording.

Interviews recorded in cafés

Espresso machines, music over the speakers and the next table’s conversation. Studio Sound keeps the voice closest to the mic and removes the rest.

Video voice-over

Upload the MP4 or MOV as it is. You get the video back with the voice isolated, without splitting out the audio first.

Old recordings

Hiss, hum, codec damage and the narrow sound of old tape or film. Studio Sound reduces the noise and restores bandwidth: in our benchmark, 16 kHz recordings with 8 kHz of bandwidth came back with a median of 17.3 kHz. Badly damaged audio can’t be fully restored, so try a short sample first.

Explainer

Voice isolator vs. noise reduction vs. stem separation

The three names get mixed up, and many “voice isolator” results are really music tools. Here is what each one does.

ToolKeepsRemovesBuilt for
Noise reduction (filter or noise profile)Everything above a steady noise floorHiss, hum, fans; struggles with noise that changes, like wind or chatterLight cleanup of fairly clean recordings
AI voice isolator (Cleanvoice Studio Sound)The main voiceBackground noise, music beds, other voices, room echoSpeech: podcasts, interviews, video, calls
Stem separationEvery part, split into separate tracksNothing; it splits a song into vocals, drums, bass and the restMusic: remixes, karaoke, sampling

Cleanvoice Studio Sound is built for speech. It is not a tool for pulling vocals out of a song or for mastering music. If you want to keep music under your voice, such as an intro or a soundtrack, turn on Keep Music. For the full set of fixes (noise, echo, EQ, restoration), see the AI audio enhancer.

Voice isolator questions

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An AI voice isolator separates a voice from everything else in a recording: background noise, music, other people talking and room echo. Cleanvoice Studio Sound does this for audio and video files.

You can try Cleanvoice without signing up, and new accounts get 30 free minutes with no credit card. After that, you pay for the hours you process, with a subscription or pay-as-you-go credits.

No. Studio Sound only changes the sound; it has no step that cuts, adds or rewrites words. On the 100-clip UNIVERSE benchmark (1 November 2026), the transcriber made fewer word errors on Studio Sound’s output (15.5%) than on any other tool tested, and fewer than on the unprocessed input (17.0%). Filler-word, stutter and silence removal are separate, optional Cleanvoice edits that stay off unless you turn them on.

On the same 100 noisy clips, Cleanvoice Studio Sound 4.1 had a 15.5% word error rate against 23.8% for ElevenLabs Voice Isolator. It dropped 3.0 words per 100 against 7.1 and changed 11.2 against 15.3, scored 4.54 against 3.72 on SCOREQ speech quality, and kept 17.3 kHz of bandwidth against 11.8 kHz. Clip by clip, Cleanvoice had fewer errors on 52, the same on 39 and more on 9. The full comparison is at cleanvoice.ai/cleanvoice-vs-elevenlabs.

Yes. Studio Sound keeps the main voice and treats other voices in the background as noise. It works best when the voice you want is the closest and loudest one.

Yes. By default, Studio Sound keeps the voice and treats everything else, including music, as noise. If your recording has an intro, a soundtrack or background music you want to keep, turn on Keep Music.

No. Cleanvoice is built for speech. For splitting a song into vocals and instruments, use a stem separation tool.

Yes. Upload MP4, MOV, WebM or another common video format and you get the video back with the voice isolated.

Yes. The Cleanvoice API runs the same Studio Sound model: send a file with studio_sound set to true, from Python, JavaScript or REST. It is billed by the minute of audio, from the same credits as the app.

Most audio and video formats, including WAV, MP3, M4A, FLAC, OGG, AAC, MP4, MOV and WebM. There's no length limit. With an account, files can be up to 3 GB each.

We store your original and processed files for 7 days. After that, we delete them permanently.

Isolate the voice in your recording.