Yes. OC 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 Stompkillcrushmode (feat. Celph Titled), Signs, Master Ya High

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.

Stompkillcrushmode (feat. Celph Titled)

Listed as Apathy, O.C. – Stompkillcrushmode (feat. Celph Titled) (Perestroika) · Watch on YouTube

youtube_video 03psWP54IK0 · row 03psWP54IK0

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Signs

Listed as Apollo Brown, O.C. – Signs (Trophies) · Watch on YouTube

youtube_video 0RZ4y3p46JI · row 0RZ4y3p46JI

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Master Ya High

Listed as O.C. – Master Ya High (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video 4NRTqR-tnmI · row 4NRTqR-tnmI

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The First 48

Listed as Apollo Brown, O.C. – The First 48 (Trophies) · Watch on YouTube

youtube_video Ay2NHVp89Jg · row Ay2NHVp89Jg

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Tomorrow Is Gone (feat. Slaine & Kappa Gamma)

Listed as Apathy, O.C. – Tomorrow Is Gone (feat. Slaine & Kappa Gamma) (Perestroika) · Watch on YouTube

youtube_video B1_hW0iKofY · row B1_hW0iKofY

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Word...Life (Instrumental)

Listed as O.C. – Word...Life (Instrumental) (Word...Life (Instrumentals)) · Watch on YouTube

youtube_video BDkopHb8TUU · row BDkopHb8TUU

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Angels Sing

Listed as Apollo Brown, O.C. – Angels Sing (Trophies) · Watch on YouTube

youtube_video CU3tdeXJa2c · row CU3tdeXJa2c

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Far From Yours (Instrumental) (feat. Buckwild)

Listed as O.C. – Far From Yours (Instrumental) (feat. Buckwild) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video Ch0o6a_1avA · row Ch0o6a_1avA

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People's Champ

Listed as Apollo Brown, O.C. – People's Champ (Trophies) · Watch on YouTube

youtube_video CmHL4GuJcGo · row CmHL4GuJcGo

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Not Even Winds (feat. Nick Beman)

Listed as O.C. – Not Even Winds (feat. Nick Beman) (Memory Lane EP) · Watch on YouTube

youtube_video F2YBNLCsAjI · row F2YBNLCsAjI

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Perestroika

Listed as Apathy, O.C. – Perestroika (Perestroika) · Watch on YouTube

youtube_video Fd43Eq-EyXY · row Fd43Eq-EyXY

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A New Dawn

Listed as O.C. – A New Dawn (A New Dawn) · Watch on YouTube

youtube_video Ff0CFH3GyDI · row Ff0CFH3GyDI

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Caught Up

Listed as Apollo Brown, O.C. – Caught Up (Trophies) · Watch on YouTube

youtube_video GN6k6kVJcPc · row GN6k6kVJcPc

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Back to the Grill (Remix) (feat. MC Serch, Red Hot Lover Tone, Nas & Chubb Rock)

Listed as O.C. – Back to the Grill (Remix) (feat. MC Serch, Red Hot Lover Tone, Nas & Chubb Rock) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video IDCxZxe5fJ4 · row IDCxZxe5fJ4

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Live from the Iron Curtain

Listed as Apathy, O.C. – Live from the Iron Curtain (Perestroika) · Watch on YouTube

youtube_video KPmOSM-eCFo · row KPmOSM-eCFo

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My Craft

Listed as O.C. – My Craft (Wholetrain (Original Soundtrack)) · Watch on YouTube

youtube_video LdqHBRSdK0s · row LdqHBRSdK0s

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Fantastic

Listed as Apollo Brown, O.C. – Fantastic (Trophies) · Watch on YouTube

youtube_video LriAlMUIhts · row LriAlMUIhts

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Born 2 Live (Instrumental)

Listed as O.C. – Born 2 Live (Instrumental) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video MJ50pltBgjg · row MJ50pltBgjg

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Showtime

Listed as O.C. – Showtime (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video PtOopiBfrJA · row PtOopiBfrJA

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Intro

Listed as O.C. – Intro (Jewelz) · Watch on YouTube

youtube_video RMC0iHgQ5CY · row RMC0iHgQ5CY

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Tim Westwood Radio 1 Freestyle '97 (feat. Big L)

Listed as O.C. – Tim Westwood Radio 1 Freestyle '97 (feat. Big L) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video S-gTlAnFWZQ · row S-gTlAnFWZQ

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Winter Winds (feat. Marvalyss)

Listed as Apathy, O.C. – Winter Winds (feat. Marvalyss) (Perestroika) · Watch on YouTube

youtube_video S1ma-kogU6s · row S1ma-kogU6s

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Evaridae (feat. Pharaohe Monch)

Listed as O.C. – Evaridae (feat. Pharaohe Monch) (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video ScgRVfYTZaE · row ScgRVfYTZaE

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Born 2 Live (Remix)

Listed as O.C. – Born 2 Live (Remix) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video T0z7UDRw8YE · row T0z7UDRw8YE

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Sharp as a Knife

Listed as O.C. – Sharp as a Knife (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video Tzn1gAmAuuY · row Tzn1gAmAuuY

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Who Run It?

Listed as O.C. – Who Run It? (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video UzGRpQoSJ50 · row UzGRpQoSJ50

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Bonafide (Bonus Track) (feat. Jay-Z)

Listed as O.C. – Bonafide (Bonus Track) (feat. Jay-Z) (Bon Appetit) · Watch on YouTube

youtube_video VRpHOhD8Hwc · row VRpHOhD8Hwc

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Nautica

Listed as Apollo Brown, O.C. – Nautica (Trophies) · Watch on YouTube

youtube_video Ws-26EyaqUU · row Ws-26EyaqUU

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You Won't Go Far (feat. Organized Konfusion)

Listed as O.C. – You Won't Go Far (feat. Organized Konfusion) (Hidden Gems) · Watch on YouTube

youtube_video X0O5AvA3EzQ · row X0O5AvA3EzQ

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Ga Head (Alternate Mix)

Listed as O.C. – Ga Head (Alternate Mix) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video X2hYp6zwMb8 · row X2hYp6zwMb8

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Blackout Rap Show Freestyle '97 (feat. Big L)

Listed as O.C. – Blackout Rap Show Freestyle '97 (feat. Big L) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video YyYPryUIfc8 · row YyYPryUIfc8

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Time's Up (Acapella)

Listed as O.C. – Time's Up (Acapella) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video akwGsHOuVSY · row akwGsHOuVSY

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Covey Leader to Raven

Listed as Apathy, O.C. – Covey Leader to Raven (Perestroika) · Watch on YouTube

youtube_video byB3nQv4Ulk · row byB3nQv4Ulk

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Soul to Keep

Listed as O.C. – Soul to Keep (Bon Appetit) · Watch on YouTube

youtube_video ggNJGM8hyjc · row ggNJGM8hyjc

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Ga Head

Listed as O.C. – Ga Head (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video hvpzKjW--wM · row hvpzKjW--wM

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The Formula

Listed as Apollo Brown, O.C. – The Formula (Trophies) · Watch on YouTube

youtube_video igZhWJGbsWU · row igZhWJGbsWU

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A Clear Day (O.G. Version) (feat. Poops)

Listed as O.C. – A Clear Day (O.G. Version) (feat. Poops) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video jkKX1S_pI0E · row jkKX1S_pI0E

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Story

Listed as O.C. – Story (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video lQzxjykhDxw · row lQzxjykhDxw

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Time's Up (Remix Instrumental)

Listed as O.C. – Time's Up (Remix Instrumental) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video lsoqleyt_Sk · row lsoqleyt_Sk

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Can't Go Wrong (Instrumental) (feat. DJ Ogee)

Listed as O.C. – Can't Go Wrong (Instrumental) (feat. DJ Ogee) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video lwkbGFmZOzg · row lwkbGFmZOzg

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What It's All About

Listed as Apathy, O.C. – What It's All About (Perestroika) · Watch on YouTube

youtube_video m6Wxv0xt4io · row m6Wxv0xt4io

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Time's Up (Remix)

Listed as O.C. – Time's Up (Remix) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video m7DlbOr_4vI · row m7DlbOr_4vI

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We The People

Listed as Apollo Brown, O.C. – We The People (Trophies) · Watch on YouTube

youtube_video mQMC06d4YR4 · row mQMC06d4YR4

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Constables

Listed as O.C. – Constables (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video nBYH4BMUqsQ · row nBYH4BMUqsQ

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New Day (feat. Tay Bell)

Listed as O.C. – New Day (feat. Tay Bell) (Same Moon Same Sun) · Watch on YouTube

youtube_video t80CqUyzffk · row t80CqUyzffk

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Word...Life (Remix)

Listed as O.C. – Word...Life (Remix) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video tnS7YFGf-xs · row tnS7YFGf-xs

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Your Life

Listed as OC – Your Life (Soul in the Hole (Original Music from and Inspired by the Motion Picture)) · Watch on YouTube

youtube_video y1wV06NVSGc · row y1wV06NVSGc

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Trophies

Listed as Apollo Brown, O.C. – Trophies (Trophies) · Watch on YouTube

youtube_video yMv5KimNmdU · row yMv5KimNmdU

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Disclaimer

Listed as Apollo Brown, O.C. – Disclaimer (Trophies) · Watch on YouTube

youtube_video yYbtPvfnDRA · row yYbtPvfnDRA

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Outtro (Sabotage)

Listed as O.C. – Outtro (Sabotage) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video zcIgM3c0hyY · row zcIgM3c0hyY

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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.