Yes. Joe Fresco has 19 songs listed in a dataset used to train AI music models.

Used for training 19

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 Collar Poppin (feat. Cadence), Da Intro, Over & Over (feat. Dubb)

Listed under the artist name 19 songs in LAION-DISCO-12M

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

Collar Poppin (feat. Cadence)

Listed as Black C, Joe Fresco – Collar Poppin (feat. Cadence) (Ruthless) · Watch on YouTube

youtube_video 2p_ficTKUoU · row 2p_ficTKUoU

LAION-DISCO-12M

Da Intro

Listed as Black C, Joe Fresco – Da Intro (Ruthless) · Watch on YouTube

youtube_video 3kRQxzFkOBI · row 3kRQxzFkOBI

LAION-DISCO-12M

Over & Over (feat. Dubb)

Listed as Black C, Joe Fresco – Over & Over (feat. Dubb) (Ruthless) · Watch on YouTube

youtube_video 57SE6xCWaB8 · row 57SE6xCWaB8

LAION-DISCO-12M

Not The Same (feat. Cadence)

Listed as Black C, Joe Fresco – Not The Same (feat. Cadence) (Ruthless) · Watch on YouTube

youtube_video DIO7h1D9HI0 · row DIO7h1D9HI0

LAION-DISCO-12M

Cold Fresh

Listed as Black C, Joe Fresco – Cold Fresh (Ruthless) · Watch on YouTube

youtube_video Nq0yCtUYyto · row Nq0yCtUYyto

LAION-DISCO-12M

Northern Cali

Listed as Black C, Joe Fresco – Northern Cali (Ruthless) · Watch on YouTube

youtube_video Qo4L45V4sX4 · row Qo4L45V4sX4

LAION-DISCO-12M

Keep It Playa

Listed as Black C, Joe Fresco – Keep It Playa (Ruthless) · Watch on YouTube

youtube_video Uy7KlPP6NiU · row Uy7KlPP6NiU

LAION-DISCO-12M

Audi 5000

Listed as Black C, Joe Fresco – Audi 5000 (Ruthless) · Watch on YouTube

youtube_video VU6OQU4-eag · row VU6OQU4-eag

LAION-DISCO-12M

Make It Funky (Funk Mix)

Listed as Black C, Joe Fresco – Make It Funky (Funk Mix) (Make It Funky (9mm Remix)) · Watch on YouTube

youtube_video VxeMhhUIzlk · row VxeMhhUIzlk

LAION-DISCO-12M

Watch This (feat. Dezzy Hollow)

Listed as Black C, Joe Fresco – Watch This (feat. Dezzy Hollow) (Ruthless) · Watch on YouTube

youtube_video WejIRhF1mYU · row WejIRhF1mYU

LAION-DISCO-12M

Da Outro

Listed as Black C, Joe Fresco – Da Outro (Ruthless) · Watch on YouTube

youtube_video bb2FebuqrD0 · row bb2FebuqrD0

LAION-DISCO-12M

Make It Funky (9mm Remix)

Listed as Black C, Joe Fresco – Make It Funky (9mm Remix) (Make It Funky (9mm Remix)) · Watch on YouTube

youtube_video cUddtZrPXgo · row cUddtZrPXgo

LAION-DISCO-12M

Comin Ruthless

Listed as Black C, Joe Fresco – Comin Ruthless (Comin Ruthless) · Watch on YouTube

youtube_video ft2yKfACVFg · row ft2yKfACVFg

LAION-DISCO-12M

Game Chose Me (feat. Anthony Danza)

Listed as Black C, Joe Fresco – Game Chose Me (feat. Anthony Danza) (Ruthless) · Watch on YouTube

youtube_video jaqWRvO-XzU · row jaqWRvO-XzU

LAION-DISCO-12M

Dope N!ggaz

Listed as Black C, Joe Fresco – Dope N!ggaz (Ruthless) · Watch on YouTube

youtube_video lHKOJHlQxdY · row lHKOJHlQxdY

LAION-DISCO-12M

Psycho Alpha (feat. Selena Marie)

Listed as Black C, Joe Fresco – Psycho Alpha (feat. Selena Marie) (Ruthless) · Watch on YouTube

youtube_video ojxxI1HGUts · row ojxxI1HGUts

LAION-DISCO-12M

Stick 2 Da Code

Listed as Black C, Joe Fresco – Stick 2 Da Code (Ruthless) · Watch on YouTube

youtube_video pcsDLzUtrNA · row pcsDLzUtrNA

LAION-DISCO-12M

Audi 5000 (Eclectic Mix)

Listed as Black C, Joe Fresco – Audi 5000 (Eclectic Mix) (Audi 5000) · Watch on YouTube

youtube_video sCgoxnJ4b4Y · row sCgoxnJ4b4Y

LAION-DISCO-12M

Comin Ruthless (Mekoh Mix)

Listed as Black C, Joe Fresco – Comin Ruthless (Mekoh Mix) (Comin Ruthless (Mekoh Mix)) · Watch on YouTube

youtube_video uTLdCR6A1lM · row uTLdCR6A1lM

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.