Quick checks you can do yourself
Start with what the platform shows you and finish with the tools. The first two checks take seconds in the app; the last two need the file, a link or a playlist.
- Look for a platform label. Deezer marks albums that contain fully AI-generated tracks, Spotify badges artists whose identity is AI-generated, and YouTube and TikTok label AI content. Where each label appears is in the platform section below.
- Read the credits. In Spotify’s mobile app, AI credits show which part of a track, such as lyrics, vocals or production, was generated (Spotify for Artists support). Named writers and producers you can find elsewhere are a good sign.
- Check the artist. What reliable sources report, release history, concerts, photos and social accounts tell you more than the sound does. They are hints, not proof.
- Inspect the file. If you have the audio file, its metadata or Content Credentials may say how it was made.
- Run a detector. Deezer’s free detector scans your playlists, and SubmitHub’s checker takes a link or a file. Read the result as one more clue.
A label is the strongest evidence you will find, but a missing label proves nothing. Spotify says it depends on artists to disclose, so the absence of an AI credit does not mean AI was not used (Spotify).
Is this song AI? How to check a specific track or artist
Most questions are about one song or one act. Start with what reliable sources report, then look at the artist profile yourself. Billboard works the same way when it decides whether a charting song is AI or AI-assisted: it checks the artist pages, some of which say the music is generated with the help of AI, cross-checks the songs with Deezer’s AI detection tool and contacts the creators (Billboard).
Songs and artists people asked about
Each answer is what the cited source says, nothing added from listening.
| Question | What the source says | Who is credited | Source |
|---|---|---|---|
| Is Breaking Rust a real band? | An AI-powered country act. No band members are named in the sources we read | Songwriter Aubierre Rivaldo Taylor, who had not answered Billboard | Billboard; Billboard |
| Is Cain Walker AI? | An AI-assisted country artist | Dallas Little | Billboard |
| Is Solomon Ray AI? | An AI-powered artist that debuted on Billboard’s Hot Gospel Songs chart | Christopher Jermaine Townsend, who also releases music as Topher | Billboard |
| Is Xania Monet AI? | An artist with an animated avatar. The songs are made with Suno, with help from some other people | Songwriter Telisha “Nikki” Jones, who writes the lyrics | Billboard |
| Is The Velvet Sundown AI? | Yes, by its own account: a synthetic music project made with the support of AI. Its images were AI-generated too | No creator named in the source | Berklee |
Chart positions and more cases are in AI songs on the charts. For a name that is on no list, use the hints below.
Hints on the artist profile
None of these is proof on its own, and each also fits real artists, from newcomers to producers who release a lot.
- A sudden, large catalogue. The Velvet Sundown released three albums within a few months. On 3 Jul 2025 it confirmed it was a synthetic music project, and by 22 Jul 2025 it had over 1.4 million monthly listeners on Spotify (Berklee). Spotify’s spam filter also watches for mass uploads (Spotify).
- No life outside the platform. Spotify’s verification looks for concert dates, merchandise and linked social accounts (Spotify). Reddit users began to doubt The Velvet Sundown when they found its songs in their recommendations but little about the band online (Berklee). Merchandise alone proves little: Cain Walker’s website sells T-shirts (Billboard).
- Photos of a person who may not exist. Spotify’s AI Persona badge covers profiles whose images, artwork included, appear to show a photorealistic AI-generated person (Spotify for Artists support).
- No credits, or credits that lead nowhere. Named writers and producers make a human-made song more likely, not certain: four of the five acts in the table credit a real person.
- What the artist says. Some artist pages say outright that the music is generated with the help of AI (Billboard). On Spotify, AI credits and a self-disclosed AI Persona badge are the artist’s own word.
In Spotify’s mobile app, the About section of an artist profile also shows artist details from Spotify’s own data: career milestones, release activity and touring activity (Spotify).
What you can hear, and why your ears are not enough
Most people cannot hear it. Deezer and Ipsos asked 9,000 adults in eight countries to listen to three tracks, two fully AI-generated and one human-made, and say which were AI: 97% could not tell, and 52% said not being able to tell made them uncomfortable (Deezer and Ipsos). Deezer says the traces its own detector looks for are usually inaudible to humans (Deezer). More figures are in AI music statistics.
If you still want to listen closely, these are the things people point to:
- Words that blur into sounds that are not quite words, mostly in fast lines and backing vocals.
- Lyrics made of stock phrases that never say anything specific.
- A voice that never seems to breathe, or breathes in odd places.
- A fizzy or metallic shimmer on cymbals and high notes.
- A song that wanders: a second chorus that differs from the first, or an ending that stops or fades oddly.
Every one of these also turns up in human-made music, through heavy pitch correction, compressed files or lo-fi production. Treat what you hear as a reason to run the other checks, never as proof.
How Deezer, Spotify and other platforms flag AI music
What each service shows listeners, read on its own pages on 5 Oct 2026. The rules behind these labels, and what they mean for uploads, are in our tracker of AI music rules on Spotify, Apple Music, Deezer, YouTube and TikTok.
| Platform | What you see | Who sets it | Limits | Source |
|---|---|---|---|---|
| Deezer | A notice on the album page that some tracks may be AI-generated. Tagged tracks are kept out of algorithmic recommendations and editorial playlists | Deezer’s own detector. Nobody has to declare anything. Tagging started in June 2025 | Made for fully AI-generated music. The tag is set per album, not per track, and listeners cannot switch it off | Deezer Support; Deezer |
| Spotify | An “AI Persona” or “Likely AI Persona” badge next to the artist’s name on the profile, in search on mobile and in track rows in playlists. AI credits for lyrics, vocals or production in the song credits and the Now Playing view, on mobile only | The artist, who can self-disclose. Spotify’s reviewers, for profiles whose name and images appear to show a photorealistic AI-generated person. AI credits come through the distributor | The badge is about the artist’s identity, not how the music was made, and is still rolling out. AI credits are optional and in beta | Spotify; Spotify for Artists support; Spotify for Artists support |
| YouTube | “Made with AI” under “How this content was made” in the expanded description; for photorealistic content, sometimes also a label on the player | Creators, who must disclose AI-generated music that is the main focus of a video. YouTube also labels content made with its own AI tools, content with C2PA Content Credentials and content its systems detect | Depends mostly on disclosure. In most cases creators can correct an automatic label | YouTube Help; YouTube Help |
| TikTok | “Creator labeled as AI-generated”, or “AI-generated” when TikTok adds the label itself | Creators, who must label realistic AI-generated images, audio and video. TikTok, for content made with its AI effects or carrying Content Credentials | A creator label depends on honesty. An automatic label cannot be removed | TikTok Support |
| Apple Music | No listener label confirmed on an Apple page as of 5 Oct 2026 | Record labels and distributors, through optional AI transparency fields for Track, Composition, Artwork and Music Video in Apple’s delivery specification | Apple told partners these will show as “Made With AI” labels later in 2026, according to a distributor’s report, without a date | Apple; RouteNote |
Spotify adds two more signals. A “Verified by Spotify” badge, a light green check, means Spotify reviewed the profile and found signs of a real artist, and profiles that appear to mainly represent AI-generated artists were not eligible at launch (Spotify). Tapping an AI Persona badge shows whether the artist disclosed it or Spotify decided (Spotify). The badge is explained in full in Spotify’s AI Persona badge, explained.
What AI song detectors and checkers can and cannot tell you
Detectors look for traces that generators leave in the audio. Deezer says these traces are usually inaudible to people and differ from one model to the next, so its tool can also tell which model made a track (Deezer). Three tools describe themselves on their own pages:
| Tool | What it does | Who can use it | Accuracy, as its maker states it | Source |
|---|---|---|---|---|
| Deezer AI Music Detector | Connects to your streaming service and flags AI-generated tracks in up to 100 of your playlists | Anyone, free, with no Deezer subscription. Launched on 11 Jun 2026 | 99.8%: may miss 2 in 1,000 AI-generated tracks and wrongly flag fewer than 1 in 10,000 human-made songs | Deezer; Deezer |
| SubmitHub AI Song Checker | Takes a Spotify, YouTube, SoundCloud or Disco link, or an MP3, WAV or FLAC file of at least 30 seconds, and answers human, hybrid or AI | Anyone; guests get 2 free checks an hour | No figure given. SubmitHub says no detector is perfect | SubmitHub |
| Ircam Amplify AI Music Detector | Scans catalogues through an API | Streaming services, distributors, labels, collecting societies and publishers, on request | 99%, with under 1% false positives | Ircam Amplify |
What they cannot tell you: we have not tested these tools and do not rank them. Deezer’s figures are for fully AI-generated music. SubmitHub warns that mastering, re-recorded vocals or a blend of AI and human performance can fool its models, and that detectors need retraining as generators improve (SubmitHub). So a partly generated song is the hardest case, any tool can be wrong about a single song, and a result is one more clue, not a verdict. Billboard does not rely on one tool either, as the section above shows.
Metadata, Content Credentials and watermarks
If you have the file itself, it can carry evidence the platform does not show.
Metadata and Content Credentials
Audio files carry tags beside the sound, such as title and artist, and a tag editor shows them. Some services write an AI declaration into these tags. Content Credentials, the C2PA standard, go further: signed information about where a file came from. The Content Authenticity Initiative’s free Verify page reads them from MP3, WAV and M4A files, among other formats, but warns that Content Credentials are still rolling out, so a file may have nothing to show (Content Authenticity Initiative). TikTok and YouTube already use them to label uploads (TikTok Support; YouTube Help). Tags can be removed with ordinary software, so a file without them proves nothing.
Inaudible watermarks
Some AI music providers also hide a watermark in the sound itself. The European Commission’s Code of Practice on AI-generated content defines it as a marker embedded in the audio samples, imperceptible to people and recoverable after the content is altered, and asks providers to test it against changes such as recompression, a new file format or pitch shifting. Providers that sign the code commit to at least two layers of marking, signed metadata plus a watermark, and to a detector that is free of charge (European Commission). The catch for listeners: a watermark is read by a detector built for that marking technique, and in general different watermarks need different detectors (European Commission).
How Lyro marks its own songs
Lyro marks its downloads as AI-generated. Every download of generated audio carries an ID3 tag, a machine-readable field inside the file, that declares it AI-generated. Tracks made on Lyro High and Lyro Extra also carry an inaudible watermark added by the model provider. Our acceptable use policy does not allow removing either mark. The same answer is in our FAQ.
What the law says in the EU
Since 2 Aug 2026, Article 50 of the EU AI Act requires providers of AI systems that generate audio to mark the output in a machine-readable format, so that it is detectable as AI-generated (EU AI Act). Systems already on the market before that date have until 2 Dec 2026 for this marking duty, content made before 2 Aug 2026 does not have to be labelled after the fact, and providers outside the EU are covered when their output is used in the EU (European Commission).
A visible label is a separate duty. A professional user who publishes a deepfake, content that resembles real people, places or events and would falsely appear authentic, must disclose it in a way people can see or hear, and cannot rely on the hidden mark alone. For evidently artistic, creative, satirical or fictional work, the disclosure only has to be appropriate and must not spoil the work. Purely personal, non-professional use is outside the Act. National authorities enforce these rules, with fines of up to 15 million euros or 3% of worldwide turnover (European Commission). Publishers who sign the Commission’s Code of Practice commit to showing the disclosure with an “AI” icon or an equivalent label or, for an audio-only deepfake, a short spoken disclaimer at the start (European Commission).
For listeners, this means more AI audio will carry a hidden mark from now on, although reading it takes the right detector. Whether a particular AI song also needs a visible label depends on whether it counts as a deepfake, which the Commission’s guidelines judge by how closely it resembles real people or events, its message, its context and what its audience expects (European Commission). Official charts have their own rules, covered in AI songs on the charts, and copyright is a separate question, covered in AI music copyright by country. This is a summary, not legal advice.
Questions
Is this song AI? How do I know if music is AI-generated?
Check the platform first: a Deezer album notice, a Spotify AI Persona badge or AI credit, or a YouTube or TikTok AI label is the strongest evidence you will find. For a well-known act, look for what a reliable source reports, as in our table of acts above. Otherwise look at the artist’s releases, concerts and social accounts, and run Deezer’s free playlist detector or SubmitHub’s checker. Do not rely on your ears: 97% of people in a Deezer and Ipsos blind test could not tell (Deezer and Ipsos).
Is Breaking Rust a real band?
Billboard describes Breaking Rust as an AI-powered country act. Its songs are credited to songwriter Aubierre Rivaldo Taylor, who had not answered Billboard’s questions, and no band members are named in the sources we read (Billboard; Billboard). Its “Walk My Walk” spent a second week at No. 1 on Billboard’s Country Digital Song Sales chart dated 15 Nov 2025 (Billboard).
Is Xania Monet AI?
Xania Monet is an artist with an animated avatar created by Mississippi-based songwriter Telisha “Nikki” Jones. Jones writes the lyrics and has used Suno, with help from some other people, to make the songs, and Xania Monet was the first AI-powered artist to debut on a Billboard airplay chart (Billboard).
Is there an AI song detector that works?
Several work some of the time, and none is perfect. Deezer’s free AI Music Detector scans your playlists, and Deezer puts its accuracy at 99.8% for fully AI-generated music (Deezer). SubmitHub’s AI Song Checker takes a link or a file, answers human, hybrid or AI, and says itself that no detector is perfect (SubmitHub). We have not tested either.
Can you tell if a song was made with Suno?
Not by ear with any confidence. Deezer says its detector recognises fully AI-generated music from the most prolific generators, such as Suno and Udio, and can tell which model made a track, because each model leaves its own traces (Deezer). Credits and reporting can say it too: Billboard reports that Xania Monet’s songs are made with Suno (Billboard). We have not tested any detector on Suno songs.
What if my song is wrongly flagged as AI?
It depends on where. On Spotify, an artist can appeal a “Likely AI Persona” badge in Spotify for Artists; if nothing is done the badge stays, and Spotify makes the final decision (Spotify for Artists support). On YouTube, creators can change an automatic AI label in most cases, but not on content with C2PA metadata, content made with YouTube’s AI tools or content labelled after a manual review (YouTube Help). The Deezer pages we read describe its tag, set per album to reduce errors, but no appeal route (Deezer). Start with your distributor, which delivered the music.
Does AI music have to be labelled by law?
In the EU, in part. Since 2 Aug 2026 providers must mark AI-generated audio in a machine-readable way, with time until 2 Dec 2026 for systems already on the market, and professional users must visibly disclose deepfakes (European Commission). Platforms add their own rules: YouTube requires creators to disclose AI-generated music that is the main focus of a video (YouTube Help), and TikTok requires a label on realistic AI-generated audio (TikTok Support).
Sources
- Deezer and Ipsos, “Deezer/Ipsos survey: 97% of people can’t tell the difference between fully AI-generated and human made music”, 12 Nov 2025, read 5 Oct 2026
- Deezer, “AI Music Tops 50% of Daily Uploads on Deezer”, 21 Jul 2026, read 5 Oct 2026
- Deezer Support, “AI Content Tagging on Deezer”, 19 Jun 2025, read 5 Oct 2026
- Deezer, “Deezer launches AI music detector for playlists on all major streaming platforms”, 11 Jun 2026, read 5 Oct 2026
- Deezer, “Free AI Music Detector by Deezer” (the tool’s page), read 5 Oct 2026
- Spotify, “Introducing a New Label for AI-Generated Artist Identities on Spotify”, 11 Aug 2026, read 5 Oct 2026
- Spotify for Artists support, “AI Persona badges on Spotify”, read 5 Oct 2026
- Spotify for Artists support, “AI credits on Spotify”, read 5 Oct 2026
- Spotify, “Spotify Strengthens AI Protections for Artists, Songwriters, and Producers”, 25 Sep 2025, with a later update, read 5 Oct 2026
- Spotify, “Introducing Verified by Spotify, a Signal of Authenticity and Trust for the Artists Behind the Music”, 30 Apr 2026, read 5 Oct 2026
- YouTube Help, “Disclosing use of GenAI content”, read 5 Oct 2026
- YouTube Help, “Understanding ‘How this content was made’ disclosures on YouTube”, read 5 Oct 2026
- TikTok Support, “About AI-generated content”, read 5 Oct 2026
- Apple, “Apple Music Specification 5.3.26” (AI transparencies), April 2026, read 5 Oct 2026
- RouteNote, “Apple Music will label AI-generated music later this year”, 21 Aug 2026, read 5 Oct 2026 (a distributor’s report, not an Apple page)
- Content Authenticity Initiative, “Verify” (a Content Credentials inspection page), read 5 Oct 2026
- European Commission, “Code of Practice on Transparency of AI-Generated Content” (PDF, published with the Commission’s page updated 31 Jul 2026), read 5 Oct 2026
- SubmitHub, “AI Song Checker” (help page), read 5 Oct 2026
- Ircam Amplify, “AI Music Detector” (product page), read 5 Oct 2026
- Billboard, Xander Zellner, “How Many AI Artists Have Debuted on Billboard’s Charts?”, 4 Nov 2025, updated 12 Nov 2025, read 5 Oct 2026
- Billboard, Melinda Newman, “As AI Artists Breaking Rust & Cain Walker Rule a Country Chart, Nashville Execs Weigh In”, 13 Nov 2025, read 5 Oct 2026
- Berklee, Tara Bellucci, “The Velvet Sundown: The AI Band Controversy Explained”, 22 Jul 2025, read 5 Oct 2026
- EU AI Act, Article 50, “Transparency Obligations for Providers and Deployers of Certain AI Systems” (artificialintelligenceact.eu), read 5 Oct 2026
- European Commission, “Transparency obligations under Article 50 of the AI Act” (questions and answers), updated 24 Jul 2026, read 5 Oct 2026