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The AI interviewer

Quality guardrails

Every AI question passes a four-rule check before a respondent sees it. You can monitor it all.

Before any follow-up reaches a respondent, a separate validation model checks it against four rules:

  • Neutral: no leading or loaded phrasing.
  • Single: exactly one question is being asked.
  • Grounded: nothing invented beyond the respondent's words and your context facts.
  • Boundary: nothing that touches your restricted topics.

A failed question is regenerated once, with the validator's feedback; if it fails again or takes too long, the conversation advances to your next anchor instead. The respondent never hangs and never sees a rejected question.