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Listening clues · platform labels · detectors

How to tell if a song is AI-generated

By ear alone, most people can't. But there are clues in the sound, the credits and the artist profile — and more streaming services now label AI music. Here's what to check, from an AI music studio that labels its own engines.

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Slow push-in on a listener studying a glowing spectrogram
  • Listening checklist
  • Platform labels explained
  • Detection tools
  • Sourced, Sep 2026

Updated by the

Quick answer

Updated

How can you tell if a song is AI-generated?

It's hard to tell an AI-generated song by ear: in a Deezer/Ipsos survey of 9,000 people (November 2025), 97% couldn't tell. The most reliable signals are outside the audio: platform labels such as Deezer's AI tags, an artist profile with a huge, fast catalogue but no shows, and detection tools. In the audio, listen for smeared consonants and odd lyrics.

Key facts

Listeners who couldn't tell
97% (Deezer/Ipsos, Nov 2025)
Fully AI share of Deezer uploads
50%+ daily (Jun 2026)
Deezer AI tags
Since 20 Jun 2025
Spotify AI credits
Beta since Apr 2026, voluntary

Listen first

Test your ears: these are all AI

Every track below is AI-generated — engine named on each card. Listen for the clues in the checklist.

AcousticSong78 BPM

Rainy Bookshop

Made with ElevenLabs Music v2.5 · AI vocals and lyrics

—

PromptWarm acoustic love song, fingerpicked guitar and soft cello, gentle male vocals singing about meeting someone in a rainy bookshop, heartfelt, 78 bpm

Make one like this
90s R&BSong88 BPM

Late Night Line

Made with Ken Music 1.5 · AI harmonies

—

PromptSmooth 90s-style R&B groove about late-night phone calls, swung drums, lush harmonies, silky female vocals, 88 bpm

Make one like this
Folk balladSong84 BPM

Across the Water

Made with ElevenLabs Music v2.5 · AI storytelling

—

PromptA storytelling folk ballad about a grandfather who sailed across the ocean as a young man to start a new life, fiddle, acoustic guitar, weathered male vocals, 84 bpm

Make one like this
Gospel choirSong90 BPM

Lift It Up

Made with MiniMax Music 3.0 · AI choir

—

PromptUplifting gospel song with a full choir, Hammond organ, handclaps, powerful lead female vocal, joyful and soaring, 90 bpm

Make one like this

How to

How to use Kenerate Music Studio

Time needed
Steps
4 steps

  1. Step 1

    Check the platform label

    Deezer tag, Spotify credits, Apple label.

  2. Step 2

    Check the artist

    History, photos, shows, release pace.

  3. Step 3

    Listen to the vocals

    Consonants, breaths, vibrato.

  4. Step 4

    Read the lyrics

    Do they actually say something?

1Choose what to make2Describe the music3Pick Ken Music and the length4Click Make5Play and download your track
Kenerate AI Music Studio tool card set to Instrumental, no vocals background music

Open Music Studio and pick a song from a prompt, a song from your lyrics, or an instrumental.

1 / 5 · Choose what to make

Watch the tour · 1:24

Prompt & lyrics to song, instrumentals, models, your tracks & chat

Chapters

Engines

Kenerate labels its engines

Every demo on this site names the engine that made it. Facts from the app's engine list.

  • Ken Music 1.5 title card — a dreamy album-cover-like scene where a photograph dissolves into flowing musical waveforms and notes around a vocalist's microphone

    Kenerate

    Ken Music 1.5

    Length
    Up to ~3 min
    Modes
    Song · Lyrics · Instrumental

    Best for

    Default engine: full songs with vocals in any language; can take an image as inspiration

    Open Ken Music 1.5
  • ElevenLabs Music v2.5 title card — a pristine modern recording studio at night

    ElevenLabs

    ElevenLabs Music v2.5

    Length
    Exact length, 10 s–10 min
    Modes
    Song · Lyrics · Instrumental

    Best for

    Set the exact duration; clean studio mix

    Open ElevenLabs Music v2.5
  • Mureka V9.5 title card — an open notebook with completely blank pages

    Mureka

    Mureka V9.5

    Length
    Up to 4 min
    Modes
    Song · Lyrics · Instrumental

    Best for

    Writes its own lyrics from a prompt; style chips; MP3/WAV/FLAC

    Open Mureka V9.5
  • MiniMax Music 3.0 title card — a song structure shown as glowing coloured blocks of verses and choruses arranged like a city skyline

    MiniMax

    MiniMax Music 3.0

    Length
    Up to 4 min
    Modes
    Song · Lyrics · Instrumental

    Best for

    Follows [Verse]/[Chorus] section tags closely

    Open MiniMax Music 3.0

Prompt recipe

Hear the difference yourself

Generate a song, then compare it with a human recording you know well.

Platform label
Deezer AI tag, Spotify AI credits, Apple 'Made With AI' (when live).
Artist profile
No photos, shows or interviews; dozens of releases in weeks.
Vocals
Smeared consonants, identical breaths, oddly perfect vibrato.
Lyrics
Generic images, lines that rhyme but don't mean much.
Structure
Sections that repeat too exactly, strange fades or cut-offs.
Detector
Tools like Ircam Amplify's AI-Generated Detector.

  • Pop

    Upbeat pop song about a summer road trip, bright synths, female vocals, 118 bpm

    Use this prompt

  • Folk

    Storytelling folk ballad, fiddle, acoustic guitar, weathered male vocals, 84 bpm

    Use this prompt

  • R&B

    Smooth R&B slow jam, silky female vocals, Rhodes keys, 72 bpm

    Use this prompt

  • Instrumental

    Solo piano ballad, tender and cinematic, concert grand

    Use this prompt

Timeline

How platforms started labelling AI music

From each company's announcements and trade press.

  • 20 Jun 2025 — Deezer tags AI albums

    Deezer starts tagging albums with fully AI-generated tracks; 18% of daily uploads were fully AI at the time.

  • 25 Sep 2025 — Spotify's AI protections

    Impersonation only with the artist's permission, a music spam filter, and support for DDEX AI disclosures.

  • 13 Jan 2026 — Bandcamp bans AI music

    Music made wholly or substantially by AI is banned, with human review.

  • 16 Apr 2026 — Spotify AI credits (beta)

    Voluntary AI credits appear in Song Credits on mobile.

  • May 2026 — YouTube auto-labels AI video

    Realistic AI videos, including AI music videos, are detected and labelled even without disclosure.

  • 21 Jul 2026 — Deezer: over half of uploads

    Fully AI tracks pass 50% of daily uploads (~90,000/day) but draw only 1–3% of streams.

  • 20 Aug 2026 — Apple Music 'Made With AI'

    Apple tells partners a listener-facing AI label is coming later in the year.

Tips

What not to rely on

Common myths.

  • 'It sounds too good' — plenty of human music is polished too.

  • 'No AI tag means human' — Spotify says missing AI credits don't mean AI wasn't used.

  • 'AI can't do emotion' — the survey says most listeners can't tell.

  • One odd sound — human recordings have artefacts as well.

  • Detector scores alone — treat them as evidence, not proof.

Example uses

How creators use How to Tell If a song Is AI-Generated

Illustrative examples of typical workflows, not customer reviews.

  • Laptop showing a grid of album covers next to a checklist

    Playlist curator

    A playlist curator could check platform labels and the artist's release history before adding new uploads.

  • Vinyl record on a turntable beside earbuds and ticket stubs

    Music listener

    A listener who wants to support human artists could look up the artist profile and credits before streaming more.

  • Acoustic guitar, laptop and microphone in a home studio

    Independent musician

    An independent musician using AI drafts could disclose that use clearly when releasing a song.

FAQ

How to Tell If a Song Is AI-Generated questions

How can you tell if a song is AI-generated?

Check platform labels (Deezer tags, Spotify AI credits), the artist's history and release pace, and listen for smeared consonants, over-smooth breaths and vague lyrics. Detection tools like Deezer's and Ircam Amplify's can help. No single clue is proof.

Link to this answer

Can people hear the difference?

Mostly not: in a Deezer/Ipsos survey of 9,000 people (November 2025), 97% couldn't tell fully AI-generated tracks from human ones.

Link to this answer

Does Spotify label AI music?

Spotify shows voluntary AI credits in Song Credits (beta since April 2026); it says the absence of AI credits doesn't mean AI wasn't used.

Link to this answer

Does Deezer label AI music?

Yes — since 20 June 2025 Deezer tags albums that contain fully AI-generated tracks, using its own detection tool.

Link to this answer

Can ChatGPT make music?

ChatGPT is a chat assistant: it can write lyrics, chord progressions and song structures as text. To hear a finished, sung song, you need an AI music generator such as Kenerate's Music Studio.

Link to this answer

Is there an AI music detector?

Yes — for example Deezer's detector (which Deezer now also licenses to other companies) and Ircam Amplify's AI-Generated Detector, which claims 98.5% accuracy.

Link to this answer

How much new music is AI-generated?

Deezer reported in July 2026 that fully AI tracks were over 50% of its daily uploads (around 90,000 a day), though they drew only 1–3% of streams.

Link to this answer

In depth

How to Tell If a Song Is AI-Generated, explained

What works, what to avoid, and how the pieces fit.

Why it's getting harder

Early AI music gave itself away with warbly vocals and nonsense lyrics. Current engines produce clean mixes, natural phrasing and coherent song structures, which is why listening tests fail and why platforms are moving to labels and detection [1][2].

Keep going

More from Kenerate

By Last updated and reviewed

We build and run the Kenerate Music Studio. Every demo on this page is a real output of the engine named on it, made from the prompt shown; engine facts were checked against the app's code.

Sources: Deezer — world's first AI tagging system (20 Jun 2025) · Spotify — strengthening AI protections (25 Sep 2025) · Music Business Worldwide — Spotify AI credits · MacRumors — Apple Music to label AI-generated songs (20 Aug 2026) · TechCrunch — Bandcamp bans AI music (14 Jan 2026) · Music Business Worldwide — YouTube auto-labels AI videos · Music Business Worldwide — Ircam Amplify AI detector

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