Technical practice
How would you build a multi-year enterprise AI security strategy and roadmap?
What to coverThe role owns the strategy, operating model, governance framework, and roadmap. Suggested preparation: explain how you would prioritize risks, assign decision rights, and balance security with responsible AI adoption.
How would you establish an AI inventory and enterprise risk assessment method?
What to coverThe posting calls for both an AI inventory and an enterprise AI risk assessment methodology. Suggested preparation: describe what you would record, how you would assess different uses, and when an initiative would require deeper review.
What controls would you apply across the AI model lifecycle?
What to coverModel governance and deep knowledge of the model lifecycle are stated expectations. Suggested preparation: discuss oversight from development or selection through deployment, monitoring, change, and retirement, including how governance decisions would be documented.
How would you threat-model an LLM application or AI agent?
What to coverThe role covers LLMs and agents and leads threat modeling while monitoring adversarial AI techniques. Suggested preparation: identify plausible misuse and failure paths, then explain how you would prioritize mitigations and test whether they work.
How would you evaluate a proposed AI system architecture for secure adoption?
What to coverThe director oversees architecture reviews, design approvals, and reference architectures; cloud security configuration is also a stated qualification. Suggested preparation: walk through a review of data flows, identities, integrations, and cloud configuration, including what would trigger a redesign or exception.
How would you translate AI security standards into secure development requirements?
What to coverThe posting calls for secure development requirements and application security with an AI/ML emphasis. Suggested preparation: explain where security checks belong in development and how you would verify that requirements remain effective after release.
How would you assess the security risk of a third-party AI offering?
What to coverThird-party AI assessments and partnership with Procurement, Legal, Privacy, and Risk Management are explicit duties. Suggested preparation: cover evidence you would request, data-handling concerns, residual-risk decisions, and trade-offs when business adoption is time-sensitive.
How would you set acceptable-use standards for generative AI while protecting data privacy?
What to coverThe role establishes acceptable AI usage standards and requires knowledge of data privacy. Suggested preparation: distinguish permitted uses from uses needing additional safeguards or approval, and explain how the standards would remain practical for business teams.
How would you use the named risk and security frameworks in AI governance?
What to coverThe posting names NIST AI RMF, other NIST frameworks, ISO 27001, ISO 42001, and the OWASP GenAI Security Project among relevant references. Suggested preparation: explain what each type of framework contributes and how you would avoid treating a framework mapping as proof that a specific AI system is secure.
What would an executive AI security dashboard show, and how would you respond to emerging threats?
What to coverThe role creates metrics and dashboards and adjusts strategy as threats, vulnerabilities, and regulations evolve. Suggested preparation: propose measures that show risk and review outcomes rather than activity alone, and explain when new information would change priorities.
Behavioural practice
Tell me about a time you built or matured a security team or program.
What to coverThe role includes recruiting, mentoring, budgeting, and leading AI security operations. Suggested preparation: use a real situation, your leadership actions, and the result; distinguish your contribution from the team's.
Describe a time you influenced business and technical leaders with different priorities.
What to coverThe posting emphasizes cross-functional partnership and injecting cybersecurity into business processes through influence. Suggested preparation: give a real situation, the actions you took to reach a workable decision, and the resulting business and security outcomes.
Tell me about a time you handled disagreement over a security design or risk decision.
What to coverThe role oversees design approvals and risk management while enabling adoption. Suggested preparation: recount a real situation, how you evaluated options and handled disagreement, and what resulted; explain any remaining risk without implying every concern was eliminated.
Describe a time you communicated a complex security risk to executive governance stakeholders.
What to coverThe director represents Information Security on AI governance committees and develops executive dashboards. Suggested preparation: use a real situation, explain how you framed the decision and evidence, and state the result.
Tell me about a time you reprioritized several security initiatives under resource constraints.
What to coverStrategic planning, budgeting, operational execution, and advanced organizational skills are stated expectations. Suggested preparation: describe the real situation, the trade-offs and actions you took, and the measurable or observable result.