Yes. Beanie Sigel has 156 songs listed in a dataset used to train AI music models.

Used for training 156

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 U Ain't Ready 4 Me (feat. Styles P), Return Of The Chain Gang (feat. Young Chris), Whats The Scenario?

Listed under the artist name 156 songs in LAION-DISCO-12M

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

U Ain't Ready 4 Me (feat. Styles P)

Listed as Beanie Sigel – U Ain't Ready 4 Me (feat. Styles P) (The Solution) · Watch on YouTube

youtube_video -nzdRjVxSUE · row -nzdRjVxSUE

LAION-DISCO-12M

Return Of The Chain Gang (feat. Young Chris)

Listed as Beanie Sigel – Return Of The Chain Gang (feat. Young Chris) (The Broad Street Bully) · Watch on YouTube

youtube_video 1fssVm9g3jY · row 1fssVm9g3jY

LAION-DISCO-12M

Whats The Scenario?

Listed as Beanie Sigel – Whats The Scenario? (Public Enemy #1) · Watch on YouTube

youtube_video 3f90kj-lyIc · row 3f90kj-lyIc

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Kush Dreaming

Listed as Beanie Sigel – Kush Dreaming (This Time) · Watch on YouTube

youtube_video 4mbyiZdOClw · row 4mbyiZdOClw

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Watch Your B****

Listed as Beanie Sigel – Watch Your B**** (The Reason) · Watch on YouTube

youtube_video 764B0sIVSqA · row 764B0sIVSqA

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See Clearly

Listed as Peedi Crakk, Beanie Sigel, Young Gunz – See Clearly (State Property Presents The Chain Gang Vol II) · Watch on YouTube

youtube_video 94A7_XnjMu4 · row 94A7_XnjMu4

LAION-DISCO-12M

Why Wouldn't I

Listed as Beanie Sigel – Why Wouldn't I (The Broad Street Bully) · Watch on YouTube

youtube_video B_F9OU7hE7k · row B_F9OU7hE7k

LAION-DISCO-12M

H.H.E.H.

Listed as Beanie Sigel – H.H.E.H. (The Solution) · Watch on YouTube

youtube_video BeiWCsdEhFY · row BeiWCsdEhFY

LAION-DISCO-12M

Where's My Opponent (feat. Omilio Sparks & Freeway)

Listed as Beanie Sigel – Where's My Opponent (feat. Omilio Sparks & Freeway) (The Broad Street Bully) · Watch on YouTube

youtube_video BvSXV7NtMow · row BvSXV7NtMow

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Go Low (feat. R. City)

Listed as Beanie Sigel – Go Low (feat. R. City) (The Solution) · Watch on YouTube

youtube_video D4c-rp_7C5U · row D4c-rp_7C5U

LAION-DISCO-12M

What The Fuck

Listed as Beanie Sigel – What The Fuck (Public Enemy #1) · Watch on YouTube

youtube_video DnKBDybJCgg · row DnKBDybJCgg

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Beanie

Listed as Beanie Sigel – Beanie (The Broad Street Bully) · Watch on YouTube

youtube_video ExQzhAzsOa8 · row ExQzhAzsOa8

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Rain (Bridge) (feat. Scarface & Raheem DeVaughn)

Listed as Beanie Sigel – Rain (Bridge) (feat. Scarface & Raheem DeVaughn) (The Solution) · Watch on YouTube

youtube_video F1QnxcBRm6E · row F1QnxcBRm6E

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Wanted (Green Mix)

Listed as Beanie Sigel – Wanted (Green Mix) (Public Enemy #1) · Watch on YouTube

youtube_video FofAXo6bSbI · row FofAXo6bSbI

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In The Club

Listed as Beanie Sigel – In The Club (DJ Clue Presents: Backstage Mixtape (Music Inspired By The Film)) · Watch on YouTube

youtube_video Fq1CpEFrvkE · row Fq1CpEFrvkE

LAION-DISCO-12M

I Gotta Have It

Listed as Beanie Sigel, Peedi Crakk, Twista – I Gotta Have It (Public Enemy #1) · Watch on YouTube

youtube_video GEZd2zus7lw · row GEZd2zus7lw

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Watchers

Listed as Beanie Sigel, Oschino – Watchers (Public Enemy #1) · Watch on YouTube

youtube_video GZ3qSwwTj9I · row GZ3qSwwTj9I

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Da Rain

Listed as Mookie Jones, Beanie Sigel – Da Rain (Words and Music of the Prince) · Watch on YouTube

youtube_video HWAD_eL0_28 · row HWAD_eL0_28

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Mud (feat. Sash P)

Listed as OT The Real, Beanie Sigel – Mud (feat. Sash P) (Mud) · Watch on YouTube

youtube_video HgioP1Biw3w · row HgioP1Biw3w

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MTV News Intro

Listed as Beanie Sigel – MTV News Intro (Public Enemy #1) · Watch on YouTube

youtube_video I1m96PImDpw · row I1m96PImDpw

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'Bout That (Let Me Know)

Listed as Beanie Sigel – 'Bout That (Let Me Know) (The Solution) · Watch on YouTube

youtube_video ImyJvEGoCsY · row ImyJvEGoCsY

LAION-DISCO-12M

Gang Gang

Listed as Beanie Sigel – Gang Gang (Gang Gang) · Watch on YouTube

youtube_video KQPHOye1tqo · row KQPHOye1tqo

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Payback

Listed as Beanie Sigel – Payback (Untagged) · Watch on YouTube

youtube_video KsRpvNPdsLs · row KsRpvNPdsLs

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I'm In

Listed as Beanie Sigel – I'm In (The Solution) · Watch on YouTube

youtube_video LL4wichDvkU · row LL4wichDvkU

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Lord Have Mercy

Listed as Beanie Sigel – Lord Have Mercy (The B.Coming) · Watch on YouTube

youtube_video LWxlxEP4v8A · row LWxlxEP4v8A

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Expensive Taste (feat. Corey Latif Williams)

Listed as Beanie Sigel – Expensive Taste (feat. Corey Latif Williams) (This Time) · Watch on YouTube

youtube_video O8bBeEWqe2M · row O8bBeEWqe2M

LAION-DISCO-12M

Flatliners

Listed as Beanie Sigel, Peedi Crakk – Flatliners (Public Enemy #1) · Watch on YouTube

youtube_video OKdfQWbNQBs · row OKdfQWbNQBs

LAION-DISCO-12M

2 Glock Nine's

Listed as Beanie Siegal, T.I. – 2 Glock Nine's (Official White Label) · Watch on YouTube

youtube_video P9gAx6CV9JU · row P9gAx6CV9JU

LAION-DISCO-12M

Sicker Than Your Average (feat. Freeway)

Listed as Beanie Sigel – Sicker Than Your Average (feat. Freeway) (The Broad Street Bully) · Watch on YouTube

youtube_video PqvahFqnWUY · row PqvahFqnWUY

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Tear Drops

Listed as Beanie Sigel – Tear Drops (The Broad Street Bully) · Watch on YouTube

youtube_video RUsRZ1_W6GY · row RUsRZ1_W6GY

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This Time

Listed as Beanie Sigel – This Time (This Time) · Watch on YouTube

youtube_video S-L79f5ujho · row S-L79f5ujho

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I'm A G.A.N.G.S.T.A

Listed as Beanie Sigel – I'm A G.A.N.G.S.T.A (Public Enemy #1) · Watch on YouTube

youtube_video Sj4RMRe9xLo · row Sj4RMRe9xLo

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For My N***az (feat. Daz from The Dogg Pound)

Listed as Beanie Sigel – For My N***az (feat. Daz from The Dogg Pound) (The Reason) · Watch on YouTube

youtube_video TFf6S_PrsUw · row TFf6S_PrsUw

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Gangsta Gangsta (NWA)

Listed as Beanie Sigel – Gangsta Gangsta (NWA) (Public Enemy #1) · Watch on YouTube

youtube_video WKicFJGxb7g · row WKicFJGxb7g

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Shake It For Me (feat. Diddy, Ghostface Killah & Peedi Peedi)

Listed as Beanie Sigel – Shake It For Me (feat. Diddy, Ghostface Killah & Peedi Peedi) (The Solution) · Watch on YouTube

youtube_video Wom2ZkiQpEI · row Wom2ZkiQpEI

LAION-DISCO-12M

Dear Self (Can I Talk To You)

Listed as Beanie Sigel – Dear Self (Can I Talk To You) (The Solution) · Watch on YouTube

youtube_video _ktboZNVrUc · row _ktboZNVrUc

LAION-DISCO-12M

The Reunion

Listed as Beanie Sigel – The Reunion (This Time) · Watch on YouTube

youtube_video bMyvilaqwto · row bMyvilaqwto

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Ready For War (feat. Freeway & Young Chris)

Listed as Beanie Sigel – Ready For War (feat. Freeway & Young Chris) (The Broad Street Bully) · Watch on YouTube

youtube_video dd7EUiRQ9TA · row dd7EUiRQ9TA

LAION-DISCO-12M

Run To The Roc (feat. Young Chris & Omilio Sparks)

Listed as Beanie Sigel – Run To The Roc (feat. Young Chris & Omilio Sparks) (The Broad Street Bully) · Watch on YouTube

youtube_video fk8gs2PY-Sk · row fk8gs2PY-Sk

LAION-DISCO-12M

Im Coming

Listed as Beanie Sigel – Im Coming (Im Coming) · Watch on YouTube

youtube_video gxqrrQgkdis · row gxqrrQgkdis

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Court Casin'

Listed as Beanie Sigel – Court Casin' (Public Enemy #1) · Watch on YouTube

youtube_video ihoi3MPvxhY · row ihoi3MPvxhY

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The Day

Listed as Beanie Sigel – The Day (The Solution) · Watch on YouTube

youtube_video kfd9EfHmGyA · row kfd9EfHmGyA

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All For It

Listed as Beanie Sigel – All For It (The Broad Street Bully) · Watch on YouTube

youtube_video l6E5S5K2C0o · row l6E5S5K2C0o

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Prayer (feat. Raheem DeVaughn)

Listed as Beanie Sigel – Prayer (feat. Raheem DeVaughn) (The Solution) · Watch on YouTube

youtube_video smqCzNjL07M · row smqCzNjL07M

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Gutted (feat. JAY-Z)

Listed as Beanie Sigel – Gutted (feat. JAY-Z) (The Solution) · Watch on YouTube

youtube_video tX2fnDyYq-s · row tX2fnDyYq-s

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Jay-Z Interlude

Listed as Beanie Sigel – Jay-Z Interlude (Public Enemy #1) · Watch on YouTube

youtube_video vMVEtVxqZX8 · row vMVEtVxqZX8

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A Million

Listed as Beanie Sigel – A Million (Public Enemy #1) · Watch on YouTube

youtube_video wIvqQOcVarM · row wIvqQOcVarM

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Hailmary/Our Father (Green Mix)

Listed as Beanie Sigel – Hailmary/Our Father (Green Mix) (Public Enemy #1) · Watch on YouTube

youtube_video yIk2Uc_Hfg8 · row yIk2Uc_Hfg8

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Been Had Skills

Listed as Beanie Sigel – Been Had Skills (Public Enemy #1) · Watch on YouTube

youtube_video yWzS5B6tpsg · row yWzS5B6tpsg

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Who Want What

Listed as Beanie Sigel – Who Want What (The Truth) · Watch on YouTube

youtube_video ytshFzPwPZc · row ytshFzPwPZc

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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.