What does the honesty score mean?

The honesty score is a number from 0 to 100. It describes confidence-justification alignment: how well the confidence an answer projects matches the reasoning and evidence it gives.

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A higher score means the answer's confidence looks earned by what it shows. A lower score means the answer sounds more sure than its reasoning supports, or that the justification is thin. The score is not a measure of whether the answer is true, and it is not a quality, reliability, or accuracy rating.

What the score does not mean

  • It does not mean ClearRun fact-checked the answer.
  • It does not mean ClearRun detected a hallucination.
  • It does not mean the answer is safe to trust without your own checks.
  • Checking a hosted receipt later confirms that ClearRun issued that score for that input. It does not verify the AI answer itself.

What you get back

A hosted evaluation returns a verdict that includes the score, a short summary, and any flags ClearRun noted. Hosted evaluations are signed and receipted. Mock or unsigned paths, including local mock mode in the open kit, are not.