The interview lasted about 45–60 minutes and was split between AI security technical questions and behavioral consulting questions. The interviewer was friendly, conversational, and gave opportunities to clarify answers. Technical questions focused on AI-specific security concepts rather than traditional cybersecurity. Topics included training data poisoning, model inversion, third-party AI chatbots, Hugging Face model risks, malware scanning, governance, PII leakage, and AI security controls. The behavioral portion focused on consulting experience, stakeholder management, project delivery under tight timelines, and adaptability. The interviewer also welcomed thoughtful questions about the team’s AI security assessment methodology and current client challenges. Overall, the interview emphasized both consulting skills and a strong understanding of emerging AI security concepts