What is media provenance?
Media provenance preserves evidence about where digital content came from and what trusted process produced it.
This library gives search engines and human readers more context about AI answer validation, media provenance, deepfake risk analysis, and proof-backed verification.
Media provenance preserves evidence about where digital content came from and what trusted process produced it.
Answer integrity binds an output to evidence and policy context. Answer validation goes further by representing confidence and abstention when certainty is weak.
A risk score can be useful, but it is not the same as proving trusted origin. Good systems separate detector outputs from provenance-backed authenticity.
A proof-backed verification artifact is a portable output that can be checked later outside the system that created it.