Technical practice
How would you define the AI Transformation Office’s charter and boundaries?
What to coverSuggested preparation: Explain what the office would own versus what functional leaders, IT and Security would own. Address how lightweight governance and clear decision rights could support adoption without creating unnecessary delays.
How would you prioritize proposed AI initiatives?
What to coverSuggested preparation: Describe an intake method that compares ROI, feasibility, reuse potential and risk, including how you would handle incomplete estimates. Explain what you would record so owners and leaders can revisit prioritization decisions.
What criteria would you use to move an initiative through Discovery, Pilot, Scale and Retire?
What to coverSuggested preparation: Distinguish the evidence needed at each gate, such as a defined problem, a measurable pilot result, adoption and manageable risks. Include when you would stop an initiative rather than scale it.
How would you establish and validate an initiative’s productivity or quality gains?
What to coverSuggested preparation: Cover baseline selection, instrumentation, target metrics and validation with the function owner. Explain how you would distinguish sustained realized value from a one-time pilot result.
How would you assess the ongoing cost-to-value of an automation initiative?
What to coverSuggested preparation: Compare measured benefits with tool spend, engineering effort and support burden over time. Explain how changing adoption or maintenance needs could affect a decision to continue, improve or retire the initiative.
How would you design a reusable pattern for an internal RAG knowledge assistant?
What to coverSuggested preparation: Discuss source selection, retrieval quality, access controls and ways to evaluate whether answers are grounded in the source material. Explain which components belong in a reference architecture or reuse library and which may need to vary by function.
What guardrails would you put around summarization and drafting copilots?
What to coverSuggested preparation: Address source-data handling, review of outputs and risks such as inaccurate or inappropriate content. Explain how a playbook could make the controls usable across teams without assuming every task has the same risk.
How would you evaluate a workflow-automation opportunity?
What to coverSuggested preparation: Use one of the posting’s examples—approvals, routing, CRM hygiene or reporting—to discuss process fit, exceptions and ownership. Explain how you would weigh cycle-time improvement against implementation effort and operational risk.
What would an evaluation and monitoring template for internal AI initiatives include?
What to coverSuggested preparation: Cover accuracy, quality, safety and adoption, with measures suited to the particular use case. Explain how ongoing monitoring would reveal degradation or low usage after a pilot.
How would you work with IT and Security on tool approvals and safe-use guidance?
What to coverSuggested preparation: Discuss the information needed to assess data exposure, access, auditability and intended use before approval. Explain how you would document an approved pattern and handle a useful proposal that does not yet meet the agreed safeguards.
Behavioural practice
Tell me about a time you led cross-functional change without direct authority.
What to coverSuggested preparation: Use a real situation, the actions you took to align owners with different priorities, and the result. Include a measurable outcome if you have one, without presenting an estimate as a verified benefit.
Describe a time you secured commitment from senior leaders on a stalled initiative.
What to coverSuggested preparation: Set out the blocker, how you framed the decision or trade-off, and what the leaders agreed to do. Close with the result and how you followed up on accountability.
Tell me about a time you coordinated delivery through people outside your core team.
What to coverSuggested preparation: Describe the situation, how you clarified responsibilities and time commitments, and the actions you took when capacity conflicted with other work. State the result and what you learned about sustaining a distributed network.
Describe a time you reported an underperforming program transparently.
What to coverSuggested preparation: Explain the situation, the measures you shared, and how you communicated gaps constructively rather than obscuring them. Describe the decision or corrective action that followed and its result.
Tell me about a time you built or managed a lean team for a broad mandate.
What to coverSuggested preparation: Give the situation, how you chose roles or allocated work, and how you supported delivery beyond the core team. Explain the result, including any limits the team’s capacity placed on priorities.