Yes. Goat Girl has 60 songs listed in a dataset used to train AI music models.

Used for training 60

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including Dance of Dirty Leftovers, Lay Down (Udder Sounds Edit Acoustic), Sad Cowboy (PVA Remix)

Listed under the artist name 60 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

Dance of Dirty Leftovers

Listed as Goat Girl – Dance of Dirty Leftovers (Goat Girl) · Watch on YouTube

youtube_video -HkZIoL3wFw · row -HkZIoL3wFw

LAION-DISCO-12M

Lay Down (Udder Sounds Edit Acoustic)

Listed as Goat Girl – Lay Down (Udder Sounds Edit Acoustic) (Udder Sounds) · Watch on YouTube

youtube_video LEQ5p68l21U · row LEQ5p68l21U

LAION-DISCO-12M

Sad Cowboy (PVA Remix)

Listed as Goat Girl, PVA – Sad Cowboy (PVA Remix) (Sad Cowboy (PVA Remix)) · Watch on YouTube

youtube_video RIIsIv1hdso · row RIIsIv1hdso

LAION-DISCO-12M

Mighty Despair

Listed as Goat Girl – Mighty Despair (Crow Cries) · Watch on YouTube

youtube_video Ukj0S3xxEEM · row Ukj0S3xxEEM

LAION-DISCO-12M

prelude

Listed as Goat Girl – prelude (Below The Waste) · Watch on YouTube

youtube_video _T7YAmGnk-Q · row _T7YAmGnk-Q

LAION-DISCO-12M

Viper Fish (Udder Sounds Edit Acoustic)

Listed as Goat Girl – Viper Fish (Udder Sounds Edit Acoustic) (Udder Sounds) · Watch on YouTube

youtube_video _vzHd4OqMJw · row _vzHd4OqMJw

LAION-DISCO-12M

Cracker Drool (Udder Sounds Edit Acoustic)

Listed as Goat Girl – Cracker Drool (Udder Sounds Edit Acoustic) (Udder Sounds) · Watch on YouTube

youtube_video aAQQeK46dnA · row aAQQeK46dnA

LAION-DISCO-12M

Scum (Udder Sounds Edit Acoustic)

Listed as Goat Girl – Scum (Udder Sounds Edit Acoustic) (Udder Sounds) · Watch on YouTube

youtube_video cwFnjHozd3o · row cwFnjHozd3o

LAION-DISCO-12M

Moonlit Monkey

Listed as Goat Girl – Moonlit Monkey (Goat Girl) · Watch on YouTube

youtube_video ejw1zsr_-1Y · row ejw1zsr_-1Y

LAION-DISCO-12M

TAOGLRIGEVOL

Listed as Goat Girl – TAOGLRIGEVOL (Udder Sounds) · Watch on YouTube

youtube_video xbXdqoIlsbU · row xbXdqoIlsbU

LAION-DISCO-12M

What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.