Yes. Sugababes has 142 songs listed in a dataset used to train AI music models.

Used for training 142

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 Conversation's Over, Push The Button, Never Gonna Dance Again

Listed under the artist name 142 songs in LAION-DISCO-12M

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

Conversation's Over

Listed as Sugababes – Conversation's Over (Three) · Watch on YouTube

youtube_video 0FiytxmgZuk · row 0FiytxmgZuk

LAION-DISCO-12M

Push The Button

Listed as Sugababes – Push The Button (Taller In More Ways) · Watch on YouTube

youtube_video 0MDaU_g_R-c · row 0MDaU_g_R-c

LAION-DISCO-12M

Never Gonna Dance Again

Listed as Sugababes – Never Gonna Dance Again (Change) · Watch on YouTube

youtube_video 28pGFH10PLc · row 28pGFH10PLc

LAION-DISCO-12M

JOY (Push The Button)

Listed as Joy Anonymous, Sugababes – JOY (Push The Button) (JOY (Push The Button)) · Watch on YouTube

youtube_video 2AIZOvfXx6s · row 2AIZOvfXx6s

LAION-DISCO-12M

Overload (Original Edit)

Listed as Sugababes – Overload (Original Edit) (Overload) · Watch on YouTube

youtube_video 2h_Ij2xszdM · row 2h_Ij2xszdM

LAION-DISCO-12M

Too Lost In You

Listed as Sugababes – Too Lost In You (Three) · Watch on YouTube

youtube_video 3t8247yfB9k · row 3t8247yfB9k

LAION-DISCO-12M

When the Rain Comes

Listed as Sugababes – When the Rain Comes (When the Rain Comes) · Watch on YouTube

youtube_video 6gHLZhRoWAg · row 6gHLZhRoWAg

LAION-DISCO-12M

Round Round

Listed as Sugababes – Round Round (Angels With Dirty Faces) · Watch on YouTube

youtube_video 7BdJ06RfKJQ · row 7BdJ06RfKJQ

LAION-DISCO-12M

Freedom

Listed as Sugababes – Freedom (Girl Group vs Boy Band) · Watch on YouTube

youtube_video Aav5-6jUDN0 · row Aav5-6jUDN0

LAION-DISCO-12M

Stronger

Listed as Sugababes – Stronger (Angels With Dirty Faces) · Watch on YouTube

youtube_video DaOhxR7TxhA · row DaOhxR7TxhA

LAION-DISCO-12M

Get Sexy

Listed as Sugababes – Get Sexy (Sweet 7) · Watch on YouTube

youtube_video HDm5GzxRn5Y · row HDm5GzxRn5Y

LAION-DISCO-12M

Today

Listed as Sugababes – Today (The Lost Tapes) · Watch on YouTube

youtube_video HYrXLRPH-dw · row HYrXLRPH-dw

LAION-DISCO-12M

Run For Cover

Listed as Sugababes – Run For Cover (One Touch) · Watch on YouTube

youtube_video IYopzNIbpeU · row IYopzNIbpeU

LAION-DISCO-12M

Summer of '99

Listed as Sugababes – Summer of '99 (The Lost Tapes) · Watch on YouTube

youtube_video JXtzb8gISFo · row JXtzb8gISFo

LAION-DISCO-12M

Hole In The Head

Listed as Sugababes – Hole In The Head (Three) · Watch on YouTube

youtube_video LssyRtUCm90 · row LssyRtUCm90

LAION-DISCO-12M

Change

Listed as Sugababes – Change (Change) · Watch on YouTube

youtube_video LwfEDYBwgX8 · row LwfEDYBwgX8

LAION-DISCO-12M

One Foot In

Listed as Sugababes – One Foot In (One Touch) · Watch on YouTube

youtube_video MGpxb3NwopM · row MGpxb3NwopM

LAION-DISCO-12M

Virgin Sexy

Listed as Sugababes – Virgin Sexy (Angels With Dirty Faces) · Watch on YouTube

youtube_video NvpQS6UpY98 · row NvpQS6UpY98

LAION-DISCO-12M

Freak Like Me

Listed as Sugababes – Freak Like Me (Angels With Dirty Faces) · Watch on YouTube

youtube_video OSfCCt6aemc · row OSfCCt6aemc

LAION-DISCO-12M

Shape

Listed as Sugababes – Shape (Angels With Dirty Faces) · Watch on YouTube

youtube_video QbxR9l3mtrU · row QbxR9l3mtrU

LAION-DISCO-12M

Girls

Listed as Sugababes – Girls (Catfights and Spotlights) · Watch on YouTube

youtube_video TDI-6vjeqcw · row TDI-6vjeqcw

LAION-DISCO-12M

Overload (Majestic Remix)

Listed as Sugababes – Overload (Majestic Remix) (One Touch (20 Year Anniversary Edition)) · Watch on YouTube

youtube_video UVgkmBOO6Hc · row UVgkmBOO6Hc

LAION-DISCO-12M

Soul Sound

Listed as Sugababes – Soul Sound (One Touch) · Watch on YouTube

youtube_video UfiEW8ewo0c · row UfiEW8ewo0c

LAION-DISCO-12M

In The Middle

Listed as Sugababes – In The Middle (Three) · Watch on YouTube

youtube_video UsDg2GZ7mZI · row UsDg2GZ7mZI

LAION-DISCO-12M

Too Lost In You (Love Actually Version)

Listed as Sugababes – Too Lost In You (Love Actually Version) (Too Lost In You) · Watch on YouTube

youtube_video VjMdcQlrTf4 · row VjMdcQlrTf4

LAION-DISCO-12M

I'm Alright

Listed as Sugababes – I'm Alright (The Lost Tapes) · Watch on YouTube

youtube_video We8SPqbCYY8 · row We8SPqbCYY8

LAION-DISCO-12M

Ugly

Listed as Sugababes – Ugly (Taller In More Ways) · Watch on YouTube

youtube_video X3ab5b7N6eo · row X3ab5b7N6eo

LAION-DISCO-12M

Freak Like Me (We Don't Give A Damn Mix)

Listed as Sugababes – Freak Like Me (We Don't Give A Damn Mix) (The Complete Bs) · Watch on YouTube

youtube_video bSZCN36uYmQ · row bSZCN36uYmQ

LAION-DISCO-12M

Wear My Kiss

Listed as Sugababes – Wear My Kiss (Sweet 7) · Watch on YouTube

youtube_video d6rjt5CkNHA · row d6rjt5CkNHA

LAION-DISCO-12M

About You Now

Listed as Sugababes – About You Now (Change) · Watch on YouTube

youtube_video deIUnYgBxGY · row deIUnYgBxGY

LAION-DISCO-12M

Love Me Hard

Listed as Sugababes – Love Me Hard (The Lost Tapes) · Watch on YouTube

youtube_video eK-0tnK-e6I · row eK-0tnK-e6I

LAION-DISCO-12M

New Year

Listed as Sugababes – New Year (New Year) · Watch on YouTube

youtube_video fAl5fxtmIdY · row fAl5fxtmIdY

LAION-DISCO-12M

Denial

Listed as Sugababes – Denial (Change) · Watch on YouTube

youtube_video fQnAM3qJX9E · row fQnAM3qJX9E

LAION-DISCO-12M

Flatline

Listed as Sugababes – Flatline (Flatline) · Watch on YouTube

youtube_video g0fDhDOhvT0 · row g0fDhDOhvT0

LAION-DISCO-12M

Angels With Dirty Faces

Listed as Sugababes – Angels With Dirty Faces (Angels With Dirty Faces) · Watch on YouTube

youtube_video gSZqZ-ScNak · row gSZqZ-ScNak

LAION-DISCO-12M

Red Dress (Radio Edit)

Listed as Sugababes – Red Dress (Radio Edit) (Taller In More Ways) · Watch on YouTube

youtube_video hrqa7vb2vF8 · row hrqa7vb2vF8

LAION-DISCO-12M

Walk This Way

Listed as Sugababes, Girls Aloud – Walk This Way (Walk This Way EP (Sugababes vs Girls Aloud)) · Watch on YouTube

youtube_video iRx2AXkv-Jw · row iRx2AXkv-Jw

LAION-DISCO-12M

No Regrets

Listed as Sugababes – No Regrets (The Lost Tapes) · Watch on YouTube

youtube_video iiKw0huuwKw · row iiKw0huuwKw

LAION-DISCO-12M

Follow Me Home (Amelle Mix)

Listed as Sugababes – Follow Me Home (Amelle Mix) (Taller In More Ways) · Watch on YouTube

youtube_video kKP6NMx2MsM · row kKP6NMx2MsM

LAION-DISCO-12M

Thank You For The Heartbreak

Listed as Sugababes – Thank You For The Heartbreak (Sweet 7) · Watch on YouTube

youtube_video nyBWUTfe-b8 · row nyBWUTfe-b8

LAION-DISCO-12M

Round

Listed as Two Shell, Sugababes – Round (Round) · Watch on YouTube

youtube_video qRBj0uByYd4 · row qRBj0uByYd4

LAION-DISCO-12M

No Can Do

Listed as Sugababes – No Can Do (Catfights and Spotlights) · Watch on YouTube

youtube_video qteilcw9P2U · row qteilcw9P2U

LAION-DISCO-12M

Drum

Listed as Sugababes – Drum (The Lost Tapes) · Watch on YouTube

youtube_video sYQ_iZ244Pk · row sYQ_iZ244Pk

LAION-DISCO-12M

Situation

Listed as A Little Sound, Sugababes – Situation (Situation) · Watch on YouTube

youtube_video tFxflhrLQAE · row tFxflhrLQAE

LAION-DISCO-12M

My Love is Pink

Listed as Sugababes – My Love is Pink (Change) · Watch on YouTube

youtube_video umUhb0gEnw0 · row umUhb0gEnw0

LAION-DISCO-12M

Back in the Day

Listed as Sugababes – Back in the Day (The Lost Tapes) · Watch on YouTube

youtube_video vQZ5fPCeEC0 · row vQZ5fPCeEC0

LAION-DISCO-12M

About A Girl

Listed as Sugababes – About A Girl (About A Girl) · Watch on YouTube

youtube_video wC14rOdRQd4 · row wC14rOdRQd4

LAION-DISCO-12M

Caught In A Moment

Listed as Sugababes – Caught In A Moment (Three) · Watch on YouTube

youtube_video xBtSiVvz-OE · row xBtSiVvz-OE

LAION-DISCO-12M

Gotta Be You

Listed as Sugababes – Gotta Be You (Taller In More Ways) · Watch on YouTube

youtube_video y2uUEJrbVdc · row y2uUEJrbVdc

LAION-DISCO-12M

Whatever Makes You Happy

Listed as Sugababes – Whatever Makes You Happy (Three) · Watch on YouTube

youtube_video zEAMlwPT8wo · row zEAMlwPT8wo

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.