Guides
Every guide here exists because it answers something the detector page cannot answer in a sentence. None of them are keyword pages dressed up as articles.
How to check if a song is AI-generated
A full verification process: signal analysis, provenance, metadata, platform history and how to weigh conflicting evidence.
Detect AI-generated music: what the signals actually are
The acoustic properties detectors measure, why each one is imperfect, and what an ensemble adds.
AI audio detection vs AI music detection
Speech deepfake detection and music detection are different problems. Why tools rarely transfer between them.
AI vocal detection and its limitations
Cloned vocals, synthetic vocals and vocal conversion are three different things, and stem separation changes everything.
AI song detector: how to read a score
Interpreting probabilities, ranges, confidence levels and inconclusive results without over-claiming.
Can you detect music made with Suno?
What generator-specific detection would require, and why we refuse to claim it today.
Can you detect music made with Udio?
The same attribution problem, seen from a different generator's output profile.
In progress
These are being written and measured now. They are listed here for transparency and are not published as empty pages.
- Does MP3 compression affect AI music detection? (measured test)
- False positives: which human music trips detectors most often
- Audio fingerprinting vs AI detection
- Can you detect a human-and-AI hybrid song?
- How to prepare an audio clip for better analysis
- Interpreting confidence scores
Or skip the reading and check the track with the free AI music detector.