Yes. Swagg B has 150 songs listed in a dataset used to train AI music models.

Used for training 150

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 Demons (Instrumental), Pain Runs Deep (Instrumental), Thinkin Bout Some Money (Instrumental)

Listed under the artist name 150 songs in LAION-DISCO-12M

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

Demons (Instrumental)

Listed as Swagg B – Demons (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video 0QESZp4R5Lg · row 0QESZp4R5Lg

LAION-DISCO-12M

Pain Runs Deep (Instrumental)

Listed as Swagg B – Pain Runs Deep (Instrumental) (Swagg B Beatz, Vol. 4) · Watch on YouTube

youtube_video 52d2XW-3FpY · row 52d2XW-3FpY

LAION-DISCO-12M

Thinkin Bout Some Money (Instrumental)

Listed as Swagg B – Thinkin Bout Some Money (Instrumental) (Swagg B Beatz, Vol. 5) · Watch on YouTube

youtube_video 7Idt9V4hR34 · row 7Idt9V4hR34

LAION-DISCO-12M

Hold on (Instrumental)

Listed as Swagg B – Hold on (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video 86K_yJyPBwo · row 86K_yJyPBwo

LAION-DISCO-12M

We Made It (Instrumental)

Listed as Swagg B – We Made It (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video 9Q6KUFTvzn4 · row 9Q6KUFTvzn4

LAION-DISCO-12M

Make It Clap (Instrumental)

Listed as Swagg B – Make It Clap (Instrumental) (Swagg B Beatz Vol. 11) · Watch on YouTube

youtube_video AaPNC5qfnUg · row AaPNC5qfnUg

LAION-DISCO-12M

New Years Eve (Instrumental)

Listed as Swagg B – New Years Eve (Instrumental) (Swagg B Beatz, Vol. 5) · Watch on YouTube

youtube_video EFVxL8QwUUI · row EFVxL8QwUUI

LAION-DISCO-12M

Come Over (Instrumental)

Listed as Swagg B – Come Over (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video GhxdL-zDg-4 · row GhxdL-zDg-4

LAION-DISCO-12M

Smoke Sessions (Instrumental)

Listed as Swagg B & Richymoe – Smoke Sessions (Instrumental) (Swagg B Beatz Vol. 10 (Part 2)) · Watch on YouTube

youtube_video GpDQVVNQb4c · row GpDQVVNQb4c

LAION-DISCO-12M

All I Know (Instrumental)

Listed as Swagg B – All I Know (Instrumental) (All I Know (Instrumental)) · Watch on YouTube

youtube_video KcxGEc4QcUI · row KcxGEc4QcUI

LAION-DISCO-12M

Pull up (Instrumental)

Listed as Swagg B – Pull up (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video KqY6PpLYXIE · row KqY6PpLYXIE

LAION-DISCO-12M

Ecstasy (Instrumental)

Listed as Swagg B – Ecstasy (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video L0RIF8SgB4s · row L0RIF8SgB4s

LAION-DISCO-12M

Homicide (Instrumental)

Listed as Swagg B – Homicide (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video Lp5OCXafheE · row Lp5OCXafheE

LAION-DISCO-12M

Hating on the Low (Instrumental)

Listed as Swagg B – Hating on the Low (Instrumental) (Swagg B Beatz Vol. 7) · Watch on YouTube

youtube_video LyUH1jyJMOw · row LyUH1jyJMOw

LAION-DISCO-12M

Murder Scene (Instrumental)

Listed as Swagg B – Murder Scene (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video M-wb9rboL1U · row M-wb9rboL1U

LAION-DISCO-12M

Friday the 13th (Instrumental)

Listed as Swagg B – Friday the 13th (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video NEd1MhZ6aDU · row NEd1MhZ6aDU

LAION-DISCO-12M

They Got Me Started (Slowed Down)

Listed as SWAGG B – They Got Me Started (Slowed Down) (They Got Me Started (Slowed Down)) · Watch on YouTube

youtube_video OA70uA8OYKk · row OA70uA8OYKk

LAION-DISCO-12M

Hold on Me

Listed as Swagg B – Hold on Me (1994) · Watch on YouTube

youtube_video P1zcl3OyVxI · row P1zcl3OyVxI

LAION-DISCO-12M

Trap God Instrumental

Listed as Swagg B – Trap God Instrumental (Trap God Instrumental) · Watch on YouTube

youtube_video PL98Z28W-GM · row PL98Z28W-GM

LAION-DISCO-12M

It Don't Feel the Same (Instrumental)

Listed as Swagg B – It Don't Feel the Same (Instrumental) (Swagg B Beatz Vol. 13) · Watch on YouTube

youtube_video PSL6BegUBS0 · row PSL6BegUBS0

LAION-DISCO-12M

Bitches (Instrumental)

Listed as Swagg B – Bitches (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video SjWBNEtBS7s · row SjWBNEtBS7s

LAION-DISCO-12M

Its Lit (Instrumental)

Listed as Swagg B – Its Lit (Instrumental) (Swagg B Beatz, Vol. 5) · Watch on YouTube

youtube_video T-iuxHmuevA · row T-iuxHmuevA

LAION-DISCO-12M

Twerk Sumn (Instrumental)

Listed as Swagg B – Twerk Sumn (Instrumental) (Swagg B Beatz, Vol. 8) · Watch on YouTube

youtube_video U0rfg3rh46k · row U0rfg3rh46k

LAION-DISCO-12M

Hip Hop Story (Instrumental)

Listed as Swagg B & PBL – Hip Hop Story (Instrumental) (Swagg B Beatz Vol. 10 (Part 1)) · Watch on YouTube

youtube_video UbSpMTd4Jdk · row UbSpMTd4Jdk

LAION-DISCO-12M

My Confessions (Instrumental)

Listed as Swagg B – My Confessions (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video W83f2dgt8Uk · row W83f2dgt8Uk

LAION-DISCO-12M

Down 4 Me (Instrumental)

Listed as Swagg B – Down 4 Me (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video Wl0M94VGCbQ · row Wl0M94VGCbQ

LAION-DISCO-12M

Never Be the Same (Instrumental)

Listed as Swagg B – Never Be the Same (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video X4W5FJkQVWo · row X4W5FJkQVWo

LAION-DISCO-12M

Too Much

Listed as Swagg B – Too Much (Too Much) · Watch on YouTube

youtube_video XNl4gKD_Vsg · row XNl4gKD_Vsg

LAION-DISCO-12M

Elm Street (Instrumental)

Listed as Swagg B – Elm Street (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video Z534wb2sxiU · row Z534wb2sxiU

LAION-DISCO-12M

Ghetto Story (Slowed Down)

Listed as Swagg B, Bossdogg – Ghetto Story (Slowed Down) (Ghetto Story (Slowed Down)) · Watch on YouTube

youtube_video c48h23YotGs · row c48h23YotGs

LAION-DISCO-12M

Choppa Spray (Instrumental)

Listed as Swagg B – Choppa Spray (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video clCF3g2hXAU · row clCF3g2hXAU

LAION-DISCO-12M

Late Nights & Early Mornings (Instrumental)

Listed as Swagg B – Late Nights & Early Mornings (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video fp5UweqlInE · row fp5UweqlInE

LAION-DISCO-12M

Whippin (Instrumental)

Listed as Swagg B – Whippin (Instrumental) (Swagg B Beatz Vol. 7) · Watch on YouTube

youtube_video jNB9wpq5RaE · row jNB9wpq5RaE

LAION-DISCO-12M

Too Hot (Instrumental)

Listed as Swagg B – Too Hot (Instrumental) (Swagg B Beatz, Vol. 8) · Watch on YouTube

youtube_video jeX3jau3eFU · row jeX3jau3eFU

LAION-DISCO-12M

Jug Land (Instrumental)

Listed as Swagg B – Jug Land (Instrumental) (Swagg B Beatz, Vol. 3) · Watch on YouTube

youtube_video jyGfqqnOHes · row jyGfqqnOHes

LAION-DISCO-12M

Overtime (Instrumental)

Listed as SWAGG B – Overtime (Instrumental) (Swagg B Beatz Vol. 15) · Watch on YouTube

youtube_video k1N7LmD4gmU · row k1N7LmD4gmU

LAION-DISCO-12M

Going up (Instrumental)

Listed as Swagg B – Going up (Instrumental) (Swagg B Beatz, Vol. 4) · Watch on YouTube

youtube_video l_QhDMx5Vkg · row l_QhDMx5Vkg

LAION-DISCO-12M

100 Bandz (Instrumental)

Listed as Swagg B – 100 Bandz (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video p6BCGR5QUSM · row p6BCGR5QUSM

LAION-DISCO-12M

Liu Kang (Instrumental)

Listed as Swagg B – Liu Kang (Instrumental) (Swagg B Beatz, Vol. 9) · Watch on YouTube

youtube_video pbtSgj0oTLo · row pbtSgj0oTLo

LAION-DISCO-12M

Fuck Niggas (Instrumental)

Listed as Swagg B – Fuck Niggas (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video pefPZBe_eZs · row pefPZBe_eZs

LAION-DISCO-12M

Try Me (Instrumental)

Listed as Swagg B – Try Me (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video ryjqRsM8zf8 · row ryjqRsM8zf8

LAION-DISCO-12M

Drillin' shit (Instrumental)

Listed as Swagg B – Drillin' shit (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video tt_D05XOfsU · row tt_D05XOfsU

LAION-DISCO-12M

Plotting on Me (Instrumental)

Listed as Swagg B – Plotting on Me (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video uVpCsDuCv3k · row uVpCsDuCv3k

LAION-DISCO-12M

I Blow It (Instrumental)

Listed as Swagg B – I Blow It (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video uv85E_vmw10 · row uv85E_vmw10

LAION-DISCO-12M

Bloody Mary (Instrumental)

Listed as Swagg B – Bloody Mary (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video vUW0eUVJ7U8 · row vUW0eUVJ7U8

LAION-DISCO-12M

Body Bag (Instrumental)

Listed as Swagg B – Body Bag (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video vrTWanmMEfQ · row vrTWanmMEfQ

LAION-DISCO-12M

Cold World (Instrumental)

Listed as Swagg B – Cold World (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video w2O0_87JeY0 · row w2O0_87JeY0

LAION-DISCO-12M

Take Off (Instrumental)

Listed as Swagg B – Take Off (Instrumental) (Swagg B Beatz, Vol. 2) · Watch on YouTube

youtube_video w_ajWYIHTRc · row w_ajWYIHTRc

LAION-DISCO-12M

Schemin on the Low (Instrumental)

Listed as Swagg B – Schemin on the Low (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video yLTHiLaHadk · row yLTHiLaHadk

LAION-DISCO-12M

Nightmare (Instrumental)

Listed as Swagg B – Nightmare (Instrumental) (Swagg B Beatz Vol. 1) · Watch on YouTube

youtube_video zxpknMLsls0 · row zxpknMLsls0

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.