Yes. Houston has 28 songs listed in a dataset used to train AI music models.

Used for training 28

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 Never Should'a--The Drama, Over And Over, She Is (Edited)

Listed under the artist name 28 songs in LAION-DISCO-12M

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

Never Should'a--The Drama

Listed as Houston – Never Should'a--The Drama (6 X Lover) · Watch on YouTube

youtube_video -kYyAkIq7Vs · row -kYyAkIq7Vs

LAION-DISCO-12M

Over And Over

Listed as Houston – Over And Over (6 X Lover) · Watch on YouTube

youtube_video -oA7_RvxHqw · row -oA7_RvxHqw

LAION-DISCO-12M

She Is (Edited)

Listed as Houston – She Is (Edited) (It's Already Written) · Watch on YouTube

youtube_video 2gz8G1wjPdQ · row 2gz8G1wjPdQ

LAION-DISCO-12M

Never Should'a

Listed as Houston – Never Should'a (6 X Lover) · Watch on YouTube

youtube_video 8omhjApBw9Q · row 8omhjApBw9Q

LAION-DISCO-12M

Old School--Club Mix

Listed as Houston – Old School--Club Mix (6 X Lover) · Watch on YouTube

youtube_video 98aawOoSos4 · row 98aawOoSos4

LAION-DISCO-12M

My Promise (feat. LeToya)

Listed as Houston – My Promise (feat. LeToya) (It's Already Written) · Watch on YouTube

youtube_video DsJOP9GxtmM · row DsJOP9GxtmM

LAION-DISCO-12M

Ain't Nothing Wrong (Full Phatt Remix)

Listed as Houston – Ain't Nothing Wrong (Full Phatt Remix) (Ain't Nothing Wrong) · Watch on YouTube

youtube_video Dttg2759kyM · row Dttg2759kyM

LAION-DISCO-12M

Didn't Give A Damn Interlude (Edited)

Listed as Houston – Didn't Give A Damn Interlude (Edited) (It's Already Written) · Watch on YouTube

youtube_video GrVOB99_iLA · row GrVOB99_iLA

LAION-DISCO-12M

Keep It On The Low (feat. Don Yute)

Listed as Houston – Keep It On The Low (feat. Don Yute) (It's Already Written) · Watch on YouTube

youtube_video KwvTzWAGns4 · row KwvTzWAGns4

LAION-DISCO-12M

6 X Lover

Listed as Houston – 6 X Lover (6 X Lover) · Watch on YouTube

youtube_video Lu3LH4cmXvg · row Lu3LH4cmXvg

LAION-DISCO-12M

No More

Listed as Houston – No More (6 X Lover) · Watch on YouTube

youtube_video OxsVPrBhlbo · row OxsVPrBhlbo

LAION-DISCO-12M

Call Me

Listed as Houston – Call Me (6 X Lover) · Watch on YouTube

youtube_video RY6pjs9IhoI · row RY6pjs9IhoI

LAION-DISCO-12M

Set It Out

Listed as Houston – Set It Out (6 X Lover) · Watch on YouTube

youtube_video RuGc9B4Sfho · row RuGc9B4Sfho

LAION-DISCO-12M

Twizala Intro (Edited)

Listed as Houston – Twizala Intro (Edited) (It's Already Written) · Watch on YouTube

youtube_video U8nWdeKNS4w · row U8nWdeKNS4w

LAION-DISCO-12M

Love You Down (Edited)

Listed as Houston – Love You Down (Edited) (It's Already Written) · Watch on YouTube

youtube_video ZBicJEtg2zg · row ZBicJEtg2zg

LAION-DISCO-12M

I Like That (feat. Chingy, Nate Dogg & I-20)

Listed as Houston – I Like That (feat. Chingy, Nate Dogg & I-20) (It's Already Written) · Watch on YouTube

youtube_video bjKgABqqUDo · row bjKgABqqUDo

LAION-DISCO-12M

I Can't Fight It

Listed as Houston – I Can't Fight It (6 X Lover) · Watch on YouTube

youtube_video bvDhFxKqygA · row bvDhFxKqygA

LAION-DISCO-12M

Ain't Nothin' Wrong

Listed as Houston – Ain't Nothin' Wrong (It's Already Written) · Watch on YouTube

youtube_video eANt5RxbZe8 · row eANt5RxbZe8

LAION-DISCO-12M

Old School--Interview

Listed as Houston – Old School--Interview (6 X Lover) · Watch on YouTube

youtube_video eamXF4KGvPo · row eamXF4KGvPo

LAION-DISCO-12M

It's Already Written Part I (Edited)

Listed as Houston – It's Already Written Part I (Edited) (It's Already Written) · Watch on YouTube

youtube_video fU7loYGqqbk · row fU7loYGqqbk

LAION-DISCO-12M

Ain't Nothing Wrong (G4orce Garage Extended Mix)

Listed as Houston – Ain't Nothing Wrong (G4orce Garage Extended Mix) (Ain't Nothing Wrong) · Watch on YouTube

youtube_video ftyGUIXnddo · row ftyGUIXnddo

LAION-DISCO-12M

Twizala (Edited)

Listed as Houston – Twizala (Edited) (It's Already Written) · Watch on YouTube

youtube_video gQ4aaOUXxxo · row gQ4aaOUXxxo

LAION-DISCO-12M

Gonna Refuse Your Love

Listed as Houston – Gonna Refuse Your Love (6 X Lover) · Watch on YouTube

youtube_video hAfIeYLKKpA · row hAfIeYLKKpA

LAION-DISCO-12M

Allright

Listed as Houston – Allright (It's Already Written) · Watch on YouTube

youtube_video mHV2R1ZxZJg · row mHV2R1ZxZJg

LAION-DISCO-12M

What You Say (Edited)

Listed as Houston – What You Say (Edited) (It's Already Written) · Watch on YouTube

youtube_video p1hsaZGv2LY · row p1hsaZGv2LY

LAION-DISCO-12M

It's Already Written Part II (Thunder) (Edited)

Listed as Houston – It's Already Written Part II (Thunder) (Edited) (It's Already Written) · Watch on YouTube

youtube_video qZ8jLGY6g8s · row qZ8jLGY6g8s

LAION-DISCO-12M

Didn't Give A Damn (Edited)

Listed as Houston – Didn't Give A Damn (Edited) (It's Already Written) · Watch on YouTube

youtube_video rdCCJkn6R60 · row rdCCJkn6R60

LAION-DISCO-12M

Bye Bye Love (Edited)

Listed as Houston – Bye Bye Love (Edited) (It's Already Written) · Watch on YouTube

youtube_video w-6ppCDs-k0 · row w-6ppCDs-k0

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.