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 Surf City, Wouldn't It Be Nice (Mono), Wouldn't It Be Nice

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.

Surf City

Listed as The Beach Boys – Surf City (Surf City) · Watch on YouTube

youtube_video 1SVonIblLx0 · row 1SVonIblLx0

LAION-DISCO-12M

Wouldn't It Be Nice (Mono)

Listed as The Beach Boys – Wouldn't It Be Nice (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video 3y44BJgkdZs · row 3y44BJgkdZs

LAION-DISCO-12M

Wouldn't It Be Nice

Listed as The Beach Boys – Wouldn't It Be Nice (Beach Boys & Friends - Surfin' USA) · Watch on YouTube

youtube_video 4B1Ve75YUI0 · row 4B1Ve75YUI0

LAION-DISCO-12M

Caroline, No

Listed as The Beach Boys – Caroline, No (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video 4OCja0WBWYA · row 4OCja0WBWYA

LAION-DISCO-12M

All Summer Long (Mono)

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

youtube_video 5jE5dvo5meI · row 5jE5dvo5meI

LAION-DISCO-12M

409

Listed as The Beach Boys – 409 (Little Deuce Coupe (Original Album Plus Bonus Tracks 1963)) · Watch on YouTube

youtube_video 66UhUbOIK-0 · row 66UhUbOIK-0

LAION-DISCO-12M

Good Vibrations (Live at Live Aid, John F. Kennedy Stadium, 13th July 1985)

Listed as The Beach Boys – Good Vibrations (Live at Live Aid, John F. Kennedy Stadium, 13th July 1985) (Live Aid (Live, 13th July 1985)) · Watch on YouTube

youtube_video 6ztBSFvtquo · row 6ztBSFvtquo

LAION-DISCO-12M

Don't Worry Baby (Remastered 2001)

Listed as The Beach Boys – Don't Worry Baby (Remastered 2001) (Shut Down, Vol. 2) · Watch on YouTube

youtube_video 7SiM1P4_2Fg · row 7SiM1P4_2Fg

LAION-DISCO-12M

God Only Knows

Listed as The Beach Boys – God Only Knows (True Love Ways) · Watch on YouTube

youtube_video A_vzRKKXfW4 · row A_vzRKKXfW4

LAION-DISCO-12M

The Warmth of the Sun (Mono)

Listed as The Beach Boys – The Warmth of the Sun (Mono) (Shut Down, Vol. 2 (Mono & Stereo)) · Watch on YouTube

youtube_video AbCOnOYl0dQ · row AbCOnOYl0dQ

LAION-DISCO-12M

God Only Knows (Mono)

Listed as The Beach Boys – God Only Knows (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video CWPo5SC3zik · row CWPo5SC3zik

LAION-DISCO-12M

Getcha Back (Remastered 2000)

Listed as The Beach Boys – Getcha Back (Remastered 2000) (The Beach Boys) · Watch on YouTube

youtube_video CaRnRp63Aj4 · row CaRnRp63Aj4

LAION-DISCO-12M

California Girls (Stereo)

Listed as The Beach Boys – California Girls (Stereo) (Summer Days (And Summer Nights) (Mono & Stereo)) · Watch on YouTube

youtube_video DR2lvcdKSdU · row DR2lvcdKSdU

LAION-DISCO-12M

You Still Believe In Me

Listed as The Beach Boys – You Still Believe In Me (Pet Sounds (40th Anniversary Edition)) · Watch on YouTube

youtube_video E1xRAUwSOMc · row E1xRAUwSOMc

LAION-DISCO-12M

Be True To Your School (Single Version; Mono)

Listed as The Beach Boys – Be True To Your School (Single Version; Mono) (Good Vibrations: Thirty Years Of The Beach Boys) · Watch on YouTube

youtube_video FQKMAxawrjY · row FQKMAxawrjY

LAION-DISCO-12M

Forever (Remastered 2009)

Listed as The Beach Boys – Forever (Remastered 2009) (Sunflower) · Watch on YouTube

youtube_video HbKlUAu7FVc · row HbKlUAu7FVc

LAION-DISCO-12M

Darlin' (Remastered 2001)

Listed as The Beach Boys – Darlin' (Remastered 2001) (Wild Honey) · Watch on YouTube

youtube_video IDaRmSPqqZQ · row IDaRmSPqqZQ

LAION-DISCO-12M

I Just Wasn't Made For These Times (Mono)

Listed as The Beach Boys – I Just Wasn't Made For These Times (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video IsPHOfqrOWY · row IsPHOfqrOWY

LAION-DISCO-12M

Surfer Girl (Remastered 2001)

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

youtube_video KKjCGRAxEwY · row KKjCGRAxEwY

LAION-DISCO-12M

Surfin' U.S.A. (Stereo)

Listed as The Beach Boys – Surfin' U.S.A. (Stereo) (Surfin' USA (Mono & Stereo)) · Watch on YouTube

youtube_video KcZn05qxVgg · row KcZn05qxVgg

LAION-DISCO-12M

In My Room (Mono)

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

youtube_video M-tQ-yxRQFE · row M-tQ-yxRQFE

LAION-DISCO-12M

Sloop John B

Listed as The Beach Boys – Sloop John B (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video MKdfnyF6U0Y · row MKdfnyF6U0Y

LAION-DISCO-12M

Wipeout

Listed as Fat Boys, The Beach Boys – Wipeout (Music For Partying) · Watch on YouTube

youtube_video Py-vaWYCP4M · row Py-vaWYCP4M

LAION-DISCO-12M

Don't Talk (Put Your Head On My Shoulder) (Mono)

Listed as The Beach Boys – Don't Talk (Put Your Head On My Shoulder) (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video R6HOHAflx1k · row R6HOHAflx1k

LAION-DISCO-12M

I Get Around (Mono)

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

youtube_video RZRme62DaXE · row RZRme62DaXE

LAION-DISCO-12M

I Can Hear Music

Listed as The Beach Boys – I Can Hear Music (20/20) · Watch on YouTube

youtube_video RuNk0Yt_XKk · row RuNk0Yt_XKk

LAION-DISCO-12M

When I Grow Up (To Be a Man) (Stereo)

Listed as The Beach Boys – When I Grow Up (To Be a Man) (Stereo) (The Beach Boys Today! (Mono & Stereo)) · Watch on YouTube

youtube_video S3E0TSyu-Gg · row S3E0TSyu-Gg

LAION-DISCO-12M

Don't Worry Baby (Mono)

Listed as The Beach Boys – Don't Worry Baby (Mono) (Shut Down, Vol. 2 (Mono & Stereo)) · Watch on YouTube

youtube_video TPRibSzXwjo · row TPRibSzXwjo

LAION-DISCO-12M

Catch a Wave (Mono)

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

youtube_video U7C0bWaA7Sw · row U7C0bWaA7Sw

LAION-DISCO-12M

Do It Again (Remastered 2001)

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

youtube_video Y-vMTAzfNOA · row Y-vMTAzfNOA

LAION-DISCO-12M

Fun Fun Fun

Listed as Status Quo, The Beach Boys – Fun Fun Fun (Quo'ing in: The Best of the Noughties) · Watch on YouTube

youtube_video YQEgBmkbYbU · row YQEgBmkbYbU

LAION-DISCO-12M

Sail On, Sailor (Remastered 2000)

Listed as The Beach Boys – Sail On, Sailor (Remastered 2000) (Holland (Remastered 2000)) · Watch on YouTube

youtube_video ZdzC-3UPKbk · row ZdzC-3UPKbk

LAION-DISCO-12M

Do It Again: (On The Ed Sullivan Show) [Live]

Listed as The Beach Boys – Do It Again: (On The Ed Sullivan Show) [Live] (Do It Again: Live On The Ed Sullivan Show (October 13, 1968)) · Watch on YouTube

youtube_video ZmSzmOvKWTg · row ZmSzmOvKWTg

LAION-DISCO-12M

Sufin' Safari

Listed as The Beach Boys – Sufin' Safari (Sufin' Safari) · Watch on YouTube

youtube_video ZtPJQf42GE0 · row ZtPJQf42GE0

LAION-DISCO-12M

Fun, Fun, Fun (Remastered 2001)

Listed as The Beach Boys – Fun, Fun, Fun (Remastered 2001) (Shut Down, Vol. 2) · Watch on YouTube

youtube_video _JasiSpmfsU · row _JasiSpmfsU

LAION-DISCO-12M

California Dreamin'

Listed as The Beach Boys – California Dreamin' (Best Of The Brother Years 1970-1986) · Watch on YouTube

youtube_video _SjWyd7LxZ8 · row _SjWyd7LxZ8

LAION-DISCO-12M

Little Deuce Coupe

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

youtube_video _hUDBGpcZd8 · row _hUDBGpcZd8

LAION-DISCO-12M

Then I Kissed Her (Remastered 2001)

Listed as The Beach Boys – Then I Kissed Her (Remastered 2001) (Summer Days (And Summer Nights)) · Watch on YouTube

youtube_video geHQ3eEpMDs · row geHQ3eEpMDs

LAION-DISCO-12M

Barbara Ann (Single Version / Remastered 2001)

Listed as The Beach Boys – Barbara Ann (Single Version / Remastered 2001) (Beach Boys Party!) · Watch on YouTube

youtube_video i4me2Rbz1Us · row i4me2Rbz1Us

LAION-DISCO-12M

Help Me, Rhonda

Listed as The Beach Boys – Help Me, Rhonda (The Beach Boys Today!) · Watch on YouTube

youtube_video mEJXZL5l_rk · row mEJXZL5l_rk

LAION-DISCO-12M

Good Vibrations (Remastered 2001)

Listed as The Beach Boys – Good Vibrations (Remastered 2001) (Good Vibrations 40th Anniversary) · Watch on YouTube

youtube_video oMfjgQ8ptrE · row oMfjgQ8ptrE

LAION-DISCO-12M

Darlin' (2012 Stereo Mix)

Listed as The Beach Boys – Darlin' (2012 Stereo Mix) (50 Big Ones: Greatest Hits) · Watch on YouTube

youtube_video rhvzMLY8Uxw · row rhvzMLY8Uxw

LAION-DISCO-12M

California Girls (Remix/Remastered 2001)

Listed as The Beach Boys – California Girls (Remix/Remastered 2001) (Summer Days (And Summer Nights)) · Watch on YouTube

youtube_video sMzn350Eofk · row sMzn350Eofk

LAION-DISCO-12M

Surfin' U.S.A. (Mono)

Listed as The Beach Boys – Surfin' U.S.A. (Mono) (Surfin' USA (Mono & Stereo)) · Watch on YouTube

youtube_video sT8FTWrYG6A · row sT8FTWrYG6A

LAION-DISCO-12M

Help Me, Rhonda (Single Version/Remastered 2001)

Listed as The Beach Boys – Help Me, Rhonda (Single Version/Remastered 2001) (Summer Days (And Summer Nights)) · Watch on YouTube

youtube_video ta1vaNczQbg · row ta1vaNczQbg

LAION-DISCO-12M

Surfin' USA

Listed as The Beach Boys – Surfin' USA (Juke Box Graffiti (Original Recordings of the Vinyl Era)) · Watch on YouTube

youtube_video uiO8bsSpMVs · row uiO8bsSpMVs

LAION-DISCO-12M

I Get Around

Listed as The Beach Boys – I Get Around (Encyclopedia Of The 60's - Vol. 1 - CD 2) · Watch on YouTube

youtube_video uvDrLC8RIn4 · row uvDrLC8RIn4

LAION-DISCO-12M

Heroes and Villains (Stereo)

Listed as The Beach Boys – Heroes and Villains (Stereo) (Smiley Smile (Mono & Stereo)) · Watch on YouTube

youtube_video v3GPRIZw_J0 · row v3GPRIZw_J0

LAION-DISCO-12M

Kokomo

Listed as The Beach Boys – Kokomo (The Very Best Of The Beach Boys: Sounds Of Summer) · Watch on YouTube

youtube_video vKGUth_Jo28 · row vKGUth_Jo28

LAION-DISCO-12M

Surfin'

Listed as The Beach Boys – Surfin' (Summer Magic) · Watch on YouTube

youtube_video wAF8kq-wIz0 · row wAF8kq-wIz0

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.