Yes. Concept Of One has 18 songs listed in a dataset used to train AI music models.

Used for training 18

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 We've Only Just Begun (feat. The Latin Rascals), Dance with Me (Bonus Beat) (feat. Tony Moran), The Question (feat. Noel)

Listed under the artist name 18 songs in LAION-DISCO-12M

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

We've Only Just Begun (feat. The Latin Rascals)

Listed as Concept Of One – We've Only Just Begun (feat. The Latin Rascals) (Concept Of One) · Watch on YouTube

youtube_video -txYgIUmIeA · row -txYgIUmIeA

LAION-DISCO-12M

Dance with Me (Bonus Beat) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (Bonus Beat) (feat. Tony Moran) (Dance with Me (Original 12 Inch Versions)) · Watch on YouTube

youtube_video 0m1mYthMtRg · row 0m1mYthMtRg

LAION-DISCO-12M

The Question (feat. Noel)

Listed as Concept Of One – The Question (feat. Noel) (Concept Of One) · Watch on YouTube

youtube_video 36ehJwwg5kg · row 36ehJwwg5kg

LAION-DISCO-12M

Dance with Me (DJ MDW & Raul Soto Club Remix) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (DJ MDW & Raul Soto Club Remix) (feat. Tony Moran) (Dance with Me (DJ MDW & Raul Soto Remix)) · Watch on YouTube

youtube_video 5S_a8IOmCPs · row 5S_a8IOmCPs

LAION-DISCO-12M

Spend My Life With You (feat. System 3)

Listed as Concept Of One – Spend My Life With You (feat. System 3) (Concept Of One) · Watch on YouTube

youtube_video 6WMTSKltfhM · row 6WMTSKltfhM

LAION-DISCO-12M

Dance with Me (Dub with Me) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (Dub with Me) (feat. Tony Moran) (Dance with Me (Original 12 Inch Versions)) · Watch on YouTube

youtube_video 7suKLhcZgvI · row 7suKLhcZgvI

LAION-DISCO-12M

So In Love (feat. Brenda K. Starr)

Listed as Concept Of One – So In Love (feat. Brenda K. Starr) (Concept Of One) · Watch on YouTube

youtube_video AT8FC-czubE · row AT8FC-czubE

LAION-DISCO-12M

Dance with Me (Acapella) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (Acapella) (feat. Tony Moran) (Dance with Me (Original 12 Inch Versions)) · Watch on YouTube

youtube_video HZL_Ry8Xl0Y · row HZL_Ry8Xl0Y

LAION-DISCO-12M

Dance with Me (DJ MDW & Raul Soto Tm Acapella) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (DJ MDW & Raul Soto Tm Acapella) (feat. Tony Moran) (Dance with Me (DJ MDW & Raul Soto Remix)) · Watch on YouTube

youtube_video IilpYvRRI-8 · row IilpYvRRI-8

LAION-DISCO-12M

Got The Love (feat. Christian DeCotto)

Listed as Concept Of One – Got The Love (feat. Christian DeCotto) (Concept Of One) · Watch on YouTube

youtube_video KZOxZim0grc · row KZOxZim0grc

LAION-DISCO-12M

Dance With Me (feat. Tony Moran)

Listed as Concept Of One – Dance With Me (feat. Tony Moran) (Concept Of One) · Watch on YouTube

youtube_video OGTXhy3RolI · row OGTXhy3RolI

LAION-DISCO-12M

Dance with Me (DJ MDW & Raul Soto Aim Edit) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (DJ MDW & Raul Soto Aim Edit) (feat. Tony Moran) (Dance with Me (DJ MDW & Raul Soto Remix)) · Watch on YouTube

youtube_video RFUZAyK3qKc · row RFUZAyK3qKc

LAION-DISCO-12M

Dance with Me (DJ MDW & Raul Soto Bonus) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (DJ MDW & Raul Soto Bonus) (feat. Tony Moran) (Dance with Me (DJ MDW & Raul Soto Remix)) · Watch on YouTube

youtube_video RZ-if_awYTE · row RZ-if_awYTE

LAION-DISCO-12M

The Way She Moves (feat. The Latin Rascals)

Listed as Concept Of One – The Way She Moves (feat. The Latin Rascals) (Concept Of One) · Watch on YouTube

youtube_video hx0weyL2_A8 · row hx0weyL2_A8

LAION-DISCO-12M

So In Love (feat. Brenda K. Starr)

Listed as Concept Of One – So In Love (feat. Brenda K. Starr) (Concept Of One) · Watch on YouTube

youtube_video lDFW_RsH0ao · row lDFW_RsH0ao

LAION-DISCO-12M

Would You Like To Get Together (feat. Tony Moran)

Listed as Concept Of One – Would You Like To Get Together (feat. Tony Moran) (Concept Of One) · Watch on YouTube

youtube_video qkLlL9BcBrY · row qkLlL9BcBrY

LAION-DISCO-12M

Saving All My Love (feat. The Latin Rascals)

Listed as Concept Of One – Saving All My Love (feat. The Latin Rascals) (Concept Of One) · Watch on YouTube

youtube_video rAtYNp6YiwM · row rAtYNp6YiwM

LAION-DISCO-12M

Dance with Me (DJ MDW & Raul Soto Instrumental) (feat. Tony Moran)

Listed as Concept Of One – Dance with Me (DJ MDW & Raul Soto Instrumental) (feat. Tony Moran) (Dance with Me (DJ MDW & Raul Soto Remix)) · Watch on YouTube

youtube_video w43cX88eToI · row w43cX88eToI

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.