Soulless – List of AI Artists Hiding on Spotify
Soulless is a community-driven project that exposes AI-generated artists on Spotify. It lists 232 detected AI artists with monthly listeners and estimated earnings. It also provides an open-source AI music detector and a curated landscape of AI music resources.
Soulless: List of AI Artists Hiding on Spotify
AI generated artists (232)
See all
91
Slime Dot
135K monthly
~$1,076/mo
verified Jun 29, 2026
99
Sienna Rose
690K monthly
~$5,516/mo
verified Jun 29, 2026
86
Joy Rhodes
958K monthly
~$7,666/mo
verified Jun 29, 2026
99
Xania Monet
524K monthly
~$4,193/mo
verified Jun 29, 2026
89
ZionRay
1.3M monthly
~$10K/mo
verified Jun 29, 2026
99
Breaking Rust
974K monthly
~$7,793/mo
verified Jun 29, 2026
77
Nick Hustles
357K monthly
~$2,858/mo
verified Jun 29, 2026
71
Enlly
720K monthly
~$5,756/mo
verified Jun 29, 2026
95
Frankie VHS
2K monthly
~$13/mo
verified Jun 29, 2026
91
Cain Walker
811K monthly
~$6,488/mo
verified Jun 29, 2026
94
Enlly Blue
197K monthly
~$1,574/mo
verified Jun 29, 2026
94
The Velvet Sundown
117K monthly
~$940/mo
verified Jun 29, 2026
70
Lunar Vibes
78K monthly
~$624/mo
verified Jun 30, 2026
Stories
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Calling out Slime Dot
Slime Dot
Comment
Calling out The Velvet Sundown
The Velvet Sundown
Comment
Calling out Sienna Rose
Sienna Rose
Comment
Calling out Breaking Rust
Breaking Rust
Comment
How we built this
See all
ArticleSoulless
How we built an AI-music detector for Soulless
ArticleSoulless
Which Suno made it? Version attribution
ArticleSoulless
Shipping the detector: a Mac mini in production
ArticleSoulless
Calibrating the model for false positives
ArticleSoulless
We called a real song AI: teaching the detector self-doubt
ArticleSoulless
AI attribution: Suno v4 hole and Udio
ArticleSoulless
Scan your own Spotify (and why Discover Weekly is off-limits)
Just detected as AI
See all
96
No Questions
The Deep Burrito
90
Lessons II
MONO/XYD
96
Stand
Komunitat
81
One More Sunday
Piginé
91
Do What You Want
After Midnight Deep
96
Undo Me
Bella Ora
AI music detector
Is that song actually AI?
Paste a Spotify or Deezer link and our detector calls it: human, or made by Suno, Udio and the rest.
Analyze a song →
AI music landscape
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Soulless / ai-music-classifier
↗
Our own detector: an ensemble of the SONICS spectrogram models, the lofcz vocoder fakeprint, and a metadata scan, running on 30-second store previews. MIT licensed.
Open source
MERT
↗
A music foundation model (like BERT for audio). Not a detector itself, but its embeddings are what modern detectors train a classifier on top of.
Open source
SlopTracker
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A Spotify scanner that flags AI tracks using the SH Labs analyzer under the hood.
Closed model
SH Labs (shlabs.music)
↗
SubmitHub's detector, trained on their huge stream of real, labelled human and AI submissions. Strong, but proprietary and licensed for commercial use only.
Closed modelCommercial
SONICS
↗
The SpecTTTra spectrogram-transformer models (ICLR 2025) that most open detectors build on, plus a large labelled Suno/Udio dataset. The backbone of our spectral detection.
Open sourceDataset
lofcz / ai-music-detector
↗
A vocoder "fakeprint" detector: it finds the periodic 1-8 kHz artefacts neural vocoders leave behind. MIT licensed, and the second half of our ensemble.
Open source
Spot-if-AI (Qosmo)
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A Chrome extension that runs the SONICS model locally in-browser over Spotify previews. Public beta was retired after false-positive concerns; source stays up.
Open source
ArtifactNet
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A forensic-artefact detector claiming codec-invariant generalisation across 22 generators. Only an ONNX inference build is released, under CC-BY-NC with a patent pending.
Closed model
SONICS dataset
↗
~97k songs (roughly half real, half AI from Suno/Udio). The source of the pretrained models we run.
Dataset
FMA (Free Music Archive)
↗
106k Creative-Commons tracks across 161 genres. The clean, genuinely-licensed source of human music for training and benchmarks.
DatasetOpen source
LAION Udio snippets
↗
Udio audio snippets with aesthetic annotations, Apache-2.0 licensed, the most permissively-licensed Udio audio we found.
DatasetOpen source
Suno
↗
The most widely-used text-to-song generator. Most tracks people paste into detectors come from here.
GeneratorCommercial
Udio
↗
The other major text-to-song generator, known for high audio quality.
GeneratorCommercial
Articles
See all
ArticleThe Atlantic
The Free Music Archive Dataset
ArticleHypebeast
Bad Bunny, Taylor Swift Among 21 Million Artists Whose Music Was Secretly Used to Train AI
ArticleThe Verge
The Atlantic created a searchable database of the music used to train AI
ArticleThe Atlantic
The Millions of Songs Mashed Into AI-Generated Music
ArticleForbes
How To Tell If Your Favorite Music Artist Is AI-Generated
ToolDeezer
Deezer's AI Music Detector
ToolSlopTracker
SlopTracker: Exposing AI-Generated Artists on Spotify
PaperarXiv
Stable Audio Open
ArticleSoulless
How we built an AI-music detector for Soulless
ArticleSoulless
Which Suno made it? Version attribution
Slime Dot
See all
P4V
Single · 2026
Tha Show
Single · 2026
(a)Live In Vegas
EP · 2026
It's All Happening
EP · 2026
B.O.M.B.S.
Single · 2026
Bad Lucc
Single · 2026
Vince Chase
Single · 2026
Who?
Single · 2026
The Rain
Single · 2026
Outside
Single · 2026
The Happening
Album · 2026
B4 The Happening
EP · 2025
Sienna Rose
See all
Yours
Single · 2026
The Memories Ain't For Sale
Single · 2026
Soft Places Only
Single · 2026
Hold the Night
Single · 2026
Soft Enough
Single · 2026
Bad Idea
Album · 2026
Until the Sun Comes Up
Album · 2026
Heartbroken
Album · 2026
My Last Mistake
Album · 2026
Under the Stars
Album · 2026
Average People
Album · 2026
Your Ex Likes Me
EP · 2026
Too Late
EP · 2026
He Was My Life
Single · 2026
Stay a Little
Single · 2026
Falling Into You
Single · 2026
Stay Right Here
Single · 2026
Drifting With You
Single · 2026
Velvet Air
Single · 2026
Stay With the Light
Single · 2026
Echoes in Your Touch
Single · 2026
Eventually
Single · 2026
Hold the Quiet
Single · 2026
Snowy City Nights Magical ChristmasLights & Cozy Holiday Vibes
Single · 2025
Honey on the Moon
Album · 2025
Losing Faith
Single · 2025
The Shape of Tenderness
Album · 2025
Acoustic Serenades
Album · 2025
Autumn Leaves
Single · 2025
In This Moment
Single · 2025
The Long Weekend
Album · 2025
Rooftop Horizons
Album · 2025
Golden Skin
Single · 2025
selene field
Single · 2025
Heatwaves of Desire
Album · 2025
Petals of a Promise
Album · 2025
drift through air
Single · 2025
Soft Echoes
Album · 2025
Velvet Embrace
EP · 2025
bolwer
Single · 2025
When Will I Ever Learn
Single · 2025
We Were Almost Something
Single · 2025
Made Up Mind
Single · 2025
chill & thrill
Single · 2024
New Kind of Cowgirl
Single · 2024
Cosmos
Single · 2024
Palm of Your Hand
Single · 2024
Light on My Skin
Single · 2024
Waves
Single · 2024
Vampire
Single · 2023
That Part
Single · 2023
Szn
Single · 2021
More stories
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Calling out Joy Rhodes
Joy Rhodes
Comment
Calling out Timeless Sound
Timeless Sound
Comment
Calling out Breaking Rust
Breaking Rust
Comment
Calling out Xania Monet
Xania Monet
Comment
Calling out Xania Monet
Xania Monet
Comment
Joy Rhodes
See all
everyday
Single · 2026
pray for me
Single · 2026
open
Single · 2026
trust fall
Single · 2026
supposed to
Single · 2026
i love me
Single · 2026
light.
Single · 2025
Xania Monet
See all
How Was I supposed to Know? (human version)
Single · 2026
The Things I Didn't Say
Album · 2026
Say My Name With Respect
Single · 2025
O Triste Dia Do Amor
Album · 2025
Daddy
Single · 2025
Pieces Left Behind
Album · 2025
Unfolded
Album · 2025
The strong don't get a break
Single · 2025
too late too stay
Single · 2025
Still her baby
Single · 2025
we see you mama
Single · 2025
if the last time is my last time
Single · 2025
At my door
Single · 2025
still not choosing me
Single · 2025
they dont come back
Single · 2025
She aint supposed to matter
Single · 2025
I found me
Single · 2025
it wasn't love, it was survival
Single · 2025
FORGOT ME, TRYNA LOVE YOU
Single · 2025
ZionRay
See all
Love You From Far
Album · 2026
All Of Me
Album · 2026
OVERTIME
EP · 2026
Holding On To Ghost
Single · 2026
Lost Love
Album · 2026
In The Closet
Single · 2026
After The Light
Single · 2026
Left In The Quiet
Single · 2026
The House By The Pear Tree
Single · 2026
Ticking Time Bomb
Single · 2026
Wrong Direction (Single Version)
Single · 2026
Your Name (Single Version)
Single · 2026
Unfinished Future (Single Version)
Single · 2026
Three Seconds To Goodbye 2
Single · 2026
Torn in Two
Single · 2026
Please Don't Fade from Me
Single · 2026
Season's Of You
Album · 2026
Beautiful Things
Single · 2026
Your Ocean Eyes
Single · 2026
Our Next Chapter
Single · 2026
Unfinished Future
Single · 2026
Mend This Heart Of Mind
Single · 2026
Beautiful Thing's
EP · 2026
Silent Loving
Single · 2025
Golden Frequency
Album · 2025
My Sweet Jamaica
Single · 2025
My Heart Still Floodin
Single · 2025
Love Currency
Single · 2025
Close To You (feat. Shea)
Single · 2025
Secret Geography
Single · 2025
Untold Truth
Album · 2025
Wave's Of Freedom
Single · 2025
Mend Di Heart
Single · 2025
Three Seconds To Goodbye (Live)
Single · 2025
Two Wrongs
Single · 2025
Delilah
Single · 2025
Don't Say Goodbye My Love (Live)
Single · 2025
One Love
Single · 2025
Wrong Direction (feat. Shea)
Single · 2025
Your Name (feat. Shea)
Single · 2025
Lay My Heart Down Easy
Single · 2025
Breaking Rust
See all
Walk Through Fire Alone
Single · 2026
About the Country I Love
Single · 2026
I Walk Alone
Single · 2026
Walk My Way
Single · 2026
The Night I Faced Myself
Album · 2026
THE MAN WHO STAYED
Album · 2026
I Ain't bending
Single · 2026
Trouble Finds a Man (1)
Single · 2026
Libu-libong Buwan
Single · 2026
Betting in the Dark
Single · 2026
Before the Oil Runs Dry
Single · 2026
Through My Soul
Single · 2026
Unbroken
Album · 2026
I Ain’t New to Pain
Single · 2025
Walk My Line
Single · 2025
Resilient (human version)
EP · 2025
Renegade
Single · 2025
Am still me
Single · 2025
Cry while am here
Single · 2025
KICK ROCKS
Single · 2025
Hate me all you want
Single · 2025
No apologies left in me
Single · 2025
Time don't stop
Single · 2025
'The One's You Trust
Single · 2025
The Ones You Trust
Single · 2025
Resilient
EP · 2025
Livin’ on Borrowed Time
Single · 2025
Livin On Borrowed Time
Single · 2025
Whiskey don't talk back
Single · 2025
Nick Hustles
See all
BY YOUR GRACE
Single · 2026
MEND NOW
Single · 2026
Pretty Girls and Drugs
Single · 2026
WEALTHY
Single · 2026
I Ain't Got Time For the Fuckery
Single · 2026
Ain't Shit like Peace of Mind
Single · 2026
Make Fear Your Bitch
Single · 2026
Blessing Rain Down On A Player
Single · 2026
YOUR EYES
Single · 2026
Cutie Imperfection is Beauty
Single · 2026
RAIN
Single · 2026
I Don't Believe in Having a Prime
Single · 2026
I Forgive You I Just Don't Want You The Fuck Around
Single · 2026
SILLY
Single · 2026
Shut The Fuck Up
Single · 2026
I'm Leaving Motherfuckers on Read Today
Single · 2026
I Trust My Dog More Than I Trust People
Single · 2026
I Thank God I'm Me
Single · 2026
AT TIMES
Single · 2026
Observe the Observer
Single · 2026
Tell The DJ I’m Trying To Fuck
Single · 2026
SIDE BY SIDE
Single · 2026
I Don't Feel Like Going Out Tonight
Single · 2026
CITY
Single · 2026
Niggas Be Lying
Single · 2026
THE KING HAS MANY MOVES
Single · 2026
Too Old To Deal With Any Dumb Shit
Single · 2026
I TELL MY HEART
Single · 2026
Get The Hell Up Off My Dick
Single · 2026
YOU CHANGED
Single · 2026
It's time to part
Single · 2026
My soul has made a decision
Single · 2026
She Don’t Love Me No More
Single · 2026
Glorious Morning
Single · 2026
You Devalued My Love
Single · 2026
Remedy
Si
[truncated for AI cost control]