Yes. Mama Cass has 93 songs listed in a dataset used to train AI music models.

Used for training 93

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 Lady Love, Dream A Little Dream Of Me, Didn'T Want To Have To Do It

Listed under the artist name 93 songs in LAION-DISCO-12M

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

Lady Love

Listed as Mama Cass – Lady Love (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video 2HfCtRQ1Ojc · row 2HfCtRQ1Ojc

LAION-DISCO-12M

Dream A Little Dream Of Me

Listed as Barry Manilow, Mama Cass – Dream A Little Dream Of Me (My Dream Duets) · Watch on YouTube

youtube_video 2TfWRCxmteo · row 2TfWRCxmteo

LAION-DISCO-12M

Didn'T Want To Have To Do It

Listed as Cass Elliot – Didn'T Want To Have To Do It (Parade Of Broken Hearts, Vol. 4- "A Little Game") · Watch on YouTube

youtube_video 51TZ1pYAir8 · row 51TZ1pYAir8

LAION-DISCO-12M

It's Getting Better

Listed as Mama Cass – It's Getting Better (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video 5i8Lir_ysis · row 5i8Lir_ysis

LAION-DISCO-12M

When It Doesn't Work Out (Digitally Remastered)

Listed as Cass Elliot – When It Doesn't Work Out (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video 616JfjUcFxE · row 616JfjUcFxE

LAION-DISCO-12M

Jesus Was A Cross Maker (Digitally Remastered)

Listed as Cass Elliot – Jesus Was A Cross Maker (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video 7sUTaEJx2Cs · row 7sUTaEJx2Cs

LAION-DISCO-12M

Disney Girls (Digitally Remastered)

Listed as Cass Elliot – Disney Girls (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video D52LRYhPy7M · row D52LRYhPy7M

LAION-DISCO-12M

California Earthquake

Listed as Mama Cass – California Earthquake (Dream A Little Dream) · Watch on YouTube

youtube_video EansKebkU3c · row EansKebkU3c

LAION-DISCO-12M

Make Your Own Kind Of Music (Sped Up)

Listed as Mama Cass – Make Your Own Kind Of Music (Sped Up) (Make Your Own Kind Of Music (Sped Up)) · Watch on YouTube

youtube_video ExSJDaVHWLM · row ExSJDaVHWLM

LAION-DISCO-12M

I'll Be Home (Digitally Remastered)

Listed as Cass Elliot – I'll Be Home (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video I7j7qAWCGdM · row I7j7qAWCGdM

LAION-DISCO-12M

(If You're Gonna) Break Another Heart

Listed as Cass Elliot – (If You're Gonna) Break Another Heart (The Road Is No Place For A Lady) · Watch on YouTube

youtube_video Kg_ijWD3PkY · row Kg_ijWD3PkY

LAION-DISCO-12M

He's A Runner

Listed as Mama Cass – He's A Runner (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video Lxw6AbrtWVY · row Lxw6AbrtWVY

LAION-DISCO-12M

Blow Me A Kiss

Listed as Mama Cass – Blow Me A Kiss (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video PBH9GZKFvro · row PBH9GZKFvro

LAION-DISCO-12M

Oh Babe, What Would You Say

Listed as Cass Elliot – Oh Babe, What Would You Say (The Road Is No Place For A Lady) · Watch on YouTube

youtube_video PwH_VDrXLSk · row PwH_VDrXLSk

LAION-DISCO-12M

When I Just Wear My Smile

Listed as Mama Cass – When I Just Wear My Smile (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video RQFci9Qbsh8 · row RQFci9Qbsh8

LAION-DISCO-12M

I Can Dream, Can't I?

Listed as Mama Cass – I Can Dream, Can't I? (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video Sv7_pWKLcT4 · row Sv7_pWKLcT4

LAION-DISCO-12M

One Way Ticket

Listed as Mama Cass – One Way Ticket (Mama's Big Ones) · Watch on YouTube

youtube_video U2V2n4_szsY · row U2V2n4_szsY

LAION-DISCO-12M

Move In A Little Closer, Baby

Listed as Mama Cass – Move In A Little Closer, Baby (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video Vjyu6N9lCR4 · row Vjyu6N9lCR4

LAION-DISCO-12M

On And On

Listed as Dave Mason, Cass Elliot – On And On (Dave Mason & Cass Elliot) · Watch on YouTube

youtube_video X9SPiKNsD3E · row X9SPiKNsD3E

LAION-DISCO-12M

Say Hello

Listed as Cass Elliot – Say Hello (The Road Is No Place For A Lady) · Watch on YouTube

youtube_video Y3O_v06UuY4 · row Y3O_v06UuY4

LAION-DISCO-12M

Rubber Band

Listed as Mama Cass – Rubber Band (Dream A Little Dream) · Watch on YouTube

youtube_video Z2PKJWBeeZw · row Z2PKJWBeeZw

LAION-DISCO-12M

The Good Times Are Coming

Listed as Cass Elliot – The Good Times Are Coming (Mama's Big Ones) · Watch on YouTube

youtube_video _jdLio8CiCk · row _jdLio8CiCk

LAION-DISCO-12M

I'll Be There (Digitally Remastered)

Listed as Cass Elliot – I'll Be There (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video a4PhMGZVV3c · row a4PhMGZVV3c

LAION-DISCO-12M

I Think It's Going To Rain Today (Digitally Remastered)

Listed as Cass Elliot – I Think It's Going To Rain Today (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video bfXy35rtXAY · row bfXy35rtXAY

LAION-DISCO-12M

Cherries Jubilee (Digitally Remastered)

Listed as Cass Elliot – Cherries Jubilee (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video cdKkiBdAZ1M · row cdKkiBdAZ1M

LAION-DISCO-12M

New World Coming

Listed as Cass Elliot – New World Coming (Mama's Big Ones) · Watch on YouTube

youtube_video gi2TWDTEDFA · row gi2TWDTEDFA

LAION-DISCO-12M

Make Your Own Kind Of Music

Listed as Mama Cass – Make Your Own Kind Of Music (Mama's Big Ones) · Watch on YouTube

youtube_video iQ7dTMPwUi8 · row iQ7dTMPwUi8

LAION-DISCO-12M

Easy Come, Easy Go

Listed as Mama Cass – Easy Come, Easy Go (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video jZv7z-zgTYI · row jZv7z-zgTYI

LAION-DISCO-12M

Sit And Wonder

Listed as Dave Mason, Cass Elliot – Sit And Wonder (Dave Mason & Cass Elliot) · Watch on YouTube

youtube_video kt5xNdDC8fg · row kt5xNdDC8fg

LAION-DISCO-12M

Walk To The Point

Listed as Dave Mason, Cass Elliot – Walk To The Point (Dave Mason & Cass Elliot) · Watch on YouTube

youtube_video mc__7LkRwxg · row mc__7LkRwxg

LAION-DISCO-12M

A Song That Never Comes (Mono Single Mix)

Listed as Cass Elliot – A Song That Never Comes (Mono Single Mix) (Mama's Big Ones) · Watch on YouTube

youtube_video nF08zRUDVy4 · row nF08zRUDVy4

LAION-DISCO-12M

Talkin' To Your Toothbrush

Listed as Mama Cass – Talkin' To Your Toothbrush (Dream A Little Dream) · Watch on YouTube

youtube_video nPLhu6Q_WbY · row nPLhu6Q_WbY

LAION-DISCO-12M

Wild Woman

Listed as Mama Cass – Wild Woman (50 Best Unchained Melodies Vol. 1) · Watch on YouTube

youtube_video nm62877719k · row nm62877719k

LAION-DISCO-12M

You Know Who I Am

Listed as Mama Cass – You Know Who I Am (Dream A Little Dream) · Watch on YouTube

youtube_video olpY48ztnm0 · row olpY48ztnm0

LAION-DISCO-12M

That Song (Digitally Remastered)

Listed as Cass Elliot – That Song (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video pmOfDhuaDig · row pmOfDhuaDig

LAION-DISCO-12M

Ain't Nobody Else Like You

Listed as Cass Elliot – Ain't Nobody Else Like You (Mama's Big Ones) · Watch on YouTube

youtube_video pp7AFOtt5DI · row pp7AFOtt5DI

LAION-DISCO-12M

Darling Be Home Soon (Outtake)

Listed as Cass Elliot – Darling Be Home Soon (Outtake) (The Complete Cass Elliot Solo Collection 1968-71) · Watch on YouTube

youtube_video rIctZK2nL9I · row rIctZK2nL9I

LAION-DISCO-12M

The Room Nobody Lives In

Listed as Mama Cass – The Room Nobody Lives In (Dream A Little Dream) · Watch on YouTube

youtube_video r_7k0Fu4fF8 · row r_7k0Fu4fF8

LAION-DISCO-12M

I'm Coming to the Best Part of My Life (Live)

Listed as Cass Elliot – I'm Coming to the Best Part of My Life (Live) (Don't Call Me Mama Anymore & Rarities: Her Final Recordings (Live)) · Watch on YouTube

youtube_video ryqGSdcYU8k · row ryqGSdcYU8k

LAION-DISCO-12M

When Love Was Not A Word

Listed as Cass Elliot – When Love Was Not A Word (The Road Is No Place For A Lady) · Watch on YouTube

youtube_video s7iPbHBKQuU · row s7iPbHBKQuU

LAION-DISCO-12M

Baby I'm Yours (Digitally Remastered)

Listed as Cass Elliot – Baby I'm Yours (Digitally Remastered) (Cass Elliot (With Bonus Tracks)) · Watch on YouTube

youtube_video sfaO_ThaGhs · row sfaO_ThaGhs

LAION-DISCO-12M

Does Anybody Love You

Listed as Cass Elliot – Does Anybody Love You (The Road Is No Place For A Lady) · Watch on YouTube

youtube_video sgcu9neETT4 · row sgcu9neETT4

LAION-DISCO-12M

Blues For Breakfast

Listed as Mama Cass – Blues For Breakfast (Dream A Little Dream) · Watch on YouTube

youtube_video svQgWIDAxYs · row svQgWIDAxYs

LAION-DISCO-12M

Don't Call Me Mama Anymore (Live)

Listed as Cass Elliot – Don't Call Me Mama Anymore (Live) (Don't Call Me Mama Anymore & Rarities: Her Final Recordings (Live)) · Watch on YouTube

youtube_video tLmuhBfUQ7k · row tLmuhBfUQ7k

LAION-DISCO-12M

Don't Let The Good Life Pass You By

Listed as Mama Cass – Don't Let The Good Life Pass You By (Mama's Big Ones) · Watch on YouTube

youtube_video u-s62ZdMjKE · row u-s62ZdMjKE

LAION-DISCO-12M

Sour Grapes

Listed as Mama Cass – Sour Grapes (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video ur9lcBMN1mw · row ur9lcBMN1mw

LAION-DISCO-12M

Welcome To The World

Listed as Mama Cass – Welcome To The World (Bubblegum, Lemonade &...Something For Mama) · Watch on YouTube

youtube_video wZGaVymFcX4 · row wZGaVymFcX4

LAION-DISCO-12M

Different

Listed as Cass Elliot – Different (The Complete Cass Elliot Solo Collection 1968-71) · Watch on YouTube

youtube_video wuzc9YKFeyM · row wuzc9YKFeyM

LAION-DISCO-12M

Sweet Believer

Listed as Mama Cass – Sweet Believer (Dream A Little Dream) · Watch on YouTube

youtube_video zaRwrgkOofg · row zaRwrgkOofg

LAION-DISCO-12M

Dream A Little Dream Of Me

Listed as Mama Cass – Dream A Little Dream Of Me (Dream A Little Dream) · Watch on YouTube

youtube_video zz4Et_XUMiI · row zz4Et_XUMiI

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.