Yes. Ghost Etiquette has 15 songs listed in a dataset used to train AI music models.

Used for training 15

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 Needed You, Giedi Prime, U Found Me (feat. Aza Nabuko)

Listed under the artist name 15 songs in LAION-DISCO-12M

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

Needed You

Listed as Ghost Etiquette featuring Aza Nabuko – Needed You (Needed You) · Watch on YouTube

youtube_video -8aP1DSf_rU · row -8aP1DSf_rU

LAION-DISCO-12M

Giedi Prime

Listed as Ghost Etiquette – Giedi Prime (Ellicit EP) · Watch on YouTube

youtube_video 38vT6tQd0zk · row 38vT6tQd0zk

LAION-DISCO-12M

U Found Me (feat. Aza Nabuko)

Listed as Ghost Etiquette – U Found Me (feat. Aza Nabuko) (U Found Me) · Watch on YouTube

youtube_video 6SgapAm80Fo · row 6SgapAm80Fo

LAION-DISCO-12M

Last One (Extended Mix)

Listed as Ghost Etiquette – Last One (Extended Mix) (Last One) · Watch on YouTube

youtube_video 7TIlJkMdSRI · row 7TIlJkMdSRI

LAION-DISCO-12M

Warp Core

Listed as Ghost Etiquette – Warp Core (Warp Core) · Watch on YouTube

youtube_video AANqKXbK3CQ · row AANqKXbK3CQ

LAION-DISCO-12M

Thief In The Night (Extended Mix)

Listed as Ghost Etiquette – Thief In The Night (Extended Mix) (Thief In The Night) · Watch on YouTube

youtube_video H4KRXas-qyA · row H4KRXas-qyA

LAION-DISCO-12M

Are We Dreaming (Extended Mix)

Listed as Ghost Etiquette – Are We Dreaming (Extended Mix) (Are We Dreaming) · Watch on YouTube

youtube_video PaU1SKan9oc · row PaU1SKan9oc

LAION-DISCO-12M

Let Love In (Extended Mix)

Listed as Ghost Etiquette featuring Aza Nabuko – Let Love In (Extended Mix) (Let Love In) · Watch on YouTube

youtube_video Yv9sMyY5HaQ · row Yv9sMyY5HaQ

LAION-DISCO-12M

Summer City Nights

Listed as ReOrder, Ghost Etiquette – Summer City Nights (Summer City Nights) · Watch on YouTube

youtube_video cDr98Bxz5FQ · row cDr98Bxz5FQ

LAION-DISCO-12M

Letters From the Past

Listed as Ghost Etiquette – Letters From the Past (Letters From the Past) · Watch on YouTube

youtube_video hOM1_a5wK60 · row hOM1_a5wK60

LAION-DISCO-12M

Needed You (Sam Laxton Extended Remix)

Listed as Ghost Etiquette – Needed You (Sam Laxton Extended Remix) (Needed You (Sam Laxton Remix)) · Watch on YouTube

youtube_video pWFvFQjQ2vA · row pWFvFQjQ2vA

LAION-DISCO-12M

Swim

Listed as Ghost Etiquette featuring Cora – Swim (Swim) · Watch on YouTube

youtube_video q3okx6UVHFw · row q3okx6UVHFw

LAION-DISCO-12M

Hold On To Me (feat. Aza Nabuko)

Listed as Ghost Etiquette – Hold On To Me (feat. Aza Nabuko) (Hold On To Me) · Watch on YouTube

youtube_video uIlxc7StjY8 · row uIlxc7StjY8

LAION-DISCO-12M

Needed You (VONYC Sessions 750) (feat. Aza Nabuko)

Listed as Ghost Etiquette – Needed You (VONYC Sessions 750) (feat. Aza Nabuko) (VONYC Sessions 750) · Watch on YouTube

youtube_video vqn3Ql52aqA · row vqn3Ql52aqA

LAION-DISCO-12M

Breathless (ASOT 1135) (feat. Miss Geist)

Listed as ReOrder, Ghost Etiquette – Breathless (ASOT 1135) (feat. Miss Geist) (ASOT 1135 - A State of Trance Episode 1135) · Watch on YouTube

youtube_video zsk-j7aP7pk · row zsk-j7aP7pk

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.