Yes. Carol Lee has 24 songs listed in a dataset used to train AI music models.

Used for training 24

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 Beauty Hides In The Deep (James Dymond Remix), I Belong To (Tom8 Dub), I Belong To (Andy Bianchini Dub)

Listed under the artist name 24 songs in LAION-DISCO-12M

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

Beauty Hides In The Deep (James Dymond Remix)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (James Dymond Remix) (Beauty Hides In The Deep (James Dymond Remix)) · Watch on YouTube

youtube_video 13ZUSISnqyk · row 13ZUSISnqyk

LAION-DISCO-12M

I Belong To (Tom8 Dub)

Listed as Carol Lee, Adrian&Raz – I Belong To (Tom8 Dub) (I Belong To) · Watch on YouTube

youtube_video 5Iu_di990lQ · row 5Iu_di990lQ

LAION-DISCO-12M

I Belong To (Andy Bianchini Dub)

Listed as Carol Lee, Adrian&Raz – I Belong To (Andy Bianchini Dub) (I Belong To) · Watch on YouTube

youtube_video 6-Zl1TyWiGc · row 6-Zl1TyWiGc

LAION-DISCO-12M

I Belong To (Rikkaz & Vast Vision Remix)

Listed as Carol Lee, Adrian&Raz – I Belong To (Rikkaz & Vast Vision Remix) (I Belong To) · Watch on YouTube

youtube_video 6FaqzCOMbIs · row 6FaqzCOMbIs

LAION-DISCO-12M

I Belong To (Andy Bianchini Remix)

Listed as Carol Lee, Adrian&Raz – I Belong To (Andy Bianchini Remix) (I Belong To) · Watch on YouTube

youtube_video 7I41duPgTj0 · row 7I41duPgTj0

LAION-DISCO-12M

I Belong To (Flashtech Remix)

Listed as Carol Lee, Adrian&Raz – I Belong To (Flashtech Remix) (I Belong To) · Watch on YouTube

youtube_video 9pohfE2Rpuo · row 9pohfE2Rpuo

LAION-DISCO-12M

I Belong To (Flashtech Radio Edit)

Listed as Carol Lee, Adrian&Raz – I Belong To (Flashtech Radio Edit) (I Belong To) · Watch on YouTube

youtube_video DzkUNET4Tm4 · row DzkUNET4Tm4

LAION-DISCO-12M

Beauty Hides In The Deep (James Dymond Extended Mix)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (James Dymond Extended Mix) (Beauty Hides In The Deep (James Dymond Remix)) · Watch on YouTube

youtube_video Ecp96IUxHC4 · row Ecp96IUxHC4

LAION-DISCO-12M

Built To Last (C-Systems Extended Mix)

Listed as Re:Locate, Robert Nickson, Carol Lee – Built To Last (C-Systems Extended Mix) (Built To Last (C-Systems Remix)) · Watch on YouTube

youtube_video Er6hYvwsIOQ · row Er6hYvwsIOQ

LAION-DISCO-12M

I Belong To

Listed as Carol Lee, Adrian&Raz – I Belong To (I Belong To) · Watch on YouTube

youtube_video F42S24JZ1cQ · row F42S24JZ1cQ

LAION-DISCO-12M

Beauty Hides In The Deep (The Blizzard Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (The Blizzard Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video GSzQ2YWRhfU · row GSzQ2YWRhfU

LAION-DISCO-12M

Beauty Hides In The Deep (Ronski Speed Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (Ronski Speed Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video I8cy0Kex4gw · row I8cy0Kex4gw

LAION-DISCO-12M

I Belong To (Flashtech Dub)

Listed as Carol Lee, Adrian&Raz – I Belong To (Flashtech Dub) (I Belong To) · Watch on YouTube

youtube_video JNnswaQehDE · row JNnswaQehDE

LAION-DISCO-12M

I Belong To (Tom8 Remix)

Listed as Carol Lee, Adrian&Raz – I Belong To (Tom8 Remix) (I Belong To) · Watch on YouTube

youtube_video KkqxY4JoDKA · row KkqxY4JoDKA

LAION-DISCO-12M

Built To Last

Listed as Re:Locate, Robert Nickson, Carol Lee – Built To Last (Built To Last) · Watch on YouTube

youtube_video Kx9V9NfaR0M · row Kx9V9NfaR0M

LAION-DISCO-12M

Always A Stranger (Extended Mix)

Listed as The Blizzard, Carol Lee – Always A Stranger (Extended Mix) (Trance 2017, Vol. 2) · Watch on YouTube

youtube_video QK0miIoFvOY · row QK0miIoFvOY

LAION-DISCO-12M

Beauty Hides In The Deep (John O'Callaghan Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (John O'Callaghan Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video UiUW3Ja-MLY · row UiUW3Ja-MLY

LAION-DISCO-12M

I Belong To (Rikkaz & Vast Vision Edit)

Listed as Carol Lee, Adrian&Raz – I Belong To (Rikkaz & Vast Vision Edit) (I Belong To) · Watch on YouTube

youtube_video aATSk-y6SIs · row aATSk-y6SIs

LAION-DISCO-12M

I Belong To (Tom8 Radio Edit)

Listed as Carol Lee, Adrian&Raz – I Belong To (Tom8 Radio Edit) (I Belong To) · Watch on YouTube

youtube_video cBGPLUl0gkk · row cBGPLUl0gkk

LAION-DISCO-12M

Always A Stranger (Dub)

Listed as The Blizzard, Carol Lee – Always A Stranger (Dub) (Always A Stranger) · Watch on YouTube

youtube_video kgkU74ZYzxc · row kgkU74ZYzxc

LAION-DISCO-12M

Beauty Hides In The Deep (JOC Reconstruction Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (JOC Reconstruction Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video lXygAq70Xx8 · row lXygAq70Xx8

LAION-DISCO-12M

Built To Last (Ferry Tayle Remix)

Listed as Re:Locate, Robert Nickson, Carol Lee – Built To Last (Ferry Tayle Remix) (Built To Last) · Watch on YouTube

youtube_video qJRt7Vs4-pA · row qJRt7Vs4-pA

LAION-DISCO-12M

Beauty Hides In The Deep (Envotion Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (Envotion Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video sBZ4xinwrx4 · row sBZ4xinwrx4

LAION-DISCO-12M

City Never Sleeps (Extended Mix)

Listed as Richard Durand, Carol Lee – City Never Sleeps (Extended Mix) (City Never Sleeps) · Watch on YouTube

youtube_video svC7w1k2zjs · row svC7w1k2zjs

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.