Yes. POPP has 11 songs listed in a dataset used to train AI music models.

Used for training 11

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 Odds in Favor (feat. Popp), Broken, Boulevard of Broken Dreams

Listed under the artist name 11 songs in LAION-DISCO-12M

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

Odds in Favor (feat. Popp)

Listed as Dandelion Quintett, Popp – Odds in Favor (feat. Popp) (Odds in Favor) · Watch on YouTube

youtube_video -groZcqPU9g · row -groZcqPU9g

LAION-DISCO-12M

Broken

Listed as POPP – Broken (Broken) · Watch on YouTube

youtube_video 3_FJOVDL5cs · row 3_FJOVDL5cs

LAION-DISCO-12M

Boulevard of Broken Dreams

Listed as POPP – Boulevard of Broken Dreams (Boulevard of Broken Dreams) · Watch on YouTube

youtube_video 7uAw3HYLvX4 · row 7uAw3HYLvX4

LAION-DISCO-12M

Join Me in Death

Listed as POPP – Join Me in Death (Join Me in Death) · Watch on YouTube

youtube_video 7xbUtsejdtg · row 7xbUtsejdtg

LAION-DISCO-12M

Love Is All Around

Listed as POPP – Love Is All Around (Love Is All Around) · Watch on YouTube

youtube_video I6zE57m1gjs · row I6zE57m1gjs

LAION-DISCO-12M

Have You Ever Seen The Rain

Listed as POPP – Have You Ever Seen The Rain (Have You Ever Seen The Rain) · Watch on YouTube

youtube_video PUdKbvsKHfo · row PUdKbvsKHfo

LAION-DISCO-12M

Fading in My Head

Listed as POPP – Fading in My Head (Fading in My Head) · Watch on YouTube

youtube_video RamaCOFZ9pk · row RamaCOFZ9pk

LAION-DISCO-12M

I Lost You

Listed as POPP – I Lost You (I Lost You) · Watch on YouTube

youtube_video YWTPBhZY5YM · row YWTPBhZY5YM

LAION-DISCO-12M

Stay

Listed as POPP – Stay (Stay) · Watch on YouTube

youtube_video rutC2X8IYK4 · row rutC2X8IYK4

LAION-DISCO-12M

Take on Me

Listed as POPP – Take on Me (Take on Me) · Watch on YouTube

youtube_video sAOoVDYGjDE · row sAOoVDYGjDE

LAION-DISCO-12M

Never let me go

Listed as Popp – Never let me go (Never let me go) · Watch on YouTube

youtube_video t4ujfuFQ0wY · row t4ujfuFQ0wY

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.