AI-generated resumes. Rehearsed interviews. Identity manipulation. Candidate fraud is becoming more sophisticated – and recruiters are increasingly expected to spot the signals early. This guide breaks down practical ways teams can validate authenticity, including spotting overly polished interview answers, mismatched LinkedIn profiles, repeated interview scripts and inconsistencies across resumes, screening conversations and live interviews before they become larger hiring risks.