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Provenance vs an AI detector

Classifiers degrade after social re-encoding and are hard to explain. C2PA/metadata, when present, can be checked. They solve different problems.

We do not emit unreproducible percentages. If model fingerprints are added later, they will be labelled as research classification with sample dates and methods.

Author: Roma Verify Editorial · Reviewed: Roma Verify Engineering · Updated: 2026-09-16

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