FraudWorks

Verdicts and the Risk Score

How signals combine into a score and a verdict.

How the score is computed

Every signal has a weight from 0 to 100 and a confidence from 0 to 1. The score combines them so several medium signals add up, while one weak signal cannot dominate:

Scoring
risk_score = 100 * (1 - product of (1 - weight * confidence / 100))

A valid digital signature with no changes after signing subtracts a fixed amount.

Score bands

ScoreVerdict
0 to 34No issues found
35 to 69Needs review
70 to 100Likely tampered

Overrides

  • A critical provenance signal, such as Content Credentials naming an image generator, sets the verdict to AI generated.
  • Two confident high-severity signals from different layers set at least Likely tampered.

Tip. Every result records the engine and ruleset version that produced it, so old results stay explainable after rules change.

NextStandard and Deep checks