AI music, detection and the things nobody wants to admit
Long-form writing on how AI music detection actually works, how the leading generators differ, what streaming platforms really do, and where copyright currently stands. No inflated accuracy claims and no pretending the hard cases are easy.
Detection
Detection
What Is an AI Music Detector?
A plain-language definition, what the score means, and where the limits are.
11 min read
Detection
How AI Music Detectors Work
The full pipeline from uploaded file to probability estimate.
12 min read
Detection
Can AI Music Be Detected?
An honest answer to the most common question about AI music.
11 min read
Detection
How Accurate Are AI Music Detectors?
Why headline accuracy numbers rarely survive contact with real audio.
12 min read
Detection
Best AI Music Detectors Compared
Method, transparency, privacy and honesty — compared properly.
12 min read
Detection
Free AI Music Detectors
What free tools give you, and what you pay in other ways.
10 min read
Detection
AI Music Detection Explained
Everything the field currently knows, in one place.
13 min read
Detection
AI Music Detection Limitations
The conditions under which every detector degrades.
11 min read
Detection
AI Audio Detection Explained
Beyond music: speech, voice cloning and synthetic sound.
11 min read
Generators
Guide
Guide
How to Detect AI Generated Music
Listening cues, acoustic measurements and provenance checks — and the order to apply them in.
9 min read
Guide
AI Music Generator for Beginners
Your first hour with an AI music generator.
11 min read
Guide
AI Music Generator for YouTube
Licensing, Content ID, disclosure and monetisation.
11 min read
Guide
AI Music Generator for Podcasts
Beds, stingers and intros that sit under speech.
10 min read
Guide
AI Music Generator for Games
Loops, stems and adaptive music for interactive audio.
11 min read
Guide
AI Music Generator for Film
Temp scores, sync rights and delivery realities.
11 min read
Guide
AI Music Generator for Businesses
Commercial use, indemnity and brand risk.
11 min read
Comparison
Comparison
Suno vs Udio: How They Differ, and Why It Matters for Detection
Two leading generators, two different workflows — and two different detection problems.
8 min read
Comparison
AI Music Detector vs Human Listening
Two different instruments, two different failure modes.
11 min read
Comparison
AI Music Detector vs AI Music Generator
Two opposite tools locked in an uneven race.
10 min read
Comparison
AI Music vs Royalty-Free Music
Licensing certainty versus infinite variation.
10 min read
Comparison
AI Music vs Stock Music
Same brief, very different rights and risks.
10 min read
Comparison
AI Vocals vs Human Vocals
What still gives synthetic vocals away — and what does not.
11 min read
Comparison
AI Singing vs Human Singing
Performance, error and intent compared.
11 min read
Comparison
AI Beats vs Human Beats
Groove, velocity and sound selection.
10 min read
Comparison
AI Composition vs Traditional Composition
Two processes, two very different kinds of authorship.
11 min read
Legal
Legal
AI Music and Copyright: What Is Actually Settled
Authorship, training data and voice likeness — what is settled and what is not.
9 min read
Legal
AI Music Copyright vs Human Copyright
Where the two legal regimes diverge.
11 min read
Legal
Is AI Music Copyrighted?
Authorship, registration and what you actually own.
11 min read
Legal
Can You Monetize AI Music?
Where AI music can earn, and where it cannot.
11 min read
Legal
Is AI Music Legal?
Generally yes — but the risk is not where people think.
11 min read
Legal
AI Music and YouTube Copyright
Content ID, disclosure and monetisation on YouTube.
11 min read
Legal
AI Music and Spotify
Policy, disclosure and what gets a release pulled.
11 min read
Legal
AI Music Commercial Use
Reading the commercial terms before you ship.
11 min read
Legal
AI Music Licensing
Which rights exist, and which quietly do not.
11 min read
Legal
AI Music Ownership
Terms of service and copyright law give different answers.
10 min read
Legal
AI Music Fair Use
Training, output and style — three different questions.
11 min read
Legal
AI Music Ethics
Consent, credit, compensation and disclosure.
11 min read
Beginner
Reference
FAQ
FAQ
AI Music FAQ
Short answers to the questions people actually ask.
12 min read
FAQ
AI Music Detector FAQ
Accuracy, false positives, privacy and file handling.
11 min read
FAQ
AI Music Generator FAQ
Cost, quality, licensing and originality.
11 min read
FAQ
AI Copyright FAQ
Fast answers on ownership, registration and risk.
11 min read