Yes. Missy Elliott has 142 songs listed in a dataset used to train AI music models.

Used for training 142

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 I'm Better (feat. Lamb), Work It [Remix] (feat. 50 Cent), Bounce (feat. Dr. Dre)

Listed under the artist name 142 songs in LAION-DISCO-12M

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

I'm Better (feat. Lamb)

Listed as Missy Elliott – I'm Better (feat. Lamb) (I'm Better) · Watch on YouTube

youtube_video -JUlrhcT73U · row -JUlrhcT73U

LAION-DISCO-12M

Work It [Remix] (feat. 50 Cent)

Listed as Missy Elliott – Work It [Remix] (feat. 50 Cent) (Under Construction) · Watch on YouTube

youtube_video 3eWe9RcT4DI · row 3eWe9RcT4DI

LAION-DISCO-12M

Bounce (feat. Dr. Dre)

Listed as Timbaland, Missy Elliott, Justin Timberlake – Bounce (feat. Dr. Dre) (Shock Value) · Watch on YouTube

youtube_video 3oMYp2Imchw · row 3oMYp2Imchw

LAION-DISCO-12M

Bomb Intro / Pass That Dutch

Listed as Missy Elliott – Bomb Intro / Pass That Dutch (This Is Not a Test!) · Watch on YouTube

youtube_video 4d5vtbVRT1c · row 4d5vtbVRT1c

LAION-DISCO-12M

Friendly Skies (feat. Ginuwine)

Listed as Missy Elliott – Friendly Skies (feat. Ginuwine) (Supa Dupa Fly) · Watch on YouTube

youtube_video 5Ma8lWYfdos · row 5Ma8lWYfdos

LAION-DISCO-12M

RATATA

Listed as Skrillex, Missy Elliott, Mr. Oizo – RATATA (Quest For Fire) · Watch on YouTube

youtube_video 67VC7GBak2Y · row 67VC7GBak2Y

LAION-DISCO-12M

Throw It Back

Listed as Missy Elliott – Throw It Back (ICONOLOGY) · Watch on YouTube

youtube_video 8rWpakMIyvI · row 8rWpakMIyvI

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Last One Left

Listed as Brent Faiyaz, Missy Elliott, Lil Gray – Last One Left (Larger Than Life) · Watch on YouTube

youtube_video BcdFpp7QcPc · row BcdFpp7QcPc

LAION-DISCO-12M

The Rain (Supa Dupa Fly)

Listed as Missy Elliott – The Rain (Supa Dupa Fly) (Supa Dupa Fly) · Watch on YouTube

youtube_video BucB2h2Ykhg · row BucB2h2Ykhg

LAION-DISCO-12M

Bad Man (feat. Vybez Cartel & M.I.A.)

Listed as Missy Elliott – Bad Man (feat. Vybez Cartel & M.I.A.) (The Cookbook) · Watch on YouTube

youtube_video CSVOpHA8qis · row CSVOpHA8qis

LAION-DISCO-12M

Crazy Feelings

Listed as Missy Elliott, Beyoncé – Crazy Feelings (Da Real World) · Watch on YouTube

youtube_video CYKGUEjI48M · row CYKGUEjI48M

LAION-DISCO-12M

4 My People (feat. Eve)

Listed as Missy Elliott – 4 My People (feat. Eve) (Miss E... So Addictive) · Watch on YouTube

youtube_video EDKNIevSyAg · row EDKNIevSyAg

LAION-DISCO-12M

Work It [Remix] (feat. 50 Cent)

Listed as Missy Elliott – Work It [Remix] (feat. 50 Cent) (Under Construction) · Watch on YouTube

youtube_video EbBNZ5kgdAs · row EbBNZ5kgdAs

LAION-DISCO-12M

Gossip Folks (feat. Ludacris)

Listed as Missy Elliott – Gossip Folks (feat. Ludacris) (Under Construction) · Watch on YouTube

youtube_video Fbz34m6zeVY · row Fbz34m6zeVY

LAION-DISCO-12M

4 My People (Basement Jaxx Remix) [Radio Edit] (Basement Jaxx Remix; Radio Edit)

Listed as Missy Elliott – 4 My People (Basement Jaxx Remix) [Radio Edit] (Basement Jaxx Remix; Radio Edit) (Respect M.E.) · Watch on YouTube

youtube_video GPuERuq3C8g · row GPuERuq3C8g

LAION-DISCO-12M

Cool Off

Listed as Missy Elliott – Cool Off (ICONOLOGY) · Watch on YouTube

youtube_video Hq_Y-kihrNM · row Hq_Y-kihrNM

LAION-DISCO-12M

On & On

Listed as Missy Elliott – On & On (The Cookbook) · Watch on YouTube

youtube_video LSaBPq3n1K8 · row LSaBPq3n1K8

LAION-DISCO-12M

Lose Control (feat. Ciara & Fatman Scoop)

Listed as Missy Elliott – Lose Control (feat. Ciara & Fatman Scoop) (The Cookbook) · Watch on YouTube

youtube_video LcR3OvFHp_k · row LcR3OvFHp_k

LAION-DISCO-12M

What About Us

Listed as Missy Elliot, Total – What About Us (Breaking Out: The Alcatraz Concert) · Watch on YouTube

youtube_video NTzGdkg257s · row NTzGdkg257s

LAION-DISCO-12M

Bounce (Instrumental) (feat. Dr. Dre)

Listed as Timbaland, Missy Elliott, Justin Timberlake – Bounce (Instrumental) (feat. Dr. Dre) (Shock Value (Instrumental Version)) · Watch on YouTube

youtube_video ObAJeQUjp6k · row ObAJeQUjp6k

LAION-DISCO-12M

Pep Rally

Listed as Missy Elliott – Pep Rally (Pep Rally) · Watch on YouTube

youtube_video PPHf1hltn30 · row PPHf1hltn30

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WTF (Where They From) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (feat. Pharrell Williams) (WTF (Where They From)) · Watch on YouTube

youtube_video PluAF_sxXWY · row PluAF_sxXWY

LAION-DISCO-12M

Get Ur Freak On

Listed as Missy Elliott – Get Ur Freak On (Miss E... So Addictive) · Watch on YouTube

youtube_video QshTZrpRQ_g · row QshTZrpRQ_g

LAION-DISCO-12M

Pussycat

Listed as Missy Elliott – Pussycat (Under Construction) · Watch on YouTube

youtube_video R1jWfR0HiNw · row R1jWfR0HiNw

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Take Away (feat. Ginuwine)

Listed as Missy Elliott – Take Away (feat. Ginuwine) (Miss E... So Addictive) · Watch on YouTube

youtube_video RVhYbcloBOU · row RVhYbcloBOU

LAION-DISCO-12M

Pass That Dutch

Listed as Missy Elliott – Pass That Dutch (Respect M.E.) · Watch on YouTube

youtube_video TtdFlf333c4 · row TtdFlf333c4

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Meltdown

Listed as Missy Elliott – Meltdown (The Cookbook) · Watch on YouTube

youtube_video UpPr926ugyc · row UpPr926ugyc

LAION-DISCO-12M

Sock It 2 Me (feat. Da Brat)

Listed as Missy Elliott – Sock It 2 Me (feat. Da Brat) (Supa Dupa Fly) · Watch on YouTube

youtube_video V67t8eu8ee4 · row V67t8eu8ee4

LAION-DISCO-12M

One Minute Man [Remix] (feat. Jay-Z)

Listed as Missy Elliott – One Minute Man [Remix] (feat. Jay-Z) (Miss E... So Addictive) · Watch on YouTube

youtube_video Vwrf79kEHsg · row Vwrf79kEHsg

LAION-DISCO-12M

Stickin' Chickens

Listed as Missy Elliott, Aaliyah, Da Brat – Stickin' Chickens (Da Real World) · Watch on YouTube

youtube_video X0jNB8to8O4 · row X0jNB8to8O4

LAION-DISCO-12M

John Blaze

Listed as Timbaland, Aaliyah, Missy Elliott – John Blaze (Tim's Bio: From The Motion Picture - Life From Da Bassment) · Watch on YouTube

youtube_video XVAh3dna7LI · row XVAh3dna7LI

LAION-DISCO-12M

We Run This (Stick It Edit)

Listed as Missy Elliott – We Run This (Stick It Edit) (We Run This) · Watch on YouTube

youtube_video XdQX4TkjZgQ · row XdQX4TkjZgQ

LAION-DISCO-12M

All N My Grill (feat. Big Boi & Nicole)

Listed as Missy Elliott – All N My Grill (feat. Big Boi & Nicole) (Da Real World) · Watch on YouTube

youtube_video XpLJJal19ek · row XpLJJal19ek

LAION-DISCO-12M

Why I Still Love You

Listed as Missy Elliott – Why I Still Love You (ICONOLOGY) · Watch on YouTube

youtube_video ZIo3mEj12EE · row ZIo3mEj12EE

LAION-DISCO-12M

Work It

Listed as Missy Elliott – Work It (Under Construction) · Watch on YouTube

youtube_video aeFP8T6GGb0 · row aeFP8T6GGb0

LAION-DISCO-12M

Lobby

Listed as Anitta, Missy Elliott – Lobby (Versions of Me (Deluxe)) · Watch on YouTube

youtube_video c-kXr5gLz3w · row c-kXr5gLz3w

LAION-DISCO-12M

Watcha Gonna Do (feat. Timbaland) (feat. Timbaland)

Listed as Missy Elliott – Watcha Gonna Do (feat. Timbaland) (feat. Timbaland) (Miss E... So Addictive) · Watch on YouTube

youtube_video cfefzfEXdfI · row cfefzfEXdfI

LAION-DISCO-12M

She's a Bitch

Listed as Missy Elliott – She's a Bitch (Da Real World) · Watch on YouTube

youtube_video e4xwY4clbOY · row e4xwY4clbOY

LAION-DISCO-12M

Best Friends (feat. Aaliyah)

Listed as Missy Elliott – Best Friends (feat. Aaliyah) (Supa Dupa Fly) · Watch on YouTube

youtube_video eaf6MOlIwTI · row eaf6MOlIwTI

LAION-DISCO-12M

This Is Me (The Reimagined Remix)

Listed as Keala Settle, Kesha, Missy Elliott – This Is Me (The Reimagined Remix) (The Greatest Showman: Reimagined (Deluxe)) · Watch on YouTube

youtube_video h8Dh8psMOIU · row h8Dh8psMOIU

LAION-DISCO-12M

Hot Boyz

Listed as Missy Elliott – Hot Boyz (Hot Boyz (feat. Nas, Eve & Q-Tip)) · Watch on YouTube

youtube_video hjlaSWAHrtg · row hjlaSWAHrtg

LAION-DISCO-12M

DripDemeanor (feat. Sum1)

Listed as Missy Elliott – DripDemeanor (feat. Sum1) (ICONOLOGY) · Watch on YouTube

youtube_video in3RLLRGz-g · row in3RLLRGz-g

LAION-DISCO-12M

Beep Me 911 (feat. 702 & Magoo)

Listed as Missy Elliott – Beep Me 911 (feat. 702 & Magoo) (Supa Dupa Fly) · Watch on YouTube

youtube_video iwtudNVujeM · row iwtudNVujeM

LAION-DISCO-12M

Lick Shots

Listed as Missy Elliott – Lick Shots (Miss E... So Addictive) · Watch on YouTube

youtube_video jY2t6F5caFw · row jY2t6F5caFw

LAION-DISCO-12M

Ragtime Interlude / I'm Really Hot

Listed as Missy Elliott – Ragtime Interlude / I'm Really Hot (This Is Not a Test!) · Watch on YouTube

youtube_video k-fEgErVAjA · row k-fEgErVAjA

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One Minute Man (feat. Ludacris)

Listed as Missy Elliott – One Minute Man (feat. Ludacris) (Miss E... So Addictive) · Watch on YouTube

youtube_video k69bsjncHx0 · row k69bsjncHx0

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Hot Boyz

Listed as Missy Elliott – Hot Boyz (Da Real World) · Watch on YouTube

youtube_video qUgHG-v8Ej8 · row qUgHG-v8Ej8

LAION-DISCO-12M

Do It

Listed as Toni Braxton, Missy Elliott – Do It (Spell My Name) · Watch on YouTube

youtube_video rs-lc2KktRY · row rs-lc2KktRY

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Mr. DJ

Listed as Missy Elliott, Lady Saw – Mr. DJ (Da Real World) · Watch on YouTube

youtube_video vff3rtqdSDg · row vff3rtqdSDg

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We Run This (without Manicure Interlude)

Listed as Missy Elliott – We Run This (without Manicure Interlude) (The Cookbook) · Watch on YouTube

youtube_video zYA52pHWhy4 · row zYA52pHWhy4

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.