Yes. Raf-Saperra has 30 songs listed in a dataset used to train AI music models.

Used for training 30

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 Lalkaareh, Saperra (Gang Jatt Di), Table Top Boliyan (Prelude)

Listed under the artist name 30 songs in LAION-DISCO-12M

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

Lalkaareh

Listed as Raf Saperra – Lalkaareh (Lalkaareh (Let Tha Boyz Be Boyz)) · Watch on YouTube

youtube_video -nb5qO8QkKA · row -nb5qO8QkKA

LAION-DISCO-12M

Saperra (Gang Jatt Di)

Listed as Raf Saperra – Saperra (Gang Jatt Di) (Ruff Around The Edges) · Watch on YouTube

youtube_video 0nJJr-LqVfg · row 0nJJr-LqVfg

LAION-DISCO-12M

Table Top Boliyan (Prelude)

Listed as Raf Saperra – Table Top Boliyan (Prelude) (Ruff Around The Edges) · Watch on YouTube

youtube_video 34KEGu2cl-c · row 34KEGu2cl-c

LAION-DISCO-12M

Skit - Pirate Radio Station

Listed as Raf Saperra – Skit - Pirate Radio Station (Ruff Around The Edges) · Watch on YouTube

youtube_video 3QJTIFU3JI0 · row 3QJTIFU3JI0

LAION-DISCO-12M

Off Endz (feat. Japjeet Sandhu)

Listed as Raf-Saperra, Taj Aulakh – Off Endz (feat. Japjeet Sandhu) (5 Deadly Venomz) · Watch on YouTube

youtube_video 3T_UKkvM7Mk · row 3T_UKkvM7Mk

LAION-DISCO-12M

Skit - The Bhangra Helpline

Listed as Raf Saperra – Skit - The Bhangra Helpline (Ruff Around The Edges) · Watch on YouTube

youtube_video 3fsPpGWo5XM · row 3fsPpGWo5XM

LAION-DISCO-12M

Mast Qalandar (The Sufi Qawali Joint)

Listed as Raf Saperra – Mast Qalandar (The Sufi Qawali Joint) (Ruff Around The Edges) · Watch on YouTube

youtube_video 4U8pNOaIOHY · row 4U8pNOaIOHY

LAION-DISCO-12M

Jatti Lahore Di (feat. Naseebo Lal)

Listed as Raf Saperra – Jatti Lahore Di (feat. Naseebo Lal) (Ruff Around The Edges) · Watch on YouTube

youtube_video 4hE2sm9v8Is · row 4hE2sm9v8Is

LAION-DISCO-12M

Gaah

Listed as Raf Saperra, J-Statik – Gaah (Gaah) · Watch on YouTube

youtube_video AJXfyuhFUd0 · row AJXfyuhFUd0

LAION-DISCO-12M

Skit - Don't You Love Me?

Listed as Raf Saperra – Skit - Don't You Love Me? (Ruff Around The Edges) · Watch on YouTube

youtube_video C7T05SmvVDE · row C7T05SmvVDE

LAION-DISCO-12M

Glassy Riddim

Listed as Raf-Saperra – Glassy Riddim (Glassy Riddim) · Watch on YouTube

youtube_video O1OMs69dzgc · row O1OMs69dzgc

LAION-DISCO-12M

Outro

Listed as Raf Saperra – Outro (Ruff Around The Edges) · Watch on YouTube

youtube_video USJVgbCIN8I · row USJVgbCIN8I

LAION-DISCO-12M

N.L.S. (Nach Le Soniye)

Listed as Raf Saperra – N.L.S. (Nach Le Soniye) (N.L.S. (Nach Le Soniye)) · Watch on YouTube

youtube_video X12S70xA-Lk · row X12S70xA-Lk

LAION-DISCO-12M

Modern Mirza

Listed as Raf-Saperra – Modern Mirza (Modern Mirza) · Watch on YouTube

youtube_video ZOsGE1PLUdE · row ZOsGE1PLUdE

LAION-DISCO-12M

Tales Of The Snake Charmer (feat. Myrgasmic)

Listed as Raf Saperra – Tales Of The Snake Charmer (feat. Myrgasmic) (Ruff Around The Edges) · Watch on YouTube

youtube_video _YmZPkuPA5w · row _YmZPkuPA5w

LAION-DISCO-12M

Capital Gainz

Listed as DesiFrenzy, G.S.Nawepindiya, Raf-Saperra – Capital Gainz (Capital Gainz) · Watch on YouTube

youtube_video fbb7xHkEmrw · row fbb7xHkEmrw

LAION-DISCO-12M

Hood Harvest

Listed as Raf-Saperra, Dave East, Big Body Bes, Bobby Kang – Hood Harvest (5 Deadly Venomz) · Watch on YouTube

youtube_video jp2NfmVhLGs · row jp2NfmVhLGs

LAION-DISCO-12M

Skit - Aunty Killer!

Listed as Raf Saperra – Skit - Aunty Killer! (Ruff Around The Edges) · Watch on YouTube

youtube_video l1FAa_mSspU · row l1FAa_mSspU

LAION-DISCO-12M

Venomz Boliyan

Listed as Raf-Saperra, Bobby Kang – Venomz Boliyan (5 Deadly Venomz) · Watch on YouTube

youtube_video mkIRJfJsKVI · row mkIRJfJsKVI

LAION-DISCO-12M

Rolling Thunder

Listed as Raf-Saperra, Conway the Machine, Taj Aulakh – Rolling Thunder (5 Deadly Venomz) · Watch on YouTube

youtube_video n-ZghMmffY0 · row n-ZghMmffY0

LAION-DISCO-12M

Intro

Listed as Raf Saperra – Intro (Ruff Around The Edges) · Watch on YouTube

youtube_video nS-mhH673qE · row nS-mhH673qE

LAION-DISCO-12M

Kehra Pind?

Listed as Raf Saperra – Kehra Pind? (Kehra Pind?) · Watch on YouTube

youtube_video quwQ18KEjyc · row quwQ18KEjyc

LAION-DISCO-12M

Simplicit

Listed as Raf Saperra – Simplicit (Simplicit) · Watch on YouTube

youtube_video rA2ASPaEnvg · row rA2ASPaEnvg

LAION-DISCO-12M

Saari Ummar (Desi Sad Joint)

Listed as Raf Saperra – Saari Ummar (Desi Sad Joint) (Ruff Around The Edges) · Watch on YouTube

youtube_video ru-G3eM4iFs · row ru-G3eM4iFs

LAION-DISCO-12M

Ranjha

Listed as Raf-Saperra, Taj Aulakh – Ranjha (Ranjha) · Watch on YouTube

youtube_video sSPMcrtj2lw · row sSPMcrtj2lw

LAION-DISCO-12M

Milli - 1

Listed as Raf Saperra, Desi Frenzy – Milli - 1 (Milli - 1) · Watch on YouTube

youtube_video uVYZPNFbET4 · row uVYZPNFbET4

LAION-DISCO-12M

Skit - Fan Mail

Listed as Raf Saperra – Skit - Fan Mail (Ruff Around The Edges) · Watch on YouTube

youtube_video wVI1LWkh_Wo · row wVI1LWkh_Wo

LAION-DISCO-12M

Badami Rangiye (feat. Loun)

Listed as Raf Saperra – Badami Rangiye (feat. Loun) (Ruff Around The Edges) · Watch on YouTube

youtube_video xD9WTACrZ6Y · row xD9WTACrZ6Y

LAION-DISCO-12M

Taveet

Listed as Raf Saperra – Taveet (Ruff Around The Edges) · Watch on YouTube

youtube_video xK5ERaGGo0Q · row xK5ERaGGo0Q

LAION-DISCO-12M

Skit - Words From The Wise (feat. Ustaad Latafat Ali Khan)

Listed as Raf Saperra – Skit - Words From The Wise (feat. Ustaad Latafat Ali Khan) (Ruff Around The Edges) · Watch on YouTube

youtube_video ycypUg76odk · row ycypUg76odk

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.