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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.

  • Listening checklist
  • Platform labels explained
  • Detection tools
  • Sourced, Sep 2026

Quick answer

Updated

It's hard to tell by ear: in a Deezer/Ipsos survey of 9,000 people (November 2025), 97% couldn't distinguish fully AI-generated tracks from human ones. The most reliable signals are outside the audio: platform labels (Deezer tags albums with fully AI tracks; Spotify shows voluntary AI credits; Apple Music says a "Made With AI" label is coming), an artist profile with no live shows, photos or history but a huge catalogue released very fast, and detection tools such as Deezer's detector and Ircam Amplify's AI-Generated Detector. In the audio itself, listen for smeared consonants, over-smooth breaths, lyrics that don't quite make sense, and endings that fade or cut oddly — though modern engines avoid many of these.

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

What happened

How platforms started labelling AI music

From each company's announcements and trade press.

  1. 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.

  2. 25 Sep 2025

    Spotify's AI protections

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

  3. 13 Jan 2026

    Bandcamp bans AI music

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

  4. 16 Apr 2026

    Spotify AI credits (beta)

    Voluntary AI credits appear in Song Credits on mobile.

  5. May 2026

    YouTube auto-labels AI video

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

  6. 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.

  7. 20 Aug 2026

    Apple Music 'Made With AI'

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

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

Prompt recipe

The checklist

No single clue proves anything — look for several.

1
Platform label
Deezer AI tag, Spotify AI credits, Apple 'Made With AI' (when live).
2
Artist profile
No photos, shows or interviews; dozens of releases in weeks.
3
Vocals
Smeared consonants, identical breaths, oddly perfect vibrato.
4
Lyrics
Generic images, lines that rhyme but don't mean much.
5
Structure
Sections that repeat too exactly, strange fades or cut-offs.
6
Detector
Tools like Ircam Amplify's AI-Generated Detector.

Hear the difference yourself

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

  • 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

How to

How to use the how to tell if a song is ai-generated

  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?

  5. Step 5: Run a detector

    If it matters — e.g. for a playlist or a label.

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.

Engines

Kenerate labels its engines

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

Kenerate labels its engines
EngineLengthModesGood for
Ken Music 1.5KenerateUp to ~3 minSong · Lyrics · InstrumentalDefault engine: full songs with vocals in any language; can take an image as inspiration
ElevenLabs Music v2.5ElevenLabsExact length, 10 s–10 minSong · Lyrics · InstrumentalSet the exact duration; clean studio mix
Mureka V9.5MurekaUp to 4 minSong · Lyrics · InstrumentalWrites its own lyrics from a prompt; style chips; MP3/WAV/FLAC
MiniMax Music 3.0MiniMaxUp to 4 minSong · Lyrics · InstrumentalFollows [Verse]/[Chorus] section tags closely

Pick the engine in the Music Studio's composer. Every engine runs on the same credit balance.

Make your first track — 25 free credits on sign-up.

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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].

Why it matters

People check for different reasons:

  • Listeners — wanting to support human artists.
  • Playlist curators and labels — screening uploads.
  • Platforms — fighting spam and streaming fraud.
  • Creators — disclosing AI use honestly.

FAQ

How to Tell If a Song Is AI-Generated questions

7 questions

Still stuck?

A real person answers — usually within a day.

Email usHear AI music, labelled
01

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.

02

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.

03

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.

04

Does Deezer label AI music?

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

05

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.

06

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.

07

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.

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Written by the Kenerate AI team

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. Last updated 28 September 2026. Corrections: support@kenerateai.com.

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