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 …
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No live performances or social media presence
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‘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.
Because it’s better than the shitty music record labels are spewing these days.
Is AI audio accurately able to recreate shitty auto tune that everyone uses?
Last time I heard ai generated music an immediate tell for me was the vocals, for some reason they just sound a little bit off. Not off key, but similar to a “robot” voice filter maybe? Of course, just like AI generated images that tell will probably be “solved” soon
I know somebody who likes using these GenAI tools for images and music now. It’s too easy to recognize the style after a while, and it annoys me every time
If you can’t even tell if it’s ai and you enjoy it then I fail to see the problem.
No issue if it’s labelled as AI. Since you should enjoy it regardless.
Fair point.
I don’t think it’s okay to present it as human made if it’s not
Simple, the problem is the erosion of human directed art. That is a much broader problem than if the music is good or not; it may be. But we want, many of us anyway, humans making and being recognized for making art. Empowering this expression is less likely if everybody begins consuming only machine made works.
The machines arent making art in a vacuum they take human input and thus are still human directed art. Do you realize how many “artists” use ghost writers? All ai does is allow those ghost writers to now produce their music without needing some PR tool from a big label to pretend to write the music and sell it. All AI art really does is break the vail that any of the art for the past few decades was actually art and not just pr and marketing from big corporations. Now instead of people getting mad at the industries that caused all that enshitification they are taking it out on people who are using tools to express themselves in ways they may not have had raw the musical or artistic skills to do so in the past. Now that doesnt solve the energy consumption issues that arise with AI which is a big issue but use of AI itself is not whats eroding the human spirit in art, that was done by corporations turning art into another commodity to exploit. With the way capitalism is that erosion of human spirit has and will continue to happen with or without AI.
There is probably some truth to that, but I don’t think they’re mutually exclusive. I think both can be erosive to human expression at the same time.
Okay okay. First off, fuck AI yeah. But if it’s becoming this indistinguishable where you need to go looking for tells that it’s AI I don’t think it’s fair to call it bad music, just how it got there is bad.
It’s like listening to Kanye West. Graduation is amazing but fuck him.
Humans have made a lot of shitty, uninspired music as well. So it could mean that AI-generated slop is indistinguishable from human-made slop, in which case, it would still be bad music.
Paul McCartney’s “Simply Having a Wonderful Christmas Time” was the first thing that popped into my brain upon reading this. Not sure if it is relevant, but felt like it was worth noting.
Why? Is it because it’s considered a masterpiece or a bad song?
Hard disagree, because it’s like with all the other forms of AI-created slop - with the real thing there’s layers of meaning, and you spend time and mental energy digging into that and getting something from it. But as with AI art and AI prose, you try looking closer at it and it just makes you feel hollow and frustrated at having wasted your time.
There was no meaning, there was no symbolism, there were no clever literary allusions, there was no interplay between the melody and the lyrics, it’s just superficial garbage that tricks you into giving it attention by sounding good on its first listen.
Do you think AI music or art is just people putting random words into a prompt to get an output? AI music still allows people to feed their own lyrics into the output so there can still be plenty of layers to the lyrics, people refine the beats and rhythms to match what they are feeling so emotion still comes through. People who make good AI art use it as a base and mash it up, refine prompts and find what matches what they feel, they are just using a different brush than people in the past. It also allows more people to participate in art than we have had in the past, aside from the environmental impacts of AI which are a problem, use of AI in art is just another tool for expression. Its good which means even the slop ends uo looking and sounding better than the non ai slop counterparts but that doesnt detract from the fact people put emotion and thought into making good art even if they incorporate AI into their workflow to do so.
If you compare AI ‘slop’ with great works of course its easy to dismiss it and bash it. But there is more human crap out there made each day than there is great works. Music, images, video, texts, all of it. For each piece of great work there is that you find, theres hundreds if not thousands of not so great works that are out there. AI works can be anything from 100% no human involvment besides the initial prompt. They can also involve time and work to get the prompt just the way the user wants. It’s going to end up with more people being able to create more things. Not everyone can draw, or play music, or make movies. Not everyone has the time or money to put everything together thats needed to make something like a good song or a good movie. AI tools are going to give more people those chances, and yes there is going to be slop, but theres already been slop for decades that was all 100% human being made, that had no meaning, no symbolism, no clever literay allusions. So what exactly is the problem with people using AI generate something?
But there is more human crap out there made each day than there is great works
And now, thanks to AI, we can expect 100x more shit to wade through! Great success!
Not everyone can draw, or play music, or make movies. Not everyone has the time or money to put everything together thats needed to make something like a good song or a good movie.
If the author does not want to spend time learning and doing, then I don’t want to spend time checking whatever they asked an AI to do.
So what exactly is the problem with people using AI generate something?
Lower barrier of entry for profit-seeking bullshitters. A significant usage of AI is done by people wanting to profit off it somehow. SEO optimized garbage sites, videos that get lots of views on yt/ttk/insta, playing spotify on repeat forever.
Oh, there’s also the problem of all the deepfakes that people WILL believe, whatever the intent was: revenge porn, political manipulation, trolling.
If the author does not want to spend time learning and doing, then I don’t want to spend time checking whatever they asked an AI to do.
Not everyone has the luxury to spend time learning those skill sets. Should the single parent who had a dream to make art who is getting crushed by capitalism, works 3 jobs to make ends meet and literally doesnt have time to learn there passion without starving not also deserve to be able to express themselves? What do you want only the privileged rich people who have time to dedicate large portions of their life without impact on their finances to be the only ones putting out art? How does someone like Taylor swift who’s whole career came about because her parents could spend so much money on getting her training and paying for studio time in some of the most expensive studios more deserving of getting to make art because of circumstances most people dont have the opportunity to participate in?
Lower barrier of entry for profit-seeking bullshitters
Oh no poor people might be able to make money off of art instead of only massive corporations that effectively already killed the human spirit in art already. Oh no someone who may have gone to school for art so they can express themselves may no longer be able to get a job at an ad company where their love for art gets extinguished as they have to constantly make soulless logos for mega corps based on advise from advertising psychologist who define what will tingle peoples brain more to make them want to consume more.
The problem your scared about already happens but is dressed up as human expression today by pr departments because people do it. If anything AI art would counter that because now more people will be producing things for the sole reason of expressing themselves instead of needing to take a soul crushing job eroding the expression of their craft for a corporation to make up for the years of debt they incurred by going to school to follow their passion only to find out the field they went into is a farce.
Oh, there’s also the problem of all the deepfakes that people WILL believe, whatever the intent was: revenge porn, political manipulation, trolling.
People believe anything already, people believed random hearsay in the past. The only counter for any type of manipulation like this whether being based in deep fakes or just someone spewing nonsense on a pod cast is critical thinking skills. AI doesnt change that one bit, if someone doesnt want to think critically about something they wont, they don’t need AI today to practice cognitive dissonance and blocking AI wont stop that behavior only focusing on education and critical thinking skills will.
Glad to see that you lack an understanding of scale, that explains a lot.
Should the single parent who had a dream to make art who is getting crushed by capitalism, works 3 jobs to make ends meet and literally doesnt have time to learn there passion without starving not also deserve to be able to express themselves?
They’re not expressing themselves if all they’re doing is the equivalent of a boss telling a worker to do something. This is also called “commissioning an artist”
Oh no poor people might be able to make money off of art instead of only massive corporations that effectively already killed the human spirit in art already. Oh no someone who may have gone to school for art so they can express themselves may no longer be able to get a job at an ad company where their love for art gets extinguished as they have to constantly make soulless logos for mega corps based on advise from advertising psychologist who define what will tingle peoples brain more to make them want to consume more.
This whole paragraph is such a display of bad faith that I can’t even figure what’s your position. My best guess: a lot of words to dodge the problem.
The problem your scared about already happens but is dressed up as human expression today by pr departments because people do it. If anything AI art would counter that because now more people will be producing things for the sole reason of expressing themselves instead of needing to take a soul crushing job eroding the expression of their craft for a corporation to make up for the years of debt they incurred by going to school to follow their passion only to find out the field they went into is a farce.
Yeah, nothing like getting a soul crushing job that doesn’t involve art, so that my artistic spirit can remain unfulfilled forever while I pretend to boss around a prompt and think I did something. Refer back to my first point of this reply.
People believe anything already, people believed random hearsay in the past. The only counter for any type of manipulation like this whether being based in deep fakes or just someone spewing nonsense on a pod cast is critical thinking skills. AI doesnt change that one bit, if someone doesnt want to think critically about something they wont, they don’t need AI today to practice cognitive dissonance and blocking AI wont stop that behavior only focusing on education and critical thinking skills will.
It’s a matter of scale. That you failed to grasp something so simple says a lot.
I listened to Kanye for years before he publicly became a Nazi and I don’t think the breadth of his mind changed overnight.
I spent years defending his off-putting public personality because his music touched me from the start.
I really think our pattern seeking monkey brains are easily tricked enough to find meaning in a pile of garbage if we believe hard enough and AI represents this, not proves against it.
I will admit, I can maybe tell if a video is AI and can listen when something is AI (the way it speaks and the formulaic feel are dead giveaways for me), but often cannot tell if written word is AI. I am not looking forward to its technological improvements… 🫠
I once read an article that answered my question as “yes” in the first paragraph, then as a “no” in the following paragraph. And I was mad for having fallen for AI-made bullshit.
Maybe people with be more protective of their art from here on out and stop trying to make a mill off of clout.
We gave the tech companies or data. We are reaping the consequences.
- dumbass nonsensical lyrics
- bland basic bitch tone
- superfluous background music
- digital voice that sounds like it’s been through a syth incorrectly
The last one is the most obvious one. But they’re getting better at concealing it.
You just described 64% of all human-made music.
even shit music takes effort and talent.
AI is literally the theft of talent and the absence of effort.
even shit music takes effort and talent.
Hm, not really unless you consider effort anything that’s non-zero.
I just shat my pants.
I just shat my pants.
Shit got so itchy,
I just shat my pants.
There you go. It took me 10 seconds of effort to come up with that masterpiece. Where’s my Grammy?
literally the theft of talent and the absence of effort.
You’ve just described 100% of the record labels.
Do you know why I listen to real artists? Because there is a story behind it, someone had an inspiration and wrote a fucking good album. AI has no story to tell, didn’t broke up with someone to write a song, and certainly won’t make star gaze the live concert I went to.
Ah yes the story written by ghost writers so the marketable front “artist” for the label can sell brand deals and ads when that “artist” goes on tour and does interviews. People using AI can still write their own lyrics and make music based on the same inspirations you say makes real music. If anything this frees the ghost writers who might not have a great voice or ability to play instruments well but has phenomenon lyricism can plan a good musical set to make their own albums and be free from the oppressive labels.
Speaking of the popularly artists like Taylor Swift? I totally understand, yet, there are artists that really create music. Still, AI, can’t do a live.
And here I was only listening to music because the of the joy I get from some producer getting more and more percentage of the profits. Maybe I should rethink my reasoning…
You may unfortunately have a terminal case of retail investor brain
Shhh, quiet! Otherwise they might get kidnapped by trump’s goons and put on an executive seat!
I don’t know if people are still making sampled music, but this thought occurred to me the other day.
What if I prompted certain phrased, riffs, and hooks that never existed instead of making a complete song.
Then I made a song using samples in my work.
Is this a new song? AI? A mix? Seems plausible that someone is doing this now.
This is already what people who make good AI music do today, they can then also feed in the lyrics they wrote to have the AI sing/rap. Just because some people will make uninspired music from it doesnt mean thats all it can do. Its just another tool that helps people express themselves. It literally takes effort to make AI sound good, its just in a different form than the effort needed to sing or play an instrument and allows those who might not have the ability to sing or play an outlet to still create music others enjoy and find inspiration in.
Is this a new song? AI? A mix?
Just send kinda sad that you’d give up trying to make up new riffs and stuff, seems like a really fun and important part of music
I personally am not I was just thinking about what that end result would be.
My first experience with AI music was when I was on my usual 90s hip-hop/rap vibe and got recommended some channels with alleged underground hits. There definitely were a couple channels that put out legit mixes that did have a lot of music and artists I didn’t know prior, but one of the mixes was weird. I could tell immediately, less than a minute in, mainly because of the vocals that sounded super generic as well kind of robotic in addition to a very out of place beat that doesn’t sound at all like it’d belong in the 90s/2000s era of rap music. Had it not been for the vocals in tandem with the mismatched beat (obviously created by someone who doesn’t know jack about the music genre and the ear it’s supposed to represent), I might not have spotted the AI involved.
The scary and sad part is that I doubt YouTube will do anything about it despite reports and that there are so many people that either don’t care or don’t know/realise. Only saw like one or two other comments calling out that mix having been made with AI
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.

Tip 1: It’s being promoted. The music industry would love to get rid of musicians.
Not really they love having the human front to the ghost writers they employ today to make you feel like you connect to the artist so when they push brand deals and marketing you buy the products they made deals with. This if anything frees those ghost writers to actually make their own music without the shackles of a corporation breathing down their neck.
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)
The versifivator is an implausibly close description of LLMs considering how long ago it was written
In case you were curious, apparently you can get Free eBooks at Planet eBook.com.
Lol this is how pop music is created with formulaic, focus group approved garbage over engineered to be the most palatable and sell well.
If that gets killed off along with AI-generated music, that seems to be to be win/win.
I genuinely think AI music is better than the shit they play on radio.
“Dog shit is better than cat shit”
By a very thin margin, but yes. I’d rather listen to AI slop than the Human slop they try to pass for music these days.
literally 1984
But also there is still lots of good human music being created, I guess it’s passing under your radar. Ask around, browse Bandcamp, listen to radio (hint: it’s not just local now, check out Radio Garden).
And here I’ve been thinking there’s been a big wave of great bands lately. Maybe you just listen to crap.
I am talking about the music that gets played in coffee shops, malls, taxis, hotel lobbies, and restaurants all over the world. So yes, I listen to a LOT of crap.
The distinction is between mass produced radio pop and the kind of high brow hipster music you’re into.
The only thing more formulaic is Bach, who wrote music mathematically.
Hahah he didn’t exactly write according to a formula. That’s like saying “yeah jimi hendrix is pretty formulaic, because he just plays guitar, with a limited number of chords and strings.”









