Blog

Guides and technical articles on AI music forensics, artifact removal, and production.

How to Detect AI-Generated Music — Methods and Tools

Listening cues, spectrogram analysis, and automated forensic tools for identifying AI-generated music from Suno, Udio, Stable Audio, and more. Includes benchmark comparison.

How to Fix AI Music Artifacts (Suno, Udio, Stable Audio)

Step-by-step guide to removing the metallic, watery, swirly artifacts from AI-generated music. Covers RVQ ghosting, codec residue, and HF aliasing — what they are and how to fix them.