this post was submitted on 22 Nov 2025
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A survey published last week suggested 97% of respondents could not spot an AI-generated song. But there are some telltale signs - if you know where to look.

Here's a quick guide ...

  • No live performances or social media presence

  • 'A mashup of rock hits in a blender'

A song with a formulaic feel - sweet but without much substance or emotional weight - can be a sign of AI, says the musician and technology speaker, as well as vocals that feel breathless.

  • 'AI hasn't felt heartbreak yet'

"AI hasn't felt heartbreak yet... It knows patterns," he explains. "What makes music human is not just sound but the stories behind it."

  • Steps toward transparency

In January, the streaming platform Deezer launched an AI detection tool, followed this summer by a system which tags AI-generated music.

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[–] the_q@lemmy.zip 46 points 12 hours ago (3 children)

Lol this is how pop music is created with formulaic, focus group approved garbage over engineered to be the most palatable and sell well.

[–] phutatorius@lemmy.zip 19 points 10 hours ago (2 children)

If that gets killed off along with AI-generated music, that seems to be to be win/win.

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[–] SpikesOtherDog@ani.social 26 points 14 hours ago (3 children)

I fell hard for Dysmn, who was suspiciously dropping new music every few days. I really liked the sound, and I haven't found anything that sounds like that since. 270+ videos in under 2 years. I realized it wasn't human after a month or two.

Soooo, if anybody knows a great jazzy EDM metal noise, let me know.

[–] tornavish@lemmy.cafe 9 points 13 hours ago (2 children)

I looked that up, and it actually slaps. Not really my genre, but I can see how people would assume it’s real people.

[–] pennomi@lemmy.world 11 points 13 hours ago* (last edited 13 hours ago) (1 children)

Humans are primarily visual creatures, so we can detect the slop in AI images a LOT faster than we can in audio.

Human artists are going to have to get a lot weirder to out-innovate AI music, and I’m actually happy about that. Weird music is the best.

[–] tornavish@lemmy.cafe 7 points 13 hours ago (1 children)

I think this might be a way AI and humans can actually work together. A lot of musicians are creating digitally anyway. They might have to rely on drum loops if they aren’t good at beats. Iterating with an AI to get the right beat would be better than a loop, and still be a human making it.

However, I have reservations about the AI doing everything with little or no human involvement.

[–] Carnelian@lemmy.world 3 points 12 hours ago (1 children)

Iterating with an AI to get the right beat would be better than a loop

That’s just like, your opinion

[–] tornavish@lemmy.cafe 2 points 12 hours ago (21 children)

Right, pretty sure everyone but you knows it’s an opinion.

I think (think means opinion) most people, besides you, would agree that having a beat that is unique and not just downloaded from a loop library will produce a song that is more original.

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[–] SpikesOtherDog@ani.social 5 points 12 hours ago

The artist is upfront that it is just one person making music, and they say it is AI assisted in their discord.

[–] BogusCabbage@lemmy.world 6 points 11 hours ago* (last edited 10 hours ago) (1 children)

Can't say any legit bands that sound exactly like that, But some of the guitar and metal notes sounds inspired by Polyphia, Playing God (sorry for the yt link) might scratch your itch, otherwise look up the math rock genre, might find some gems there. Wish you the best of luck!

Gonna make a quick edit, Unprocessed 100% deserves a recommendation in this genre. Occasionally have some EDM but mainly more on the metal side, but still have some extraordinary strings akin to Polyphia

[–] SpikesOtherDog@ani.social 3 points 9 hours ago

I'm enjoying a lot of Unprocessed's Angel album. I'm also going to have to look at Polyphia and Playing God.

Math rock is one of the ways they advertised themselves. Also djent, but I'm not seeing that.

[–] Gerudo@lemmy.zip 4 points 10 hours ago (1 children)

Check out a band called Unprocessed. I just found them after they did a collab with Polyphia's guitarist, another band to check out. It really sounds like this style.

[–] SpikesOtherDog@ani.social 4 points 9 hours ago

You are the second person to recommend Unprocessed. Almost 10 minutes into the Angel album. It's pretty good, definitely hits the target.

I'll have to check out Polyphia as well.

[–] radiofreebc@lemmy.world 19 points 8 hours ago (1 children)

Tip 1: It's being promoted. The music industry would love to get rid of musicians.

[–] 100_kg_90_de_belin@feddit.it 5 points 2 hours ago

And the Records Department, after all, was itself only a single branch of the Ministry of Truth, whose primary job was not to reconstruct the past but to supply the citizens of Oceania with newspapers, films, textbooks, telescreen Free eBooks at Planet eBook.com programmes, plays, novels—with every conceivable kind of information, instruction, or entertainment, from a statue to a slogan, from a lyric poem to a biological treatise, and from a child’s spelling-book to a Newspeak dictionary. And the Ministry had not only to supply the multifarious needs of the party, but also to repeat the whole operation at a lower level for the benefit of the proletariat. There was a whole chain of separate departments dealing with proletarian lit- erature, music, drama, and entertainment generally. Here were produced rubbishy newspapers containing almost nothing except sport, crime and astrology, sensational five-cent novelettes, films oozing with sex, and sentimen- tal songs which were composed entirely by mechanical means on a special kind of kaleidoscope known as a ver- sificator. (George Orwell, Nineteen Eighty-Tour)

[–] Buffalox@lemmy.world 12 points 14 hours ago* (last edited 14 hours ago) (5 children)

The drummer sounds like he has to many arms.
And the guitarist and the keyboard players sound like they clearly have more than 5 fingers on each hand. 😋

[–] tornavish@lemmy.cafe 32 points 13 hours ago

every progressive genre wants to speak with you.

[–] comrade_twisty@feddit.org 9 points 13 hours ago

So Phil Collins and Mike Rutherford? /s

[–] Blaster_M@lemmy.world 7 points 13 hours ago

davie504 be like

[–] AbidanYre@lemmy.world 5 points 13 hours ago

Could just be Count Rugen though.

[–] Protoknuckles@lemmy.world 3 points 13 hours ago (1 children)
[–] HellsBelle@sh.itjust.works 1 points 13 hours ago (1 children)
[–] Protoknuckles@lemmy.world 5 points 12 hours ago (1 children)

I'm just saying. I hear about a drummer with 6 hands, it's gonna sound like Neil Pert. Dude is part octopus.

[–] HellsBelle@sh.itjust.works 3 points 11 hours ago

You're right. I miss that guy a lot. Every once in a while I'll watch a ton of his videos in remembrance of his crazy talent.

[–] _edge@discuss.tchncs.de 10 points 12 hours ago

This description of AI songs could be a lament about most pop music: formulaic, sweet, generic, produced in a studio to sound perfect, not human. Works on radio or Spotify, but not so much for a live audience.

Sure, that's hard to detect. AI reproduces what we've been exposed to for decades.

[–] Kolanaki@pawb.social 10 points 10 hours ago* (last edited 10 hours ago) (3 children)

I have yet to hear an AI generated song that didn't have some obvious tells in the vocals. Like how you can hear autotune, but it's even worse than autotune. Crackly/crunchy, heavily distorted but only on certain words. Weird pronunciation or annunciation.

[–] frongt@lemmy.zip 8 points 5 hours ago

You have yet to notice an AI-generated song that didn't have some obvious tells.

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[–] benignintervention@lemmy.world 9 points 12 hours ago (2 children)

I've been trying to figure out if Stone Rebel is an AI band or not. They started in 2018 and have put out something like 77 albums since, but it's relatively simple instrumental. They have almost no information online except a claim that they're "based in France"

Honestly can't tell if they're a legit yet very private group, or if they were early adopters of procgen music

[–] Chill_Dan@lemmy.world 3 points 6 hours ago* (last edited 6 hours ago)

AI wasn’t making anything close to listenable music in 2018. If they have songs from before 2023 they’re human.

[–] MourningDove@lemmy.zip 2 points 7 hours ago

77 albums since 2018?

It’s AI. No question.

[–] riskable@programming.dev 8 points 12 hours ago (2 children)

I'm in the camp of, "if it's good, why should I care?" However, I'm all for transparency! Passing off AI-generated music as human-generated is fraud. Be honest!

There's a LOT of grey areas though. If you're a vocalist and you're using an AI-generated background? How's that any different from pressing "play" on a sequencer or even an audio file (of some sequenced or drum track)?

If you're a lyricist, the actual music isn't as important as the lyrics. Does it matter if they used AI to generate the music or should every lyricist be forced to pay someone to make the music for them or master an instrument (or sequencer)?

What if you're trying to translate your music into a different language and use AI to translate it? Is that AI-generated music? You can give your whole damned song to AI and it'll convert to a different language in-place without having to re-record it. It even uses your singer's voice!

To me, it's incredible technology and it's enabling artists of all kinds to do cool things with their music. It seems rather paternalistic to suggest someone's creativity doesn't "count" if they didn't sweat or spend years practicing to create it.

[–] InevitableWaffles@midwest.social 15 points 11 hours ago* (last edited 11 hours ago)

You must consider that the AI "helping" the artist is built from the stolen work of countless artists. Regardless of use case, the tool only exists due to theft. Plus, this tool exists as a way to not pay talent for content.

Since the bread and circuses machine must keep dispensing to keep the masses anaesthetized, the elites need a way to cut the costs or they will lose points are their net worth scorecard and get made fun of by the other billionaires.

Not to mention, AI is a shortcut that does not generate skills besides prompt engineering. We have research proving this with students and the labor force losing reasoning and straight memory by handing off to "AI". Part of being a musician is the effort and practice and knowing an instrument. Asking the clanker for a tune because learning takes too long or is too difficult goes along with what the article says for detecting it. The work will be emotionless and have no soul. Musicians are allowed to make choices for their music, of course. AI rounding out an artist's tools is what it is. I view the tool as a corrupting force but, it's their perogative. But people without no knowledge or skill for making music cranking out these generic sounding similacra to make money is always going to set my teeth on edge.

Edit: spelling and tense correction. Revision and expansion of idea to express less derision.

[–] MourningDove@lemmy.zip 4 points 7 hours ago

If AI removes the skill and expertise required to perform a task, it’s fucking trash

If a vocalist can’t play music, they should find people that can, and work with them. If they use AI, they’re are trash.

[–] RaoulDuke25@lemmy.dbzer0.com 7 points 12 hours ago

I use Qobuz, but is Spotify the only service that shamelessly promotes ai music?

[–] aesthelete@lemmy.world 6 points 2 hours ago* (last edited 10 minutes ago)

If you can't tell the difference and it fits how you listen to music, I guess who cares?

AI software writing up musak doesn't matter to me because I don't listen to music that way.

I'll know the bands I'm listening to are real because I will have manually downloaded their music after reading reviews, magazine articles, or things like albumoftheyear.org just like I've been doing for the last half decade.

Music streaming services suck and not only because they will promote low cost bands to you. If you actually give a shit about music then stop being so lazy as to have an algorithm fill your trough with slop and then being surprised that it's AI slop.

Or just continue eating the slop if it pleases you. 🤷

It's a bit of a contrarian take, but I think people need to start adding more intentionality to how they live their lives. If music is unimportant to you, that's fine. But nowadays everyone just watches the shows they're recommended, listens to the music that is picked out by the algorithm, and reads what is fed to them in their feeds...figure out what's important to you and curate it for yourself.

[–] Eldritch@piefed.world 5 points 12 hours ago

AI imitates an overall sound. But doesn't care much about "instruments" individually. For simple minimal segments it can easily lay down a simple clear beat or melody. But as more gets added. The more the sound becomes muddy and generic. That and if you're familiar enough with a given instrument. It can often just sound "wrong". Again because the AI is imitating a sound, not an instrument generally.

But yeah. The other points stand. Social media presence and output are great indicators.

Midnight Darkwave is one I'm highly suspicious of. Super generic name. Not much presence beyond the streaming sites. I like the overall sound, but it often gets muddy and kind of droning. And not in the coldwave sort of way. Something a bit more inhuman, over processed, and mechanical.

[–] cerebralhawks@lemmy.dbzer0.com 5 points 12 hours ago (1 children)

Frequency.

A couple months ago, I found a really cool remake of one of the songs from KPop Demon Hunters. Everyone was doing covers of those songs, and many of them were indie artists, and I was rolling through them. So I found this video, and the video was just an image effect on the cover, which looked very AI-generated, but it's just the cover image, right? Who cares about that? I asked them in the comments if they would release their stuff on Apple Music. And they quickly responded — no, they're going to leave that money on the table, and have decided to stay exclusive to YouTube. Why would an artist choose to do that? Sure, a couple artists pulled their music off all other streaming platforms when they made their own, or their friends did. Garth Brooks has never been on streaming (except Amazon, I think they're the only one whose ethics he agrees with or something?). But most indie artists are on all the platforms. Maximise revenue. So these people saying no, not only to Apple Music — maybe they didn't like Apple kissing up to Trump — but also to Spotify, Amazon, Deezer, and all the rest. Turns out most of those platforms are stricter when it comes to AI music.

But here's the thing — their songs are still by the original artist. They're just stripping out the lyrics and putting new music to the lyrics. And that music is AI generated. Or so I later learned. I looked more into the YouTube channel, and they say they will make you a cover of a song, in any style you like, for $200. And they have hundreds of uploads... in a few months. Each song may have five or six variants. And the songs are still fine, but they have a generic, plastic, not real feel to them.

Of course, they also qualify the first thing in OP's summary, no social media presence. They just have the sales site, and the YouTube channel.

But maybe it's fine, or at least less bad, that they're taking existing songs and just remixing them with AI? Only they're saying the covers are better, and they're monetising the videos, so they're getting paid for the streams when that money should be going to the original artist. It's fine if they actually covered the song and recorded it, but having a computer do all the heavy lifting? Just seems scummy.

I'm not going to name & shame, but if you look up KPDH covers and see something that looks like AI slop with click-bait titles... you've probably found the right one. (They cover other stuff too, not just KPDH.)

[–] Kolanaki@pawb.social 3 points 10 hours ago* (last edited 10 hours ago)

Garth Brooks has never been on streaming (except Amazon)

Garth Brooks is available on every single music streaming service I know about. 🤨

[–] rafoix@lemmy.zip 2 points 4 hours ago (1 children)

I haven't listened to new music in over a decade. That includes hearing songs by contemporary artists. Everything sounds the same as it always did.

[–] BananaIsABerry@lemmy.zip 3 points 2 hours ago (1 children)

This is the "I only listen to nirvana" teen in its ultimate form.

[–] Krompus@lemmy.world 2 points 1 hour ago

But he knows not what it means

[–] MourningDove@lemmy.zip 2 points 7 hours ago* (last edited 7 hours ago) (1 children)

There’s a pretty well known studio engineer that has a YouTube channel. He did a bit where even he couldn’t tell the difference.

We’re cooked at this point. There is really no need to bother learning a creative skill outside of it being just a personal desire to do.

There will be no money or career opportunities in the field of entertainment and arts.

[–] kescusay@lemmy.world 6 points 4 hours ago (1 children)

Hard disagree. I will never pay a single penny for any form of LLM-generated "art," because the whole point of art is to share in something meaningful to the creator. There is no creator with generated slop. It's all just unthinking and unfeeling mass plagiarism.

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