Can this evidence prove a track was AI-generated?

No. It can support a review, but origin and authorship require provenance and context. Do not use one automated or acoustic observation as proof.

What should I do when the evidence conflicts?

Preserve the disagreement, inspect file quality and production context, and request documentation if the decision matters. Inconclusive is a valid outcome.

Guide / Field notes

Perfect Pitch Is Not an AI Fingerprint

Exact intonation is a processing clue, not an AI signature.

25 August 2026 · 12 min read

Correction changed the baseline

Automatic pitch correction has been routine since the late 1990s. A human take can sit tightly on a scale, while a generated vocal can be detuned or re-performed.

Useful pitch findings

Reference offset can reveal a shifted master; note stability can compare repeated phrases; abrupt correction can help locate edits. These observations may test a narrow claim about an untouched performance.

Where readings go wrong

Harmony, vibrato, distorted instruments and weak fundamentals confuse pitch trackers. Report the analysed region and confidence, and do not infer identity or consent from tuning data.

Key takeaway

The short version

Pitch analysis can describe tuning and correction. It cannot establish the origin or identity of a performance.

Run a free detection

Frequently asked questions

No. It can support a review, but origin and authorship require provenance and context. Do not use one automated or acoustic observation as proof.