Intrect Blog AI music artifacts, detection and audio restoration, from the team behind ArtifactNet and de-artifact. https://intrect.io/blog/ 2026-09-30T00:00:00Z Intrecthttps://intrect.io/ de-artifact vs artefactFX: Two Different Goals, Compared https://intrect.io/blog/de-artifact-vs-artefactfx/ 2026-09-28T00:00:00Z 2026-09-28T00:00:00Z artefactFX markets cleaning tracks to pass distributor AI checks; de-artifact is built to improve sound. Purpose, format and price, from public pages. Suno Metal Artifacts: Fixing Fizzy Cymbals and Guitars https://intrect.io/blog/suno-metal-artifacts/ 2026-09-27T00:00:00Z 2026-09-27T00:00:00Z Why Suno metal tracks turn fizzy and smeared, and how to clean distorted guitars, cymbals and screams without flattening the attack of the mix. Remove AI Artifacts: Plugins and Tools Compared https://intrect.io/blog/remove-ai-artifacts-plugins/ 2026-09-27T00:00:00Z 2026-09-28T00:00:00Z Which tool removes AI music artifacts: a dedicated plugin, an open-source script, a repair suite or EQ? What each targets, where it runs and its limits. Keeping AI Music Detection Current: Suno v6 and ACE-Step 1.5 https://intrect.io/blog/suno-v6-ace-step-detection/ 2026-09-15T00:00:00Z 2026-09-27T00:00:00Z ArtifactNet has expanded validated detection coverage to Suno v6 and ACE-Step 1.5. The updated model is live now for every ArtifactNet account. WAV vs MP3 for AI Music: Editing, Mastering and Detection https://intrect.io/blog/wav-vs-mp3-ai-music/ 2026-09-14T00:00:00Z 2026-09-27T00:00:00Z WAV preserves more evidence for editing, mastering and AI-audio analysis. Learn when MP3 is acceptable, what transcoding changes, and how to keep a clean master. Udio Artifacts: Why Vocals Sound Watery and How to Fix Them https://intrect.io/blog/udio-artifacts/ 2026-09-14T00:00:00Z 2026-09-28T00:00:00Z What an audio artifact is, why saved Udio tracks sound watery, metallic or smeared, and how to clean them without dulling the mix. How to Remove Instrument Bleed From a Vocal Stem https://intrect.io/blog/remove-instrument-bleed-vocal-stem/ 2026-09-14T00:00:00Z 2026-09-27T00:00:00Z Hear drums or music behind an isolated vocal? Learn how stem bleed differs from separation residue, why a noise gate struggles, and which problem to treat first. Audio Provenance vs AI Detection vs Watermarking https://intrect.io/blog/audio-provenance-vs-ai-detection-watermarking/ 2026-09-14T00:00:00Z 2026-09-14T00:00:00Z Provenance, watermarking and forensic AI detection answer different questions. Learn their strengths, limits and how rights teams can combine all three. AI Music Detection for Labels and Distributors: A Review Checklist https://intrect.io/blog/ai-music-detection-labels-distributors/ 2026-09-14T00:00:00Z 2026-09-27T00:00:00Z A practical AI-music review workflow for labels, distributors and rights teams, covering confidence, codec effects, false positives, escalation and audit records. How to Clean a Separated Vocal Stem (Demucs, htdemucs, Spleeter) https://intrect.io/blog/clean-separated-vocal-stem/ 2026-08-31T00:00:00Z 2026-09-27T00:00:00Z A stem pulled out of a mix carries two different problems: separation residue smeared through the signal, and bleed from the instruments around it. They need different tools. How to tell which one you have, and what to do about each. Snare Ring: How to Kill the Ring and Keep the Crack https://intrect.io/blog/snare-ring-removal/ 2026-08-24T00:00:00Z 2026-09-27T00:00:00Z Gates cut the tail and the body with it. EQ notches dull the stick. The ring is harmonic and the stick is percussive — separate them and you can attenuate one without touching the other, in real time. How to Remove Room Resonance From Vocals (Without Notching the Life Out of Them) https://intrect.io/blog/remove-room-resonance-vocals/ 2026-08-24T00:00:00Z 2026-09-27T00:00:00Z A room resonance only blooms on certain notes, but a static EQ notch cuts that frequency for the whole take. Why that trade exists, why a dynamic EQ band is closer but still wrong, and how per-bin suppression fixes it. Suno Artifacts: Why Tracks Sound Metallic (and How to Remove Them) https://intrect.io/blog/suno-artifacts/ 2026-08-06T00:00:00Z 2026-09-28T00:00:00Z Suno tracks pick up metallic shimmer and watery sustains from the RVQ codec that decodes them — and the free plan's MP3 export layers a second loss on top. What each artifact is, and how to remove them. The Genre Wall https://intrect.io/blog/the-genre-wall/ 2026-07-25T00:00:00Z 2026-07-25T00:00:00Z Closing the genre gap and the hard-real false-positive rate we promised to fix — bigset retrain and rescue-gate Beyond SOTA https://intrect.io/blog/negative-results-and-leak/ 2026-06-30T00:00:00Z 2026-09-27T00:00:00Z Negative results, evaluation leakage, and what we measured wrong Toward Real-Time https://intrect.io/blog/realtime-fast-unet/ 2026-05-28T00:00:00Z 2026-09-27T00:00:00Z Distillation and runtime — light ≠ fast How to Fix AI Music Artifacts: Metallic & Watery Sound https://intrect.io/blog/how-to-fix-ai-music-artifacts/ 2026-05-27T00:00:00Z 2026-09-30T00:00:00Z Step-by-step guide to removing the metallic, watery, swirly artifacts from AI-generated music. Covers RVQ ghosting, codec residue, and HF aliasing from Suno, Udio, and Stable Audio. How to Detect AI-Generated Music: 3 Methods + Free Tool https://intrect.io/blog/how-to-detect-ai-generated-music/ 2026-05-27T00:00:00Z 2026-09-28T00:00:00Z Can you tell if a song is AI-generated? Listening cues, spectrograms and a free AI music detector: what each method catches and where it fails. The Benchmark Saturation Trap https://intrect.io/blog/codec-aware-artifactbench/ 2026-04-25T00:00:00Z 2026-09-27T00:00:00Z Chasing SONICS scores while real-world performance collapses