Deepfake Risk & Verification Checker

A quick checklist to estimate how likely a piece of media could be manipulated. This is a directional estimate (not forensic proof).

Different media types have different risk patterns.
Where the media came from matters a lot.
Missing context increases manipulation risk.
Low quality makes artifacts harder to see.
Re-uploads raise uncertainty.
Metadata can be removed — but missing is a signal.
How we calculate

We score signals that increase confidence (reliable source, clear context, original availability, metadata, cross-confirmation) and reduce confidence (unknown source, missing context, missing provenance, strong motive).