Yes. Enuff Z'Nuff has 153 songs listed in a dataset used to train AI music models.

Used for training 153

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 Everything Works If You Let It (feat. Billy Corgan), Fingers on It, How Are You?

Listed under the artist name 153 songs in LAION-DISCO-12M

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

Everything Works If You Let It (feat. Billy Corgan)

Listed as Enuff Z'Nuff – Everything Works If You Let It (feat. Billy Corgan) (Paraphernalia) · Watch on YouTube

youtube_video -M_O13vtwtk · row -M_O13vtwtk

LAION-DISCO-12M

Fingers on It

Listed as Enuff Z'Nuff – Fingers on It (1985) · Watch on YouTube

youtube_video -u3qHN3rFY8 · row -u3qHN3rFY8

LAION-DISCO-12M

How Are You?

Listed as Enuff Z'Nuff – How Are You? (?) · Watch on YouTube

youtube_video 1RPcB5tpihk · row 1RPcB5tpihk

LAION-DISCO-12M

Intoxicated

Listed as Enuff Z'Nuff – Intoxicated (Intoxicated) · Watch on YouTube

youtube_video 1tkQ36EhvdM · row 1tkQ36EhvdM

LAION-DISCO-12M

Enough's Enough

Listed as Enuff Z'Nuff – Enough's Enough (Never Enuff - Rarities & Demos) · Watch on YouTube

youtube_video 21q-nyRxVeA · row 21q-nyRxVeA

LAION-DISCO-12M

Rock n World

Listed as Enuff Z'Nuff – Rock n World (Animals with Human Intelligence) · Watch on YouTube

youtube_video 2624B6Lakf8 · row 2624B6Lakf8

LAION-DISCO-12M

Master of Pain

Listed as Enuff Z'Nuff – Master of Pain (Animals with Human Intelligence) · Watch on YouTube

youtube_video 3OqG4LQtipU · row 3OqG4LQtipU

LAION-DISCO-12M

Metalheart

Listed as Enuff Z'nuff – Metalheart (Diamond Boy) · Watch on YouTube

youtube_video 52H0GuzN9v4 · row 52H0GuzN9v4

LAION-DISCO-12M

Cold Turkey

Listed as Enuff Z'Nuff – Cold Turkey (Cold Turkey) · Watch on YouTube

youtube_video 5k_JqT8EJCg · row 5k_JqT8EJCg

LAION-DISCO-12M

The Tears of a Clown

Listed as Enuff Z'Nuff – The Tears of a Clown (1985) · Watch on YouTube

youtube_video 6M0l-qYmhOw · row 6M0l-qYmhOw

LAION-DISCO-12M

Home Tonight

Listed as Enuff Z'Nuff – Home Tonight (?) · Watch on YouTube

youtube_video 7NmEvzvgmKM · row 7NmEvzvgmKM

LAION-DISCO-12M

When Doves Cry

Listed as Enuff Z'Nuff – When Doves Cry (Dissonance) · Watch on YouTube

youtube_video 9Q7SKe0ViTc · row 9Q7SKe0ViTc

LAION-DISCO-12M

Saturday

Listed as Enuff Z'Nuff – Saturday (Welcome to Blue Island) · Watch on YouTube

youtube_video CcyT6Pa2zg0 · row CcyT6Pa2zg0

LAION-DISCO-12M

Down Hill

Listed as Enuff Z'Nuff – Down Hill (Seven) · Watch on YouTube

youtube_video DR3HI8Lyf8k · row DR3HI8Lyf8k

LAION-DISCO-12M

You and I

Listed as Enuff Z'Nuff – You and I (Seven) · Watch on YouTube

youtube_video F1P0CsVmuZs · row F1P0CsVmuZs

LAION-DISCO-12M

Life is Strange

Listed as Enuff Z'Nuff – Life is Strange (Tweaked) · Watch on YouTube

youtube_video FJpEq6MG4VE · row FJpEq6MG4VE

LAION-DISCO-12M

Believe in Love

Listed as Enuff Z'Nuff – Believe in Love (Paraphernalia) · Watch on YouTube

youtube_video GcBeE_Q9-OY · row GcBeE_Q9-OY

LAION-DISCO-12M

Stoned

Listed as Enuff Z'Nuff – Stoned (Tweaked) · Watch on YouTube

youtube_video HHZFjrc8Erw · row HHZFjrc8Erw

LAION-DISCO-12M

Bullet from a Gun

Listed as Enuff Z'Nuff – Bullet from a Gun (Tweaked) · Watch on YouTube

youtube_video KLaGnSqDosc · row KLaGnSqDosc

LAION-DISCO-12M

Believe It or Not

Listed as Enuff Z'nuff – Believe It or Not (Covered in Gold) · Watch on YouTube

youtube_video Kry_kileYlY · row Kry_kileYlY

LAION-DISCO-12M

Gorgeous

Listed as Enuff Z'Nuff – Gorgeous (?) · Watch on YouTube

youtube_video LCpvZ6u2WKE · row LCpvZ6u2WKE

LAION-DISCO-12M

Where Did You Go

Listed as Enuff Z'nuff – Where Did You Go (Diamond Boy) · Watch on YouTube

youtube_video LmeLZpzXPVs · row LmeLZpzXPVs

LAION-DISCO-12M

Message of Love

Listed as Enuff Z'Nuff – Message of Love (Peach Fuzz) · Watch on YouTube

youtube_video LtipjHL1geI · row LtipjHL1geI

LAION-DISCO-12M

Takin' a Ride

Listed as Enuff Z'Nuff – Takin' a Ride (Animals with Human Intelligence) · Watch on YouTube

youtube_video Nm2Dz8T6DoI · row Nm2Dz8T6DoI

LAION-DISCO-12M

Eleanor Rigby

Listed as Enuff Z'Nuff – Eleanor Rigby (Enuff Z'nuff's Hardrock Nite) · Watch on YouTube

youtube_video O3amqvTjaR4 · row O3amqvTjaR4

LAION-DISCO-12M

Rainy Day

Listed as Enuff Z'Nuff – Rainy Day (Peach Fuzz) · Watch on YouTube

youtube_video UUpRnexZ8m4 · row UUpRnexZ8m4

LAION-DISCO-12M

Stone Cold Crazy

Listed as Enuff Z'Nuff – Stone Cold Crazy (?) · Watch on YouTube

youtube_video UlL-F9caryA · row UlL-F9caryA

LAION-DISCO-12M

Freak (feat. Rick Nielsen)

Listed as Enuff Z'Nuff – Freak (feat. Rick Nielsen) (Paraphernalia) · Watch on YouTube

youtube_video WeUlFbgVwfA · row WeUlFbgVwfA

LAION-DISCO-12M

Happy Holiday

Listed as Enuff Z'Nuff – Happy Holiday (Peach Fuzz) · Watch on YouTube

youtube_video X_OAs_7PlSA · row X_OAs_7PlSA

LAION-DISCO-12M

You're Not Me

Listed as Enuff Z'Nuff – You're Not Me (Peach Fuzz) · Watch on YouTube

youtube_video Xw6ze7LXxVg · row Xw6ze7LXxVg

LAION-DISCO-12M

Someday

Listed as Enuff Z'Nuff – Someday (Paraphernalia) · Watch on YouTube

youtube_video YJ6ZpmCHMwc · row YJ6ZpmCHMwc

LAION-DISCO-12M

Something for Free

Listed as Enuff Z'Nuff – Something for Free (Strength) · Watch on YouTube

youtube_video ZMXQe8xg6Xc · row ZMXQe8xg6Xc

LAION-DISCO-12M

Let It Go

Listed as Enuff Z'Nuff – Let It Go (Peach Fuzz) · Watch on YouTube

youtube_video Zi8TqJXKvxM · row Zi8TqJXKvxM

LAION-DISCO-12M

The Love Train

Listed as Enuff Z'Nuff – The Love Train (Animals with Human Intelligence) · Watch on YouTube

youtube_video _l_byhIj-yQ · row _l_byhIj-yQ

LAION-DISCO-12M

I Won't Forget

Listed as Enuff Z'Nuff – I Won't Forget (Never Enuff - Rarities & Demos) · Watch on YouTube

youtube_video _wWXxL1BV28 · row _wWXxL1BV28

LAION-DISCO-12M

Back in the U.S.S.R

Listed as Enuff Z'Nuff – Back in the U.S.S.R (Back in the U.S.S.R) · Watch on YouTube

youtube_video _xPooPlDJDk · row _xPooPlDJDk

LAION-DISCO-12M

Fingertips (Bonus Track)

Listed as Enuff Z'Nuff – Fingertips (Bonus Track) (Animals with Human Intelligence) · Watch on YouTube

youtube_video b0I-0fmm2bA · row b0I-0fmm2bA

LAION-DISCO-12M

We're All Alright

Listed as Enuff Z'Nuff – We're All Alright (Tweaked) · Watch on YouTube

youtube_video c18BL9TCDTk · row c18BL9TCDTk

LAION-DISCO-12M

Rockabye Dreamland

Listed as Enuff Z'Nuff – Rockabye Dreamland (Rockabye Dreamland) · Watch on YouTube

youtube_video eKCZpDYh2Dg · row eKCZpDYh2Dg

LAION-DISCO-12M

Steal the Light

Listed as Enuff Z'Nuff – Steal the Light (Finer Than Sin) · Watch on YouTube

youtube_video hvn8XKas0Co · row hvn8XKas0Co

LAION-DISCO-12M

Help I'm in Hell

Listed as Enuff Z'nuff – Help I'm in Hell (Brainwashed Generation) · Watch on YouTube

youtube_video jvysD0FMGtI · row jvysD0FMGtI

LAION-DISCO-12M

Mary Anne Lost Her Baby

Listed as Enuff Z'Nuff – Mary Anne Lost Her Baby (Animals with Human Intelligence) · Watch on YouTube

youtube_video kjeH36CnBKo · row kjeH36CnBKo

LAION-DISCO-12M

Bye Bye Love

Listed as Enuff Z'Nuff – Bye Bye Love (Bye Bye Love) · Watch on YouTube

youtube_video lBu1tsYr_po · row lBu1tsYr_po

LAION-DISCO-12M

Fatal Distraction

Listed as Enuff Z'nuff – Fatal Distraction (Fatal Distraction) · Watch on YouTube

youtube_video nDgsAYz31WQ · row nDgsAYz31WQ

LAION-DISCO-12M

I've Fallen in Love Again

Listed as Enuff Z'Nuff – I've Fallen in Love Again (Welcome to Blue Island) · Watch on YouTube

youtube_video oIvLGr2x92o · row oIvLGr2x92o

LAION-DISCO-12M

Still Have Tonight

Listed as Enuff Z'Nuff – Still Have Tonight (Seven) · Watch on YouTube

youtube_video oTocyU-2VjY · row oTocyU-2VjY

LAION-DISCO-12M

Sound Check

Listed as Enuff Z'Nuff – Sound Check (Finer Than Sin) · Watch on YouTube

youtube_video pH4LSVdJsCU · row pH4LSVdJsCU

LAION-DISCO-12M

Vacant Love

Listed as Enuff Z'Nuff – Vacant Love (Peach Fuzz) · Watch on YouTube

youtube_video rn97cIR4YSo · row rn97cIR4YSo

LAION-DISCO-12M

Strangers in My Head (feat. Donnie Vie)

Listed as Enuff Z'nuff – Strangers in My Head (feat. Donnie Vie) (Brainwashed Generation) · Watch on YouTube

youtube_video yDxVG7l8qTE · row yDxVG7l8qTE

LAION-DISCO-12M

Runaway

Listed as Enuff Z'Nuff – Runaway (Clowns Lounge) · Watch on YouTube

youtube_video zNwI783SMhg · row zNwI783SMhg

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.