Yes. Toxic Machinery has 33 songs listed in a dataset used to train AI music models.

Used for training 33

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 Pure Heart, Fuck Trance, Only Hard Kicks, Suck Me Dry, Like a Vampire

Listed under the artist name 33 songs in LAION-DISCO-12M

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

Pure Heart

Listed as Toxic Machinery – Pure Heart (Pure Heart) · Watch on YouTube

youtube_video 0K-PSdhQJm8 · row 0K-PSdhQJm8

LAION-DISCO-12M

Fuck Trance, Only Hard Kicks

Listed as Toxic Machinery, A B P – Fuck Trance, Only Hard Kicks (Fuck Trance, Only Hard Kicks) · Watch on YouTube

youtube_video 5J0V2oNnflA · row 5J0V2oNnflA

LAION-DISCO-12M

Suck Me Dry, Like a Vampire

Listed as Toxic Machinery – Suck Me Dry, Like a Vampire (Suck Me Dry, Like a Vampire) · Watch on YouTube

youtube_video 7PwhRDzsn7M · row 7PwhRDzsn7M

LAION-DISCO-12M

Imperfect Nation

Listed as Toxic Machinery – Imperfect Nation (Saw It Coming) · Watch on YouTube

youtube_video 7keyhAZGLKs · row 7keyhAZGLKs

LAION-DISCO-12M

Just Let Me Go Insane

Listed as Toxic Machinery – Just Let Me Go Insane (Just Let Me Go Insane) · Watch on YouTube

youtube_video 9EXozKuoEII · row 9EXozKuoEII

LAION-DISCO-12M

Fresh Water

Listed as Toxic Machinery – Fresh Water (Fresh Water) · Watch on YouTube

youtube_video AWBIU2tGBF0 · row AWBIU2tGBF0

LAION-DISCO-12M

Dry Bones

Listed as Toxic Machinery, TNMN – Dry Bones (Dry Bones) · Watch on YouTube

youtube_video AsSpQXWNLOM · row AsSpQXWNLOM

LAION-DISCO-12M

Bad Childhood

Listed as Toxic Machinery – Bad Childhood (Bad Childhood) · Watch on YouTube

youtube_video Igj-V38n0DI · row Igj-V38n0DI

LAION-DISCO-12M

A Phase Of Destruction

Listed as TNMN, Toxic Machinery – A Phase Of Destruction (A Phase Of Destruction) · Watch on YouTube

youtube_video JYTMVl8KWeA · row JYTMVl8KWeA

LAION-DISCO-12M

Anatomy of a Slut

Listed as Toxic Machinery – Anatomy of a Slut (Anatomy of a Slut) · Watch on YouTube

youtube_video Kxp0UsgxQTw · row Kxp0UsgxQTw

LAION-DISCO-12M

Chemically Insane

Listed as Toxic Machinery, Hades – Chemically Insane (Chemically Insane) · Watch on YouTube

youtube_video MPHx_8A-r64 · row MPHx_8A-r64

LAION-DISCO-12M

Lost Myself to the Stars

Listed as Toxic Machinery, MOROS – Lost Myself to the Stars (Lost Myself to the Stars) · Watch on YouTube

youtube_video MRD0_y6mIaM · row MRD0_y6mIaM

LAION-DISCO-12M

Satanic Lust (SLVL Remix)

Listed as Toxic Machinery, TNMN, ÆRES – Satanic Lust (SLVL Remix) (Satanic Lust) · Watch on YouTube

youtube_video Moij9CcWUY8 · row Moij9CcWUY8

LAION-DISCO-12M

Tears of Blood

Listed as Toxic Machinery – Tears of Blood (Tears of Blood) · Watch on YouTube

youtube_video SICJ0XnjOpQ · row SICJ0XnjOpQ

LAION-DISCO-12M

Chamber of Death

Listed as Toxic Machinery, ÆRES, MOROS – Chamber of Death (Chamber of Death) · Watch on YouTube

youtube_video VKe3s1IIAYs · row VKe3s1IIAYs

LAION-DISCO-12M

Chamber of Death (LS41 Remix)

Listed as Toxic Machinery, ÆRES, MOROS – Chamber of Death (LS41 Remix) (Chamber of Death) · Watch on YouTube

youtube_video ZARnkHWuaTo · row ZARnkHWuaTo

LAION-DISCO-12M

Bludshed

Listed as Toxic Machinery – Bludshed (Bludshed) · Watch on YouTube

youtube_video ZfLalqjKib0 · row ZfLalqjKib0

LAION-DISCO-12M

Satanic Lust (WZX_O Remix)

Listed as Toxic Machinery, TNMN, ÆRES – Satanic Lust (WZX_O Remix) (Satanic Lust) · Watch on YouTube

youtube_video ZmRAmIK9TNs · row ZmRAmIK9TNs

LAION-DISCO-12M

This Is Hell

Listed as Toxic Machinery, JSTN – This Is Hell (This Is Hell) · Watch on YouTube

youtube_video _0DLkDUOTeo · row _0DLkDUOTeo

LAION-DISCO-12M

Satanic Lust

Listed as Toxic Machinery, TNMN, ÆRES – Satanic Lust (Satanic Lust) · Watch on YouTube

youtube_video _N4V4d5LIJo · row _N4V4d5LIJo

LAION-DISCO-12M

Hot Mouth

Listed as Toxic Machinery – Hot Mouth (Hot Mouth) · Watch on YouTube

youtube_video _YyX4KihHB4 · row _YyX4KihHB4

LAION-DISCO-12M

Teenage Dropout

Listed as Toxic Machinery – Teenage Dropout (Teenage Dropout) · Watch on YouTube

youtube_video c5JD7W37RHM · row c5JD7W37RHM

LAION-DISCO-12M

Human Extinction

Listed as TNMN, Toxic Machinery – Human Extinction (Human Extinction) · Watch on YouTube

youtube_video d3xEa5H-P8E · row d3xEa5H-P8E

LAION-DISCO-12M

Chamber of Death (Comrave Remix)

Listed as Toxic Machinery, ÆRES, MOROS – Chamber of Death (Comrave Remix) (Chamber of Death) · Watch on YouTube

youtube_video fNTNlTUoGYg · row fNTNlTUoGYg

LAION-DISCO-12M

Fabric in Hollywood

Listed as Toxic Machinery – Fabric in Hollywood (Saw It Coming) · Watch on YouTube

youtube_video gUbOxg87yQc · row gUbOxg87yQc

LAION-DISCO-12M

Bonfire (Toxic Machinery Remix)

Listed as Laszlo, Toxic Machinery – Bonfire (Toxic Machinery Remix) (World Domination) · Watch on YouTube

youtube_video i3x3MbkNSvw · row i3x3MbkNSvw

LAION-DISCO-12M

Funeral

Listed as Toxic Machinery, ÆRES, MOROS – Funeral (Funeral) · Watch on YouTube

youtube_video mdsXnn2QqGg · row mdsXnn2QqGg

LAION-DISCO-12M

Destruction Error

Listed as Toxic Machinery – Destruction Error (Saw It Coming) · Watch on YouTube

youtube_video qeuCgU-Htdk · row qeuCgU-Htdk

LAION-DISCO-12M

Zanostanium

Listed as Toxic Machinery – Zanostanium (Zanostanium) · Watch on YouTube

youtube_video tXYaBN6QRns · row tXYaBN6QRns

LAION-DISCO-12M

Industrial Nightmare

Listed as Toxic Machinery, KARAH – Industrial Nightmare (Industrial Nightmare) · Watch on YouTube

youtube_video wfXoR74lEZI · row wfXoR74lEZI

LAION-DISCO-12M

U Ain't a G

Listed as LS41, Toxic Machinery – U Ain't a G (Rcklss014) · Watch on YouTube

youtube_video yB4NHYn3sAs · row yB4NHYn3sAs

LAION-DISCO-12M

Cyka

Listed as Toxic Machinery, SLVL – Cyka (Cyka) · Watch on YouTube

youtube_video zCCnqN7sRdI · row zCCnqN7sRdI

LAION-DISCO-12M

Cold War

Listed as Toxic Machinery, ÆRES – Cold War (Cold War) · Watch on YouTube

youtube_video zDnhQj2dgc8 · row zDnhQj2dgc8

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.