







MacOS app to detect AI-generated music.
The Millions of Songs Mashed Into AI-Generated Music
Explore the astonishing amount of music available to AI developers.
Deezer Launches Free AI Music Detector for Playlists
43% of people joining Deezer from other streaming platforms already have AI music in their playlists

Deezer launches an AI music detector for other streaming services
Feed Deezer your playlists to find the AI slop.
Soulless: List of AI Artists Hiding on Spotify
Soulless: AI music is stealing from real artists. AI music analyzer (open source).
Soulless: List of AI Artists Hiding on Spotify
Soulless: AI music is stealing from real artists. AI music analyzer (open source).
Listening Post: Ambient Music Recognition for macOS
Always-on music recognition for your Mac. Supports local files, Last.fm, ListenBrainz (and compatible), Rocksky (and compat), Apple Music, Spotify, Deezer. Post to Bluesky, Mastodon, ActivityPub. Automate with macOS Shortcuts.

HAIM: Human-AI Music Datasets for AI Music Production Tracking Benchmark
As generative platforms such as Suno and Udio reach human-grade audio quality, the scope of AI's utility has expanded across the entire music production workflow. Beyond simple track generation, these advancements have catalyzed the adoption of AI-driven methodologies in diverse forms. These include vocal synthesis, arrangement, and professional mastering. However, current detection research remains largely confined to a binary `AI-or-human' paradigm. It fails to reflect the realities of contemporary music production workflows. In real-world production, AI tools are increasingly used to refine or master human-produced tracks, and human engineers likewise post-process AI-generated material to ensure professional quality. Moreover, users often employ adversarial tactics to bypass AI detectors, such as applying human mastering to AI-generated tracks. This creates a grey area that a simple binary classification fails to capture. In this paper, we define and investigate ``AI Music Tracking'': the challenge of identifying specific AI integration across the multifaceted spectrum of music production. To this end, we introduce HAIM, a dataset with diverse labels for stages of music production. It is designed to isolate stages of AI intervention, including hybrid production and agent-level tracking. Our evaluation of state-of-the-art detectors reveals systemic flaws. By releasing HAIM, we propose a new benchmark that shifts the field beyond binary classification toward a granular, structured evaluation of AI music.

I let AI control my computer.
Introducing Verified by Spotify, a Signal of Authenticity and Trust for the Artists Behind the Music — Spotify
Music is evolving, and so are the ways you discover and connect with artists. In the AI era, it’s more important than ever to be able to trust the authenticity of the music you listen to. At Spotify, our focus is providing you with more context about artists and their music, so you can build...

SlopTracker — Exposing AI-Generated Artists on Spotify
AI-generated artists are flooding Spotify, racking up millions of streams, and siphoning revenue from real musicians. See the receipts.
Arthur-Ficial/apfel
The free AI already on your Mac. CLI tool, OpenAI-compatible server, and interactive chat — all on-device via Apple Intelligence. No API keys, no cloud, no downloads.
Spotify's AI Problem Is So Bad Random People Are Stepping In to Track the Slop
Spotify doesn’t label AI music on its platform, so websites like SoullessMusic.com and SlopTracker.org do it instead.
Google is embedding inaudible watermarks right into its AI generated music
SynthID comes to audio.

Why We’re Taking a Human‑First Stand on AI‑Generated Music — Qobuz Community
Artificial intelligence is transforming the music industry at an unprecedented pace. Faced with the explosion of AI-generated content and the legitimate questions it raises, Qobuz has chosen transparency. This charter establishes our framework: how we use AI, where we draw our lines, and what commi

AI music tools challenge Bay Area musicians
AI music tools challenge Bay Area musicians: As affordable AI platforms spread, artists debate creativity, copyright and survival.

Alter | Native AI built for macOS high achievers
Alter: The seamless AI that supercharges your Mac. Skip the chat, execute instant actions across all apps. 10x your productivity with complete privacy control.
