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 Little Saint Nick, Wouldn’t It Be Nice, Surfin' U.S.A. (2001 Digital Remaster)

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.

Little Saint Nick

Listed as The Beach Boys – Little Saint Nick (Little Saint Nick) · Watch on YouTube

youtube_video -BLObitxfeM · row -BLObitxfeM

LAION-DISCO-12M

Wouldn’t It Be Nice

Listed as The Beach Boys, Royal Philharmonic Orchestra – Wouldn’t It Be Nice (The Beach Boys With The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video 35uEqRcA2RE · row 35uEqRcA2RE

LAION-DISCO-12M

Surfin' U.S.A. (2001 Digital Remaster)

Listed as The Beach Boys – Surfin' U.S.A. (2001 Digital Remaster) (SWR1 Sommerhits) · Watch on YouTube

youtube_video 6UYxj3TmqM8 · row 6UYxj3TmqM8

LAION-DISCO-12M

Lady Lynda (Remastered 2000)

Listed as The Beach Boys – Lady Lynda (Remastered 2000) (L.A. (Light Album)) · Watch on YouTube

youtube_video 6i86jmFE8dc · row 6i86jmFE8dc

LAION-DISCO-12M

You Still Believe In Me (Mono)

Listed as The Beach Boys – You Still Believe In Me (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video 6tXNgoWNR78 · row 6tXNgoWNR78

LAION-DISCO-12M

Good Vibrations (Live On The Ed Sullivan Show, October 13, 1968)

Listed as The Beach Boys – Good Vibrations (Live On The Ed Sullivan Show, October 13, 1968) (Good Vibrations (Live On The Ed Sullivan Show, October 13, 1968)) · Watch on YouTube

youtube_video 7mjEPJveIJI · row 7mjEPJveIJI

LAION-DISCO-12M

Little Honda

Listed as The Beach Boys – Little Honda (All Summer Long) · Watch on YouTube

youtube_video BvOWI53K2iY · row BvOWI53K2iY

LAION-DISCO-12M

I Get Around

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

youtube_video Czjmm9sH4w4 · row Czjmm9sH4w4

LAION-DISCO-12M

Do You Wanna Dance? (US Version / Remastered 2001)

Listed as The Beach Boys – Do You Wanna Dance? (US Version / Remastered 2001) (The Beach Boys Today!) · Watch on YouTube

youtube_video D_q_q4qh1NY · row D_q_q4qh1NY

LAION-DISCO-12M

Pet Sounds

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

youtube_video EeN_NytxKEc · row EeN_NytxKEc

LAION-DISCO-12M

Here Today

Listed as The Beach Boys – Here Today (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video Ef9zt8aCRQo · row Ef9zt8aCRQo

LAION-DISCO-12M

Kokomo

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

youtube_video Ged3BTXiBms · row Ged3BTXiBms

LAION-DISCO-12M

Good Timin' (Remastered 2000)

Listed as The Beach Boys – Good Timin' (Remastered 2000) (L.A. (Light Album)) · Watch on YouTube

youtube_video HKKNc4i1PQo · row HKKNc4i1PQo

LAION-DISCO-12M

Cotton Fields (The Cotton Song) (2020 Stereo Mix)

Listed as The Beach Boys – Cotton Fields (The Cotton Song) (2020 Stereo Mix) (Feel Flows: The Sunflower & Surf’s Up Sessions 1969-1971 (Super Deluxe)) · Watch on YouTube

youtube_video J7g_TPrmJf4 · row J7g_TPrmJf4

LAION-DISCO-12M

Shut Down (2021 Stereo Mix)

Listed as The Beach Boys – Shut Down (2021 Stereo Mix) (Shut Down (2021 Stereo Mix)) · Watch on YouTube

youtube_video Kh6e2WmvZl0 · row Kh6e2WmvZl0

LAION-DISCO-12M

Shut Down

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

youtube_video MMCvTLd9dTM · row MMCvTLd9dTM

LAION-DISCO-12M

409

Listed as The Beach Boys – 409 (Little Deuce Coupe) · Watch on YouTube

youtube_video MYJa99IzWWo · row MYJa99IzWWo

LAION-DISCO-12M

Wouldn't It Be Nice (Live at Live Aid, John F. Kennedy Stadium, 13th July 1985)

Listed as The Beach Boys – Wouldn't It Be Nice (Live at Live Aid, John F. Kennedy Stadium, 13th July 1985) (Live Aid (Live, 13th July 1985)) · Watch on YouTube

youtube_video Ns0OPLf2Vio · row Ns0OPLf2Vio

LAION-DISCO-12M

Feel Flows (Remastered 2009)

Listed as The Beach Boys – Feel Flows (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video OzFQV5rhrb0 · row OzFQV5rhrb0

LAION-DISCO-12M

Dance, Dance, Dance

Listed as The Beach Boys – Dance, Dance, Dance (The Beach Boys Today!) · Watch on YouTube

youtube_video Q_rCmEXaycc · row Q_rCmEXaycc

LAION-DISCO-12M

Long Promised Road (Remastered 2009)

Listed as The Beach Boys – Long Promised Road (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video Qz71IbuEhNM · row Qz71IbuEhNM

LAION-DISCO-12M

Let's Go Away For Awhile

Listed as The Beach Boys – Let's Go Away For Awhile (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video SEoKf52h9ok · row SEoKf52h9ok

LAION-DISCO-12M

Wendy (Stereo)

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

youtube_video TTHWULIEYd8 · row TTHWULIEYd8

LAION-DISCO-12M

Help Me Rhonda (Live)

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

youtube_video UELWGDXICsk · row UELWGDXICsk

LAION-DISCO-12M

Please Let Me Wonder

Listed as The Beach Boys – Please Let Me Wonder (The Beach Boys Today!) · Watch on YouTube

youtube_video WOQ-tn5OmPQ · row WOQ-tn5OmPQ

LAION-DISCO-12M

That's Not Me

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

youtube_video X1XDMaz4TZ4 · row X1XDMaz4TZ4

LAION-DISCO-12M

Surfin' U.S.A. (2021 Stereo Mix)

Listed as The Beach Boys – Surfin' U.S.A. (2021 Stereo Mix) (The Very Best Of The Beach Boys: Sounds Of Summer (Expanded Edition Super Deluxe)) · Watch on YouTube

youtube_video Yx_EDM-nlU4 · row Yx_EDM-nlU4

LAION-DISCO-12M

All I Wanna Do (Remastered 2009)

Listed as The Beach Boys – All I Wanna Do (Remastered 2009) (Sunflower) · Watch on YouTube

youtube_video aVis0FbvJsU · row aVis0FbvJsU

LAION-DISCO-12M

Surfin' USA (Live at Live Aid, John F. Kennedy Stadium, 13th July 1985)

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

youtube_video and78ghBJBI · row and78ghBJBI

LAION-DISCO-12M

Be True to Your School

Listed as The Beach Boys – Be True to Your School (Little Deuce Coupe) · Watch on YouTube

youtube_video blTQzRlsqgM · row blTQzRlsqgM

LAION-DISCO-12M

Come Go With Me (Remastered 2000)

Listed as The Beach Boys – Come Go With Me (Remastered 2000) (M.I.U. Album) · Watch on YouTube

youtube_video bnmTNvm_OeM · row bnmTNvm_OeM

LAION-DISCO-12M

Sloop John B (Live)

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

youtube_video cVGZjkicBbU · row cVGZjkicBbU

LAION-DISCO-12M

'Til I Die (Remastered 2009)

Listed as The Beach Boys – 'Til I Die (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video eXZ_L6zJn1c · row eXZ_L6zJn1c

LAION-DISCO-12M

Wild Honey (Remastered 2001)

Listed as The Beach Boys – Wild Honey (Remastered 2001) (The Very Best Of The Beach Boys: Sounds Of Summer) · Watch on YouTube

youtube_video eeA3Z8As_dc · row eeA3Z8As_dc

LAION-DISCO-12M

All Summer Long

Listed as The Beach Boys – All Summer Long (Endless Summer) · Watch on YouTube

youtube_video egB9gOf3mOI · row egB9gOf3mOI

LAION-DISCO-12M

I'm Waiting For The Day (Mono)

Listed as The Beach Boys – I'm Waiting For The Day (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video fB3utoCRRAk · row fB3utoCRRAk

LAION-DISCO-12M

Surfer Girl (Live)

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

youtube_video fgaL2nT1THk · row fgaL2nT1THk

LAION-DISCO-12M

Surfin’ Sufari

Listed as The Beach Boys – Surfin’ Sufari (Hot Hundred - Holiday Hits) · Watch on YouTube

youtube_video il8arxNp_18 · row il8arxNp_18

LAION-DISCO-12M

Help Me, Rhonda (Stereo)

Listed as The Beach Boys – Help Me, Rhonda (Stereo) (Summer Days (And Summer Nights) (Mono & Stereo)) · Watch on YouTube

youtube_video j1THDLgL_bs · row j1THDLgL_bs

LAION-DISCO-12M

I Know There's An Answer (Mono)

Listed as The Beach Boys – I Know There's An Answer (Mono) (Pet Sounds (Original Mono & Stereo Mix)) · Watch on YouTube

youtube_video jQk2yvkyejw · row jQk2yvkyejw

LAION-DISCO-12M

Hawai

Listed as The Beach Boys – Hawai (Catch a Wave (Surfin´Sounds)) · Watch on YouTube

youtube_video lLsUY5jzIAY · row lLsUY5jzIAY

LAION-DISCO-12M

Surfin'

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

youtube_video lPk0Tba0bzs · row lPk0Tba0bzs

LAION-DISCO-12M

Girls On The Beach

Listed as The Beach Boys – Girls On The Beach (All Summer Long) · Watch on YouTube

youtube_video n2P2qVycjJM · row n2P2qVycjJM

LAION-DISCO-12M

Disney Girls (1957) (Remastered 2009)

Listed as The Beach Boys – Disney Girls (1957) (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video qStlMci-Xx0 · row qStlMci-Xx0

LAION-DISCO-12M

Girl Don't Tell Me (Remastered 2001)

Listed as The Beach Boys – Girl Don't Tell Me (Remastered 2001) (Summer Days (And Summer Nights)) · Watch on YouTube

youtube_video qlug3pN-Ats · row qlug3pN-Ats

LAION-DISCO-12M

Shut Down (1990 Digital Remaster; Stereo)

Listed as The Beach Boys – Shut Down (1990 Digital Remaster; Stereo) (U.S. Singles Collection: The Capitol Years 1962 - 1965) · Watch on YouTube

youtube_video r91kBnm_Gvk · row r91kBnm_Gvk

LAION-DISCO-12M

Wendy (Live On The Ed Sullivan Show, September 27, 1964)

Listed as The Beach Boys – Wendy (Live On The Ed Sullivan Show, September 27, 1964) (Wendy (On "The Ed Sullivan Show", September 27, 1964) [Live]) · Watch on YouTube

youtube_video tLNctmdxmCQ · row tLNctmdxmCQ

LAION-DISCO-12M

Surf's Up (Remastered 2009)

Listed as The Beach Boys – Surf's Up (Remastered 2009) (Surf's Up) · Watch on YouTube

youtube_video v75f5W6LgLM · row v75f5W6LgLM

LAION-DISCO-12M

You're So Good To Me (Remastered 2001)

Listed as The Beach Boys – You're So Good To Me (Remastered 2001) (Summer Days (And Summer Nights)) · Watch on YouTube

youtube_video vo3qNx2m0wE · row vo3qNx2m0wE

LAION-DISCO-12M

Rock And Roll Music

Listed as The Beach Boys – Rock And Roll Music (15 Big Ones) · Watch on YouTube

youtube_video xzyLAfOGc4U · row xzyLAfOGc4U

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.