Yes. Natalie Cole has 150 songs listed in a dataset used to train AI music models.

Used for training 150

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 Voy A Apagar La Luz / Contigo Aprendi (Medley), El Día Que Me Quieras, Miss You Like Crazy

Listed under the artist name 150 songs in LAION-DISCO-12M

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

Voy A Apagar La Luz / Contigo Aprendi (Medley)

Listed as Natalie Cole – Voy A Apagar La Luz / Contigo Aprendi (Medley) (Natalie Cole En Español) · Watch on YouTube

youtube_video 7HI3nvSeYwE · row 7HI3nvSeYwE

LAION-DISCO-12M

El Día Que Me Quieras

Listed as Natalie Cole – El Día Que Me Quieras (Natalie Cole En Español) · Watch on YouTube

youtube_video 7VAMa-C7wG0 · row 7VAMa-C7wG0

LAION-DISCO-12M

Miss You Like Crazy

Listed as Natalie Cole – Miss You Like Crazy (Good To Be Back) · Watch on YouTube

youtube_video 7mC2ssAM6B4 · row 7mC2ssAM6B4

LAION-DISCO-12M

I Do

Listed as Freddie Jackson, Natalie Cole – I Do (Good To Be Back) · Watch on YouTube

youtube_video 8RdgbAkvggA · row 8RdgbAkvggA

LAION-DISCO-12M

Mañana De Carnaval

Listed as Natalie Cole – Mañana De Carnaval (Natalie Cole En Español) · Watch on YouTube

youtube_video 8ygU4-hhoAU · row 8ygU4-hhoAU

LAION-DISCO-12M

The Very Thought Of You

Listed as Natalie Cole – The Very Thought Of You (Unforgettable: With Love) · Watch on YouTube

youtube_video 9Lz6vz1YAuc · row 9Lz6vz1YAuc

LAION-DISCO-12M

Our Love

Listed as Natalie Cole – Our Love (Thankful) · Watch on YouTube

youtube_video 9lUToKvdNXc · row 9lUToKvdNXc

LAION-DISCO-12M

Inseparable

Listed as Natalie Cole – Inseparable (Inseparable) · Watch on YouTube

youtube_video Ar4-R6H5Ygk · row Ar4-R6H5Ygk

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Someone That I Used To Love

Listed as Natalie Cole – Someone That I Used To Love (Don't Look Back) · Watch on YouTube

youtube_video BfOPOFD7Zqs · row BfOPOFD7Zqs

LAION-DISCO-12M

Orange Colored Sky

Listed as Natalie Cole – Orange Colored Sky (Unforgettable: With Love) · Watch on YouTube

youtube_video CeHp4r95AqQ · row CeHp4r95AqQ

LAION-DISCO-12M

Unforgettable

Listed as Natalie Cole – Unforgettable (Unforgettable...With Love) · Watch on YouTube

youtube_video CrWc-zjiWYk · row CrWc-zjiWYk

LAION-DISCO-12M

Frenesi

Listed as Natalie Cole – Frenesi (Natalie Cole En Español) · Watch on YouTube

youtube_video EAxUPaZkLOM · row EAxUPaZkLOM

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I'm Catching Hell (Living Here Alone)

Listed as Natalie Cole – I'm Catching Hell (Living Here Alone) (Unpredictable) · Watch on YouTube

youtube_video FaEVIYGPWtM · row FaEVIYGPWtM

LAION-DISCO-12M

Annie Mae

Listed as Natalie Cole – Annie Mae (Thankful) · Watch on YouTube

youtube_video H9HPxlLggKA · row H9HPxlLggKA

LAION-DISCO-12M

I've Got Love On My Mind

Listed as Natalie Cole – I've Got Love On My Mind (Unpredictable) · Watch on YouTube

youtube_video HSKg_-AcFhQ · row HSKg_-AcFhQ

LAION-DISCO-12M

Love Will Find You

Listed as Natalie Cole, Peabo Bryson – Love Will Find You (We're The Best Of Friends) · Watch on YouTube

youtube_video HluAMa5n1KM · row HluAMa5n1KM

LAION-DISCO-12M

Stormy Weather

Listed as Tony Bennett, Natalie Cole – Stormy Weather (Playin' With My Friends: Bennett Sings The Blues) · Watch on YouTube

youtube_video IIdsBEalbw0 · row IIdsBEalbw0

LAION-DISCO-12M

Fever

Listed as Ray Charles, Natalie Cole – Fever (Genius Loves Company) · Watch on YouTube

youtube_video KWGj37BZHEs · row KWGj37BZHEs

LAION-DISCO-12M

Since I Fell For You

Listed as Natalie Cole, Reba McEntire – Since I Fell For You (Rhythm, Country & Blues) · Watch on YouTube

youtube_video Kk6o6LUKUT4 · row Kk6o6LUKUT4

LAION-DISCO-12M

We're The Best Of Friends

Listed as Natalie Cole, Peabo Bryson – We're The Best Of Friends (We're The Best Of Friends) · Watch on YouTube

youtube_video M7bmDfTh9Uc · row M7bmDfTh9Uc

LAION-DISCO-12M

Solamente Una Vez

Listed as Natalie Cole – Solamente Una Vez (Natalie Cole En Español) · Watch on YouTube

youtube_video NGu1q4W8HuY · row NGu1q4W8HuY

LAION-DISCO-12M

Say You Love Me

Listed as Natalie Cole – Say You Love Me (Snowfall On The Sahara) · Watch on YouTube

youtube_video NJEPnZ6WkQk · row NJEPnZ6WkQk

LAION-DISCO-12M

This Will Be (An Everlasting Love)

Listed as Natalie Cole – This Will Be (An Everlasting Love) (This Will Be: Natalie Cole's Everlasting Love) · Watch on YouTube

youtube_video Pw01aoF51iQ · row Pw01aoF51iQ

LAION-DISCO-12M

Quizás, Quizás, Quizás

Listed as Natalie Cole – Quizás, Quizás, Quizás (Natalie Cole En Español) · Watch on YouTube

youtube_video Rt6RoHuuV-8 · row Rt6RoHuuV-8

LAION-DISCO-12M

When I Fall In Love (feat. Nat King Cole)

Listed as Natalie Cole – When I Fall In Love (feat. Nat King Cole) (Stardust) · Watch on YouTube

youtube_video S_VKdu5bQt4 · row S_VKdu5bQt4

LAION-DISCO-12M

I Wish You Love

Listed as Natalie Cole – I Wish You Love (Take A Look) · Watch on YouTube

youtube_video VB53iIkJzmA · row VB53iIkJzmA

LAION-DISCO-12M

Smile

Listed as Natalie Cole – Smile (Unforgettable: With Love) · Watch on YouTube

youtube_video WbJtOwqO3C4 · row WbJtOwqO3C4

LAION-DISCO-12M

Sophisticated Lady (She's A Different Lady)

Listed as Natalie Cole – Sophisticated Lady (She's A Different Lady) (Natalie) · Watch on YouTube

youtube_video _ckXhLvzi9k · row _ckXhLvzi9k

LAION-DISCO-12M

Hark! the Herald Angels Sing

Listed as The Tabernacle Choir at Temple Square, Orchestra at Temple Square, Natalie Cole – Hark! the Herald Angels Sing (The Most Wonderful Time of the Year) · Watch on YouTube

youtube_video adSUJc6kS8U · row adSUJc6kS8U

LAION-DISCO-12M

What You Won't Do For Love

Listed as Natalie Cole, Peabo Bryson – What You Won't Do For Love (We're The Best Of Friends) · Watch on YouTube

youtube_video ahCcZoJ_oSA · row ahCcZoJ_oSA

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Mr. Melody

Listed as Natalie Cole – Mr. Melody (Natalie) · Watch on YouTube

youtube_video bb2DIsiLAGY · row bb2DIsiLAGY

LAION-DISCO-12M

L-O-V-E

Listed as Natalie Cole – L-O-V-E (Unforgettable: With Love) · Watch on YouTube

youtube_video cSUeqs6h-Q4 · row cSUeqs6h-Q4

LAION-DISCO-12M

I Live For Your Love

Listed as Natalie Cole – I Live For Your Love (Everlasting) · Watch on YouTube

youtube_video cq5y94UErRc · row cq5y94UErRc

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Acércate Más (feat. Nat King Cole)

Listed as Natalie Cole – Acércate Más (feat. Nat King Cole) (Natalie Cole En Español) · Watch on YouTube

youtube_video dBywQmmGwSo · row dBywQmmGwSo

LAION-DISCO-12M

Snowfall On The Sahara

Listed as Natalie Cole – Snowfall On The Sahara (Snowfall On The Sahara) · Watch on YouTube

youtube_video eAWH9fVTvmo · row eAWH9fVTvmo

LAION-DISCO-12M

I Can't Say No

Listed as Natalie Cole – I Can't Say No (Inseparable) · Watch on YouTube

youtube_video eEm-LLDcAv8 · row eEm-LLDcAv8

LAION-DISCO-12M

Just Can't Stay Away

Listed as Natalie Cole – Just Can't Stay Away (Thankful) · Watch on YouTube

youtube_video esCXq-AYdtY · row esCXq-AYdtY

LAION-DISCO-12M

Better Than Anything

Listed as Natalie Cole, Diana Krall – Better Than Anything (Ask A Woman Who Knows) · Watch on YouTube

youtube_video fTVivj4KoNY · row fTVivj4KoNY

LAION-DISCO-12M

Route 66

Listed as Natalie Cole – Route 66 (Unforgettable: With Love) · Watch on YouTube

youtube_video gii8RUIdXmU · row gii8RUIdXmU

LAION-DISCO-12M

This Will Be (An Everlasting Love)

Listed as Natalie Cole – This Will Be (An Everlasting Love) (Inseparable) · Watch on YouTube

youtube_video hYdnqD6ks2I · row hYdnqD6ks2I

LAION-DISCO-12M

Watch What Happens

Listed as Tony Bennett, Natalie Cole – Watch What Happens (Duets II) · Watch on YouTube

youtube_video jwyx3mDziUQ · row jwyx3mDziUQ

LAION-DISCO-12M

Bésame Mucho (feat. Andrea Bocelli)

Listed as Natalie Cole – Bésame Mucho (feat. Andrea Bocelli) (Natalie Cole En Español) · Watch on YouTube

youtube_video klCZu08FF8s · row klCZu08FF8s

LAION-DISCO-12M

Starting Over Again

Listed as Natalie Cole – Starting Over Again (Good To Be Back) · Watch on YouTube

youtube_video mEvxBDMg57E · row mEvxBDMg57E

LAION-DISCO-12M

Yo Lo Amo (And I Love Him) (feat. Chris Botti)

Listed as Natalie Cole – Yo Lo Amo (And I Love Him) (feat. Chris Botti) (Natalie Cole En Español) · Watch on YouTube

youtube_video mlwPl_1aw7k · row mlwPl_1aw7k

LAION-DISCO-12M

The Rest Of The Night

Listed as Natalie Cole – The Rest Of The Night (Good To Be Back) · Watch on YouTube

youtube_video s_p4ArLvXWU · row s_p4ArLvXWU

LAION-DISCO-12M

Don't Let Your Eyes Go Shopping (For Your Heart) (2003 Remaster)

Listed as Nat King Cole Trio, Natalie Cole, George Shearing, Stan Kenton And His Orchestra – Don't Let Your Eyes Go Shopping (For Your Heart) (2003 Remaster) (The Classic Singles) · Watch on YouTube

youtube_video t3JBvS2DDHs · row t3JBvS2DDHs

LAION-DISCO-12M

Unforgettable

Listed as Natalie Cole, Nat King Cole – Unforgettable (Unforgettable: With Love) · Watch on YouTube

youtube_video vo6D_tp3DeE · row vo6D_tp3DeE

LAION-DISCO-12M

Medley: For Sentimental Reasons / Tenderly / Autumn Leaves

Listed as Natalie Cole – Medley: For Sentimental Reasons / Tenderly / Autumn Leaves (Unforgettable: With Love) · Watch on YouTube

youtube_video vvW4BGomWAk · row vvW4BGomWAk

LAION-DISCO-12M

Tell Me All About It

Listed as Natalie Cole – Tell Me All About It (Ask A Woman Who Knows) · Watch on YouTube

youtube_video wuAFax0u12w · row wuAFax0u12w

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La Costa

Listed as Natalie Cole – La Costa (Thankful) · Watch on YouTube

youtube_video xPugHBU8EiI · row xPugHBU8EiI

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.