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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[–] audaxdreik@pawb.social 1 points 33 minutes ago

I was looking for videogame remixes one day and found a channel doing Little Nemo from the NES. I used to love that game and thought it was an odd pick for remixes, one you don't see too often so I clicked on it and ... it was incredibly underwhelming. I listened for a few minutes and something was kind of off but I couldn't quite put my finger on it. It was AI of course.

I'm not much of a music person, I've been listening to it daily for my entire life but I don't know much about theory. Still, when it comes to remixes, you can usually tell why someone remixed a song. They like that particular song, or there's a motif that really struck them. They'll pick out certain sounds or elements and build on them, single them out and rearrange them. It's very intentional and you can tell.

AI-generated remixes lack this intentionality. It was like someone had twisted a dial that just said "complexity" and that was it. There were more intricate layers of beats and instrumentation on top, but it wasn't doing anything. I sat there and listened for 15 minutes and it was like I heard nothing. Nothing new stuck in my head, there was no riff or little melody that made go, "Aw fuck yeah! This is what it's about!"

That's how you can tell AI generated music.

Sadly, a lot of slower and minimalist genres have been decimated by it though. Vaporwave, chillcore, dungeonsynth. A lot of these had large bodies of work to train on and it's a lot harder to tell due to their subtler nature, but you'll usually notice the artist has a new hour-long upload every day. If you click through it at random, you'll begin to notice that while the tones shift, the overall pattern of the entire hour-long mix is still kind of the same?

It's bleak, man. Fuck that shit.

[–] aesthelete@lemmy.world 3 points 3 hours ago* (last edited 1 hour 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.

[–] allo@sh.itjust.works 0 points 2 hours ago

idk they are different and both good. right now im listening to my own manually composed music because the long complex note structure actually has meaning and is pretty. Sometimes I listen to my ai songs because they can be pretty in their own way too, especially my fey song and my necromancer one where her voice does a superinteresting highly emotional energetic thing i would never have dreamed to put in one of my own songs. Also sometimes I like playing music on piano or viola. There are many types of music. I like alot of them :)

[–] radiofreebc@lemmy.world 20 points 9 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 4 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)

[–] rafoix@lemmy.zip 2 points 5 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 3 hours ago (1 children)

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

[–] Krompus@lemmy.world 2 points 3 hours ago

But he knows not what it means

[–] ronl2k@lemmy.world -3 points 3 hours ago (1 children)

Why should anyone care whether music is AI generated or not?

[–] allo@sh.itjust.works -2 points 3 hours ago

so that if it sounds really good they know whether to shovel hate at it anyway

[–] the_q@lemmy.zip 47 points 13 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 11 hours ago (1 children)

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

[–] tomiant@piefed.social 1 points 3 hours ago (1 children)

I genuinely think AI music is better than the shit they play on radio.

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

"Dog shit is better than cat shit"

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[–] Kolanaki@pawb.social 11 points 11 hours ago* (last edited 11 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.

[–] SpikesOtherDog@ani.social 27 points 15 hours ago (29 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.

[–] Gerudo@lemmy.zip 4 points 11 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 10 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.

[–] BogusCabbage@lemmy.world 6 points 12 hours ago* (last edited 11 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 10 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.

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[–] MourningDove@lemmy.zip 2 points 8 hours ago* (last edited 8 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 5 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.

[–] GreatAspie86@lemy.lol 1 points 3 hours ago

I thought that too until I started listening to music that was AI generated and I had no idea. It's pretty much over. There really isn't anything unique anyway in human made content

[–] _edge@discuss.tchncs.de 10 points 13 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.

[–] benignintervention@lemmy.world 9 points 13 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 7 hours ago* (last edited 7 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 8 hours ago

77 albums since 2018?

It’s AI. No question.

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