Evidence-first learning

AI image authenticity guides

These guides answer common authenticity questions without treating one visual artifact, metadata field or model score as proof. Each guide separates observations from conclusions and states where verification must stop.

Editorial standard

Every guide separates observation from conclusion.

Original file first. A screenshot or platform copy can remove provenance, rewrite metadata and change the pixels a detector sees.

Independent signals. Visual patterns, container evidence, signed provenance and source context answer different questions and should not be collapsed into one unexplained percentage.

Inconclusive is valid. When evidence conflicts or the evaluation scope does not match the file, the guide tells you where to stop.