Yes. Frank Ocean has 47 songs listed in a dataset used to train AI music models.

Used for training 47

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 Super Rich Kids (feat. Frank Ocean), Biking (feat. Jay Z & Tyler, The Creator), Thinkin Bout You

Listed under the artist name 47 songs in LAION-DISCO-12M

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

Super Rich Kids (feat. Frank Ocean)

Listed as Frank Ocean – Super Rich Kids (feat. Frank Ocean) (channel ORANGE) · Watch on YouTube

youtube_video 0XCQNpjWmRE · row 0XCQNpjWmRE

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Biking (feat. Jay Z & Tyler, The Creator)

Listed as Frank Ocean – Biking (feat. Jay Z & Tyler, The Creator) (Biking) · Watch on YouTube

youtube_video 3xhRaVL4-Iw · row 3xhRaVL4-Iw

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Thinkin Bout You

Listed as Frank Ocean – Thinkin Bout You (channel ORANGE) · Watch on YouTube

youtube_video 6JHu3b-pbh8 · row 6JHu3b-pbh8

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Pink + White

Listed as Frank Ocean – Pink + White (Blonde) · Watch on YouTube

youtube_video 9cHbvRUALrc · row 9cHbvRUALrc

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Forrest Gump

Listed as Frank Ocean – Forrest Gump (channel ORANGE) · Watch on YouTube

youtube_video BqSro-8_gpU · row BqSro-8_gpU

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In My Room

Listed as Frank Ocean – In My Room (In My Room) · Watch on YouTube

youtube_video CjjV8fD9D2c · row CjjV8fD9D2c

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Nights

Listed as Frank Ocean – Nights (Blonde) · Watch on YouTube

youtube_video Fx3b85eDQvw · row Fx3b85eDQvw

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Monks

Listed as Frank Ocean – Monks (channel ORANGE) · Watch on YouTube

youtube_video HFVlEft9uEs · row HFVlEft9uEs

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Crack Rock

Listed as Frank Ocean – Crack Rock (channel ORANGE) · Watch on YouTube

youtube_video IVzzw7Vkiyg · row IVzzw7Vkiyg

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Lost

Listed as Frank Ocean – Lost (channel ORANGE) · Watch on YouTube

youtube_video J3DWAJGaf7o · row J3DWAJGaf7o

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Bad Religion

Listed as Frank Ocean – Bad Religion (channel ORANGE) · Watch on YouTube

youtube_video JMpypbtrcCg · row JMpypbtrcCg

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Moon River

Listed as Frank Ocean – Moon River (Moon River) · Watch on YouTube

youtube_video MEZCknGf1E4 · row MEZCknGf1E4

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Futura Free

Listed as Frank Ocean – Futura Free (Blonde) · Watch on YouTube

youtube_video MUPxbMp5kAs · row MUPxbMp5kAs

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Solo

Listed as Frank Ocean – Solo (Blonde) · Watch on YouTube

youtube_video OkZTH88B3A8 · row OkZTH88B3A8

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Provider

Listed as Frank Ocean – Provider (Provider) · Watch on YouTube

youtube_video OxsE5F-Qq_Q · row OxsE5F-Qq_Q

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Self Control

Listed as Frank Ocean – Self Control (Blonde) · Watch on YouTube

youtube_video RKD8sVVTEAA · row RKD8sVVTEAA

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Close To You

Listed as Frank Ocean – Close To You (Blonde) · Watch on YouTube

youtube_video ROgX9pXKPOg · row ROgX9pXKPOg

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Skyline To

Listed as Frank Ocean – Skyline To (Blonde) · Watch on YouTube

youtube_video T2FA1BzehdY · row T2FA1BzehdY

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Fertilizer

Listed as Frank Ocean – Fertilizer (channel ORANGE) · Watch on YouTube

youtube_video T4o-rrRLka0 · row T4o-rrRLka0

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White Ferrari

Listed as Frank Ocean – White Ferrari (Blonde) · Watch on YouTube

youtube_video ToO4VFCoR7U · row ToO4VFCoR7U

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Cayendo (Side A - Acoustic)

Listed as Frank Ocean – Cayendo (Side A - Acoustic) (Cayendo (Side A - Acoustic)) · Watch on YouTube

youtube_video XPEQHJ7elK0 · row XPEQHJ7elK0

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Facebook Story

Listed as Frank Ocean – Facebook Story (Blonde) · Watch on YouTube

youtube_video _2xgmbgCtM8 · row _2xgmbgCtM8

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Solo (Reprise)

Listed as Frank Ocean – Solo (Reprise) (Blonde) · Watch on YouTube

youtube_video _QaQSaE8PQA · row _QaQSaE8PQA

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Pilot Jones

Listed as Frank Ocean – Pilot Jones (channel ORANGE) · Watch on YouTube

youtube_video azgDZ-TBCzk · row azgDZ-TBCzk

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Godspeed

Listed as Frank Ocean – Godspeed (Blonde) · Watch on YouTube

youtube_video bvh09LxXpAQ · row bvh09LxXpAQ

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Try

Listed as Frank Ocean – Try (Exclusive Tunes S.G. 44) · Watch on YouTube

youtube_video c0tAT7lBN8Q · row c0tAT7lBN8Q

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DHL

Listed as Frank Ocean – DHL (DHL) · Watch on YouTube

youtube_video ccU0JCRNj3A · row ccU0JCRNj3A

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There Will Be Tears (James Ussher Remix)

Listed as Frank Ocean – There Will Be Tears (James Ussher Remix) (Remix Selections, Vol. 1) · Watch on YouTube

youtube_video chJhRZ8tT-I · row chJhRZ8tT-I

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Pyramids

Listed as Frank Ocean – Pyramids (channel ORANGE) · Watch on YouTube

youtube_video dMV31MWIjLE · row dMV31MWIjLE

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Pretty Sweet

Listed as Frank Ocean – Pretty Sweet (Blonde) · Watch on YouTube

youtube_video dOTUAmNNeio · row dOTUAmNNeio

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Nikes

Listed as Frank Ocean – Nikes (Blonde) · Watch on YouTube

youtube_video fahxSXoXlsA · row fahxSXoXlsA

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Novacane

Listed as Frank Ocean – Novacane (Novacane) · Watch on YouTube

youtube_video hgOu8eRJZ3Q · row hgOu8eRJZ3Q

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Swim Good

Listed as Frank Ocean – Swim Good (Swim Good) · Watch on YouTube

youtube_video ic1nhvWBvIo · row ic1nhvWBvIo

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White (feat. John Mayer)

Listed as Frank Ocean – White (feat. John Mayer) (channel ORANGE) · Watch on YouTube

youtube_video ifF6560hkn8 · row ifF6560hkn8

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Not Just Money

Listed as Frank Ocean – Not Just Money (channel ORANGE) · Watch on YouTube

youtube_video ix-ownkEPE8 · row ix-ownkEPE8

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Thinkin Bout You

Listed as Frank Ocean – Thinkin Bout You (Thinkin Bout You) · Watch on YouTube

youtube_video kA8LEODXZLw · row kA8LEODXZLw

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Sierra Leone

Listed as Frank Ocean – Sierra Leone (channel ORANGE) · Watch on YouTube

youtube_video kgplNxRbbaM · row kgplNxRbbaM

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Seigfried

Listed as Frank Ocean – Seigfried (Blonde) · Watch on YouTube

youtube_video p_oL2OIGo04 · row p_oL2OIGo04

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Dear April (Side A - Acoustic)

Listed as Frank Ocean – Dear April (Side A - Acoustic) (Dear April (Side A - Acoustic)) · Watch on YouTube

youtube_video pvU4b4N1-QU · row pvU4b4N1-QU

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End

Listed as Frank Ocean – End (channel ORANGE) · Watch on YouTube

youtube_video sIROWXH8xWU · row sIROWXH8xWU

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Good Guy

Listed as Frank Ocean – Good Guy (Blonde) · Watch on YouTube

youtube_video t1ap-J3Kzr4 · row t1ap-J3Kzr4

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Pink Matter (feat. André 3000)

Listed as Frank Ocean – Pink Matter (feat. André 3000) (channel ORANGE) · Watch on YouTube

youtube_video uaLV003llhY · row uaLV003llhY

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Ivy

Listed as Frank Ocean – Ivy (Blonde) · Watch on YouTube

youtube_video x6QJPJO2w40 · row x6QJPJO2w40

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Start

Listed as Frank Ocean – Start (channel ORANGE) · Watch on YouTube

youtube_video xEQ_946TO_g · row xEQ_946TO_g

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Chanel

Listed as Frank Ocean – Chanel (Chanel) · Watch on YouTube

youtube_video xidb8xmuiWI · row xidb8xmuiWI

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Sweet Life

Listed as Frank Ocean – Sweet Life (channel ORANGE) · Watch on YouTube

youtube_video y14F2RQW7h4 · row y14F2RQW7h4

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Be Yourself

Listed as Frank Ocean – Be Yourself (Blonde) · Watch on YouTube

youtube_video zTCgwxLOt0U · row zTCgwxLOt0U

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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.