Yes. American Girl has 58 songs listed in a dataset used to train AI music models.

Used for training 58

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 Eat the Rainbow, We Are Never Ever Getting Back Together, Snack Time for Bitty

Listed under the artist name 58 songs in LAION-DISCO-12M

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

Eat the Rainbow

Listed as American Girl – Eat the Rainbow (Love from Morning to Night) · Watch on YouTube

youtube_video -m152sQkJMw · row -m152sQkJMw

LAION-DISCO-12M

We Are Never Ever Getting Back Together

Listed as American Girl – We Are Never Ever Getting Back Together (Weltmeister 2014 - Das sind wir) · Watch on YouTube

youtube_video 9f8io3J6URw · row 9f8io3J6URw

LAION-DISCO-12M

Snack Time for Bitty

Listed as American Girl – Snack Time for Bitty (Love from Morning to Night) · Watch on YouTube

youtube_video CAQdRoegfjQ · row CAQdRoegfjQ

LAION-DISCO-12M

Hello Blankie

Listed as American Girl – Hello Blankie (Love from Morning to Night) · Watch on YouTube

youtube_video YPCcAva9d0Q · row YPCcAva9d0Q

LAION-DISCO-12M

Toy-Time Sing Along

Listed as American Girl – Toy-Time Sing Along (Love from Morning to Night) · Watch on YouTube

youtube_video bdC-T3bZUgs · row bdC-T3bZUgs

LAION-DISCO-12M

Tell You a Story

Listed as American Girl – Tell You a Story (Love from Morning to Night) · Watch on YouTube

youtube_video l1ffvidUVLM · row l1ffvidUVLM

LAION-DISCO-12M

Bathtub Duet

Listed as American Girl – Bathtub Duet (Love from Morning to Night) · Watch on YouTube

youtube_video ntccmgah2Xs · row ntccmgah2Xs

LAION-DISCO-12M

Jammy-Time Jam

Listed as American Girl – Jammy-Time Jam (Love from Morning to Night) · Watch on YouTube

youtube_video rv0_d6bS4Jk · row rv0_d6bS4Jk

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.