Yes. Bella Poarch has 10 songs listed in a dataset used to train AI music models.

Used for training 10

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 Bad Boy!, Don't Like Anybody, No Man's Land (feat. Grimes)

Listed under the artist name 10 songs in LAION-DISCO-12M

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

Bad Boy!

Listed as Bella Poarch – Bad Boy! (Bad Boy!) · Watch on YouTube

youtube_video 5Aj5PEdqor0 · row 5Aj5PEdqor0

LAION-DISCO-12M

Don't Like Anybody

Listed as Bella Poarch, 6arelyhuman – Don't Like Anybody (Don't Like Anybody) · Watch on YouTube

youtube_video QRBpi8BqSgo · row QRBpi8BqSgo

LAION-DISCO-12M

No Man's Land (feat. Grimes)

Listed as Bella Poarch – No Man's Land (feat. Grimes) (Dolls EP) · Watch on YouTube

youtube_video alh4gStDG_M · row alh4gStDG_M

LAION-DISCO-12M

F* OFF

Listed as Kenia OS, Bella Poarch – F* OFF (Pink Aura) · Watch on YouTube

youtube_video csoa92lRpGU · row csoa92lRpGU

LAION-DISCO-12M

Build a Bitch

Listed as Bella Poarch – Build a Bitch (Build a Bitch) · Watch on YouTube

youtube_video ffxBUOXim0o · row ffxBUOXim0o

LAION-DISCO-12M

Villain

Listed as Bella Poarch – Villain (Dolls EP) · Watch on YouTube

youtube_video nxkY-OTI4UA · row nxkY-OTI4UA

LAION-DISCO-12M

Living Hell

Listed as Bella Poarch – Living Hell (Dolls EP) · Watch on YouTube

youtube_video qZgCvlbUAlU · row qZgCvlbUAlU

LAION-DISCO-12M

Dolls

Listed as Bella Poarch – Dolls (Dolls) · Watch on YouTube

youtube_video txQB-eASL6o · row txQB-eASL6o

LAION-DISCO-12M

Crush

Listed as Bella Poarch, Lauv – Crush (Crush) · Watch on YouTube

youtube_video veVDPJBZHdk · row veVDPJBZHdk

LAION-DISCO-12M

INFERNO

Listed as Sub Urban, Bella Poarch – INFERNO (INFERNO) · Watch on YouTube

youtube_video zgjcNd2EqvQ · row zgjcNd2EqvQ

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.