Yes. The Beach Boys has 148 songs listed in a dataset used to train AI music models.

Used for training 148

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 Lonely Sea (Stereo/Remastered 2001), Break Away, Let Him Run Wild (Remastered 2001)

Listed under the artist name 148 songs in LAION-DISCO-12M

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

Lonely Sea (Stereo/Remastered 2001)

Listed as The Beach Boys – Lonely Sea (Stereo/Remastered 2001) (Surfin' USA) · Watch on YouTube

youtube_video 06B_1t6-WKM · row 06B_1t6-WKM

LAION-DISCO-12M

Break Away

Listed as The Beach Boys – Break Away (The Warmth Of The Sun) · Watch on YouTube

youtube_video 1pczK-lEwZE · row 1pczK-lEwZE

LAION-DISCO-12M

Let Him Run Wild (Remastered 2001)

Listed as The Beach Boys – Let Him Run Wild (Remastered 2001) (Summer Days (And Summer Nights)) · Watch on YouTube

youtube_video 2bO0yAY7rIg · row 2bO0yAY7rIg

LAION-DISCO-12M

Deirdre

Listed as The Beach Boys – Deirdre (Feel Flows: The Sunflower & Surf’s Up Sessions 1969-1971 (Super Deluxe)) · Watch on YouTube

youtube_video 2hNH2rl3YEI · row 2hNH2rl3YEI

LAION-DISCO-12M

Your Summer Dream (Remastered 2001)

Listed as The Beach Boys – Your Summer Dream (Remastered 2001) (Surfer Girl) · Watch on YouTube

youtube_video 2vYtvUC3Op4 · row 2vYtvUC3Op4

LAION-DISCO-12M

That's Why God Made The Radio

Listed as The Beach Boys – That's Why God Made The Radio (That's Why God Made the Radio) · Watch on YouTube

youtube_video 4OU7ZAVuTqI · row 4OU7ZAVuTqI

LAION-DISCO-12M

I Get Around (Live/2012)

Listed as The Beach Boys – I Get Around (Live/2012) (Live - The 50th Anniversary Tour) · Watch on YouTube

youtube_video 5X38-mQWDVY · row 5X38-mQWDVY

LAION-DISCO-12M

Little Saint Nick (1991 Remix)

Listed as The Beach Boys – Little Saint Nick (1991 Remix) (The Beach Boys' Christmas Album) · Watch on YouTube

youtube_video 5pnnF5FFDMM · row 5pnnF5FFDMM

LAION-DISCO-12M

Surfer Girl (Mono)

Listed as The Beach Boys – Surfer Girl (Mono) (Surfer Girl (Mono & Stereo)) · Watch on YouTube

youtube_video BuBaz0RMOvE · row BuBaz0RMOvE

LAION-DISCO-12M

Good Vibrations (Live)

Listed as The Beach Boys – Good Vibrations (Live) (Good Timin' - Live At Knebworth 1980) · Watch on YouTube

youtube_video CyP2CZYkhGc · row CyP2CZYkhGc

LAION-DISCO-12M

A Day In The Life Of A Tree (Remastered 2009)

Listed as The Beach Boys – A Day In The Life Of A Tree (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video DBAhT-_dLes · row DBAhT-_dLes

LAION-DISCO-12M

Summertime Blues

Listed as The Beach Boys – Summertime Blues (Surfer Girl) · Watch on YouTube

youtube_video GIz_Zw-37b0 · row GIz_Zw-37b0

LAION-DISCO-12M

Papa-Oom-Mow-Mow

Listed as Beach Boys – Papa-Oom-Mow-Mow (Transmission Impossible) · Watch on YouTube

youtube_video Ghr-IRTHJBc · row Ghr-IRTHJBc

LAION-DISCO-12M

Don't Worry Baby (Stereo Session Outtake With Alternate Lead Vocal)

Listed as The Beach Boys – Don't Worry Baby (Stereo Session Outtake With Alternate Lead Vocal) (Made In California) · Watch on YouTube

youtube_video Ic7MovwBfck · row Ic7MovwBfck

LAION-DISCO-12M

Never Learn Not To Love (Remastered 2001)

Listed as The Beach Boys – Never Learn Not To Love (Remastered 2001) (20/20) · Watch on YouTube

youtube_video JacmCO7GDR4 · row JacmCO7GDR4

LAION-DISCO-12M

Do You Wanna Dance? (Stereo)

Listed as The Beach Boys – Do You Wanna Dance? (Stereo) (The Beach Boys Today! (Mono & Stereo)) · Watch on YouTube

youtube_video JeSOrzPY5t8 · row JeSOrzPY5t8

LAION-DISCO-12M

Do It Again (2012 Stereo Mix)

Listed as The Beach Boys – Do It Again (2012 Stereo Mix) (Made In California) · Watch on YouTube

youtube_video NQcuUYAJxhc · row NQcuUYAJxhc

LAION-DISCO-12M

California Saga (California) (Remastered 2000)

Listed as The Beach Boys – California Saga (California) (Remastered 2000) (Holland (Remastered 2000)) · Watch on YouTube

youtube_video Niib3CNFQx8 · row Niib3CNFQx8

LAION-DISCO-12M

Good To My Baby

Listed as The Beach Boys – Good To My Baby (The Beach Boys Today!) · Watch on YouTube

youtube_video OV6SCAaH9S0 · row OV6SCAaH9S0

LAION-DISCO-12M

This Whole World (Remastered 2009)

Listed as The Beach Boys – This Whole World (Remastered 2009) (Sunflower) · Watch on YouTube

youtube_video Oe6y_7NnLFU · row Oe6y_7NnLFU

LAION-DISCO-12M

Cool, Cool Water

Listed as The Beach Boys – Cool, Cool Water (Feel Flows: The Sunflower & Surf’s Up Sessions 1969-1971 (Super Deluxe)) · Watch on YouTube

youtube_video Oj3ty8Y_wrg · row Oj3ty8Y_wrg

LAION-DISCO-12M

Cotton Fields

Listed as The Beach Boys – Cotton Fields (Doo Wop Comeback, Vol. 3) · Watch on YouTube

youtube_video P1MnUGtYEYI · row P1MnUGtYEYI

LAION-DISCO-12M

Hushabye (Stereo)

Listed as The Beach Boys – Hushabye (Stereo) (All Summer Long (Mono & Stereo)) · Watch on YouTube

youtube_video QB0h2lbHtPg · row QB0h2lbHtPg

LAION-DISCO-12M

Surf's Up

Listed as The Beach Boys – Surf's Up (The Smile Sessions) · Watch on YouTube

youtube_video S22a1CITgj0 · row S22a1CITgj0

LAION-DISCO-12M

Car Crazy Cutie

Listed as The Beach Boys – Car Crazy Cutie (Little Deuce Coupe) · Watch on YouTube

youtube_video SFX4tu0LAaQ · row SFX4tu0LAaQ

LAION-DISCO-12M

Cabinessence (Remastered 2001)

Listed as The Beach Boys – Cabinessence (Remastered 2001) (20/20) · Watch on YouTube

youtube_video WA_kZR1kPug · row WA_kZR1kPug

LAION-DISCO-12M

Surfers Rule (Remastered 2001)

Listed as The Beach Boys – Surfers Rule (Remastered 2001) (Surfer Girl) · Watch on YouTube

youtube_video XV6TR7YbGmM · row XV6TR7YbGmM

LAION-DISCO-12M

Surf City

Listed as The Beach Boys – Surf City (The Beach Boys and Jan & Dean) · Watch on YouTube

youtube_video YcJvnR13bRU · row YcJvnR13bRU

LAION-DISCO-12M

Don't Go Near The Water (Remastered 2009)

Listed as The Beach Boys – Don't Go Near The Water (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video YpJ-pLYmDHU · row YpJ-pLYmDHU

LAION-DISCO-12M

Auld Lang Syne

Listed as The Beach Boys – Auld Lang Syne (Great Old Songs, Vol. 5) · Watch on YouTube

youtube_video Zp7iNY4NV3w · row Zp7iNY4NV3w

LAION-DISCO-12M

The Little Girl I Once Knew

Listed as The Beach Boys – The Little Girl I Once Knew (Good Vibrations: Thirty Years Of The Beach Boys) · Watch on YouTube

youtube_video aarxMpMM-f8 · row aarxMpMM-f8

LAION-DISCO-12M

Misirlou (Remastered 2001)

Listed as The Beach Boys – Misirlou (Remastered 2001) (Surfin' USA) · Watch on YouTube

youtube_video aend_9zt2bA · row aend_9zt2bA

LAION-DISCO-12M

Add Some Music To Your Day (Remastered 2009)

Listed as The Beach Boys – Add Some Music To Your Day (Remastered 2009) (Sunflower) · Watch on YouTube

youtube_video cV_HsHto2aI · row cV_HsHto2aI

LAION-DISCO-12M

I Get Around (Live)

Listed as The Beach Boys – I Get Around (Live) (Good Timin' - Live At Knebworth 1980) · Watch on YouTube

youtube_video gLOsy1i_5TY · row gLOsy1i_5TY

LAION-DISCO-12M

'Til I Die (Alternate Mix)

Listed as The Beach Boys – 'Til I Die (Alternate Mix) (Endless Harmony Soundtrack) · Watch on YouTube

youtube_video hIa9TPLh0bQ · row hIa9TPLh0bQ

LAION-DISCO-12M

Farmer's Daughter (Remastered 2001)

Listed as The Beach Boys – Farmer's Daughter (Remastered 2001) (Surfin' USA) · Watch on YouTube

youtube_video hde12hPSJjw · row hde12hPSJjw

LAION-DISCO-12M

The Surfer Moon (Remastered 2001)

Listed as The Beach Boys – The Surfer Moon (Remastered 2001) (Surfer Girl) · Watch on YouTube

youtube_video hn9yozBz9Ys · row hn9yozBz9Ys

LAION-DISCO-12M

Vegetables (Remastered 2001)

Listed as The Beach Boys – Vegetables (Remastered 2001) (Smiley Smile) · Watch on YouTube

youtube_video iRSrrFOTlDY · row iRSrrFOTlDY

LAION-DISCO-12M

Carl Wilson

Listed as Carl Wilson, The Beach Boys – Carl Wilson (Hawthorne, CA) · Watch on YouTube

youtube_video lzKUHuiqJSk · row lzKUHuiqJSk

LAION-DISCO-12M

She Knows Me Too Well

Listed as The Beach Boys – She Knows Me Too Well (The Beach Boys Today!) · Watch on YouTube

youtube_video nxtp7pl8ijs · row nxtp7pl8ijs

LAION-DISCO-12M

Do You Like Worms

Listed as The Beach Boys – Do You Like Worms (Good Vibrations: Thirty Years Of The Beach Boys) · Watch on YouTube

youtube_video o37ExZiVTrE · row o37ExZiVTrE

LAION-DISCO-12M

Slip On Through (Remastered 2009)

Listed as The Beach Boys – Slip On Through (Remastered 2009) (Sunflower) · Watch on YouTube

youtube_video oSXsl6V7c8Y · row oSXsl6V7c8Y

LAION-DISCO-12M

That's Not Me (Mono)

Listed as The Beach Boys – That's Not Me (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video oeMGoRNhmnM · row oeMGoRNhmnM

LAION-DISCO-12M

Surfin' U.S.A.

Listed as Beach Boys – Surfin' U.S.A. (California) · Watch on YouTube

youtube_video w56JmZ4jGIs · row w56JmZ4jGIs

LAION-DISCO-12M

Wouldn't It Be Nice (Remastered 1999)

Listed as The Beach Boys – Wouldn't It Be Nice (Remastered 1999) (Wednesday Hump Day) · Watch on YouTube

youtube_video wYknNlbdMHM · row wYknNlbdMHM

LAION-DISCO-12M

The Bed Montage (From “Love & Mercy – The Life, Love And Genius Of Brian Wilson” Soundtrack)

Listed as Atticus Ross, The Beach Boys, The Four Freshmen – The Bed Montage (From “Love & Mercy – The Life, Love And Genius Of Brian Wilson” Soundtrack) (Love & Mercy – The Life, Love And Genius Of Brian Wilson (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video xg2j3z3PU0Y · row xg2j3z3PU0Y

LAION-DISCO-12M

Friends (Remastered 2001)

Listed as The Beach Boys – Friends (Remastered 2001) (Friends) · Watch on YouTube

youtube_video y-ECuo-XEXk · row y-ECuo-XEXk

LAION-DISCO-12M

Darlin’

Listed as The Beach Boys, Royal Philharmonic Orchestra – Darlin’ (The Beach Boys With The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video ynkiBPvuSXo · row ynkiBPvuSXo

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.