Yes. Seal has 160 songs listed in a dataset used to train AI music models.

Used for training 160

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 Just A Ghost (Vintage Culture Remix), Give Me Love, If You Don't Know Me by Now

Listed under the artist name 160 songs in LAION-DISCO-12M

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

Just A Ghost (Vintage Culture Remix)

Listed as Claptone, Seal – Just A Ghost (Vintage Culture Remix) (Just A Ghost (Vintage Culture Remix)) · Watch on YouTube

youtube_video -CzbovD-LTA · row -CzbovD-LTA

LAION-DISCO-12M

Give Me Love

Listed as LL COOL J, Seal – Give Me Love (Authentic) · Watch on YouTube

youtube_video 40lSHKjpZ3M · row 40lSHKjpZ3M

LAION-DISCO-12M

If You Don't Know Me by Now

Listed as Seal – If You Don't Know Me by Now (Soul) · Watch on YouTube

youtube_video 4RHM-Of8FCA · row 4RHM-Of8FCA

LAION-DISCO-12M

Kiss From a Rose (Alternate Version)

Listed as Seal – Kiss From a Rose (Alternate Version) (Kiss From a Rose (Alternate Version)) · Watch on YouTube

youtube_video 59A5CYmXA1g · row 59A5CYmXA1g

LAION-DISCO-12M

Human Beings

Listed as Seal – Human Beings (Human Being) · Watch on YouTube

youtube_video 5TF56iUGtWI · row 5TF56iUGtWI

LAION-DISCO-12M

Waiting for You

Listed as Seal – Waiting for You (Seal IV) · Watch on YouTube

youtube_video 5UDsnCvGGmg · row 5UDsnCvGGmg

LAION-DISCO-12M

Just A Ghost (Black V Neck Remix)

Listed as Claptone, Seal – Just A Ghost (Black V Neck Remix) (Just A Ghost (Jan Blomqvist & Black V Neck Remixes)) · Watch on YouTube

youtube_video 6wZBvwHnHyE · row 6wZBvwHnHyE

LAION-DISCO-12M

Walk on By (Master S&K Mix)

Listed as Seal – Walk on By (Master S&K Mix) (Walk on By) · Watch on YouTube

youtube_video 7kWi3z9B-GU · row 7kWi3z9B-GU

LAION-DISCO-12M

Killer (Single Version)

Listed as Seal – Killer (Single Version) (Killer) · Watch on YouTube

youtube_video BteYkm-jRd8 · row BteYkm-jRd8

LAION-DISCO-12M

It's a Man's Man's Man's World

Listed as Seal – It's a Man's Man's Man's World (Hits) · Watch on YouTube

youtube_video E2GMG7mxYgI · row E2GMG7mxYgI

LAION-DISCO-12M

Dreaming in Metaphors

Listed as Seal – Dreaming in Metaphors (Seal) · Watch on YouTube

youtube_video GRMLpJ-v7vk · row GRMLpJ-v7vk

LAION-DISCO-12M

When a Man Loves a Woman / It's a Man's Man's Man's World

Listed as Michael Bolton, Seal – When a Man Loves a Woman / It's a Man's Man's Man's World (GEMS: The Duets Collection) · Watch on YouTube

youtube_video Ht3JrykyW74 · row Ht3JrykyW74

LAION-DISCO-12M

Just A Ghost (Jan Blomqvist Remix)

Listed as Claptone, Seal – Just A Ghost (Jan Blomqvist Remix) (Just A Ghost (Jan Blomqvist & Black V Neck Remixes)) · Watch on YouTube

youtube_video HtAAo-Hum6o · row HtAAo-Hum6o

LAION-DISCO-12M

Just A Ghost (Black V Neck Extended Remix)

Listed as Claptone, Seal – Just A Ghost (Black V Neck Extended Remix) (Just A Ghost (Jan Blomqvist & Black V Neck Remixes)) · Watch on YouTube

youtube_video IoaIHkCxpeI · row IoaIHkCxpeI

LAION-DISCO-12M

Just A Ghost

Listed as Claptone, Seal – Just A Ghost (Just A Ghost) · Watch on YouTube

youtube_video JZxyTBQcbOs · row JZxyTBQcbOs

LAION-DISCO-12M

I Can't Stand the Rain

Listed as Seal – I Can't Stand the Rain (Soul) · Watch on YouTube

youtube_video L8ccWNMgqlY · row L8ccWNMgqlY

LAION-DISCO-12M

Stand by Me (Live)

Listed as Seal – Stand by Me (Live) (Soul Live) · Watch on YouTube

youtube_video OINw340XQbg · row OINw340XQbg

LAION-DISCO-12M

Violet

Listed as Seal – Violet (Seal) · Watch on YouTube

youtube_video Q9ffkziFDbw · row Q9ffkziFDbw

LAION-DISCO-12M

Future Love Paradise

Listed as Seal – Future Love Paradise (Seal) · Watch on YouTube

youtube_video QWl7uFnT2Q4 · row QWl7uFnT2Q4

LAION-DISCO-12M

Crazy (Single Mix)

Listed as Seal – Crazy (Single Mix) (Crazy) · Watch on YouTube

youtube_video SDq-NO0Yuxc · row SDq-NO0Yuxc

LAION-DISCO-12M

Don't Cry (Radio Edit)

Listed as Seal – Don't Cry (Radio Edit) (Don't Cry) · Watch on YouTube

youtube_video TdJKFCnQqXw · row TdJKFCnQqXw

LAION-DISCO-12M

A Change Is Gonna Come

Listed as Seal – A Change Is Gonna Come (Soul) · Watch on YouTube

youtube_video WXC9gPoHs1o · row WXC9gPoHs1o

LAION-DISCO-12M

Les Mots (Duet with Mylene Farmer) (feat. Mylene Farmer)

Listed as Seal – Les Mots (Duet with Mylene Farmer) (feat. Mylene Farmer) (Hits) · Watch on YouTube

youtube_video X5tigh-ytVg · row X5tigh-ytVg

LAION-DISCO-12M

Kiss From a Rose (2024 Remaster)

Listed as Seal – Kiss From a Rose (2024 Remaster) (Seal (Deluxe Edition)) · Watch on YouTube

youtube_video _2PCtLXWdbY · row _2PCtLXWdbY

LAION-DISCO-12M

Let's Stay Together

Listed as Seal – Let's Stay Together (Soul 2) · Watch on YouTube

youtube_video _2zHKNKDoAY · row _2zHKNKDoAY

LAION-DISCO-12M

I Am Your Man

Listed as Seal – I Am Your Man (Hits) · Watch on YouTube

youtube_video bDqXzNcSulA · row bDqXzNcSulA

LAION-DISCO-12M

Killer

Listed as Seal – Killer (Seal) · Watch on YouTube

youtube_video bs1MqASbpJ8 · row bs1MqASbpJ8

LAION-DISCO-12M

Love's Divine

Listed as Seal – Love's Divine (Seal IV) · Watch on YouTube

youtube_video byUA8UUfiMg · row byUA8UUfiMg

LAION-DISCO-12M

Love Don't Live Here Anymore

Listed as Seal – Love Don't Live Here Anymore (Soul 2) · Watch on YouTube

youtube_video dr_qt8bXdSU · row dr_qt8bXdSU

LAION-DISCO-12M

The Beginning

Listed as Seal – The Beginning (Seal) · Watch on YouTube

youtube_video dzU8zj-eeBs · row dzU8zj-eeBs

LAION-DISCO-12M

Get It Together

Listed as Seal – Get It Together (Seal IV) · Watch on YouTube

youtube_video eahdV7EljV8 · row eahdV7EljV8

LAION-DISCO-12M

Bring It On

Listed as Seal – Bring It On (Seal) · Watch on YouTube

youtube_video gJ6k1xC_vug · row gJ6k1xC_vug

LAION-DISCO-12M

Every Time I'm with You

Listed as Seal – Every Time I'm with You (7) · Watch on YouTube

youtube_video g_bGZxBM5F8 · row g_bGZxBM5F8

LAION-DISCO-12M

Santa Claus Is Coming To Town

Listed as Frank Sinatra, Seal – Santa Claus Is Coming To Town (Santa Claus Is Coming To Town) · Watch on YouTube

youtube_video grsAE33oTfE · row grsAE33oTfE

LAION-DISCO-12M

Fly Like an Eagle

Listed as Seal – Fly Like an Eagle (Space Jam (Music From And Inspired By The Motion Picture)) · Watch on YouTube

youtube_video gxbBp9SH81U · row gxbBp9SH81U

LAION-DISCO-12M

Killer

Listed as Adamski, Seal – Killer (Classic 90's) · Watch on YouTube

youtube_video jP0tgNYuxRM · row jP0tgNYuxRM

LAION-DISCO-12M

I've Been Loving You Too Long

Listed as Seal – I've Been Loving You Too Long (Soul) · Watch on YouTube

youtube_video lR_ckoZvoVI · row lR_ckoZvoVI

LAION-DISCO-12M

Kiss from a Rose

Listed as Seal – Kiss from a Rose (Seal) · Watch on YouTube

youtube_video lkzXi4cmdJk · row lkzXi4cmdJk

LAION-DISCO-12M

It's a Man's Man's Man's World

Listed as Seal – It's a Man's Man's Man's World (Soul) · Watch on YouTube

youtube_video nOoIB5Z64Jw · row nOoIB5Z64Jw

LAION-DISCO-12M

Wishing on a Star

Listed as Seal – Wishing on a Star (Soul 2) · Watch on YouTube

youtube_video pcfAXmHZTU8 · row pcfAXmHZTU8

LAION-DISCO-12M

People Asking Why

Listed as Seal – People Asking Why (Seal) · Watch on YouTube

youtube_video qq_bfcvdN-0 · row qq_bfcvdN-0

LAION-DISCO-12M

Amazing

Listed as Seal – Amazing (System (Deluxe Edition)) · Watch on YouTube

youtube_video r3Vo2LfMB2o · row r3Vo2LfMB2o

LAION-DISCO-12M

Secret

Listed as Seal – Secret (6: Commitment) · Watch on YouTube

youtube_video sBtqtf2mSTQ · row sBtqtf2mSTQ

LAION-DISCO-12M

Prayer for the Dying

Listed as Seal – Prayer for the Dying (Seal) · Watch on YouTube

youtube_video tS4Wh30HGAs · row tS4Wh30HGAs

LAION-DISCO-12M

Kiss from a Rose

Listed as Seal – Kiss from a Rose (Pop Kisses) · Watch on YouTube

youtube_video wRJaaOAW4ig · row wRJaaOAW4ig

LAION-DISCO-12M

Do You Ever

Listed as Seal – Do You Ever (7) · Watch on YouTube

youtube_video wiQi9yhBSGI · row wiQi9yhBSGI

LAION-DISCO-12M

Touch

Listed as Seal – Touch (Seal IV) · Watch on YouTube

youtube_video x1AaRbjxpvk · row x1AaRbjxpvk

LAION-DISCO-12M

Future Love Paradise (Live in Paris)

Listed as Seal – Future Love Paradise (Live in Paris) (Live in Paris) · Watch on YouTube

youtube_video y4O_EIb25aQ · row y4O_EIb25aQ

LAION-DISCO-12M

My Vision (feat. Jakatta)

Listed as Seal – My Vision (feat. Jakatta) (Hits) · Watch on YouTube

youtube_video zAzkEkarP5o · row zAzkEkarP5o

LAION-DISCO-12M

Stand by Me

Listed as Seal – Stand by Me (Soul) · Watch on YouTube

youtube_video zRafBMo9t_A · row zRafBMo9t_A

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.