Technical practice
How would you translate a business objective into an AI-enabled application?
What to coverThe role calls for aligning application and AI solutions with business needs across clinical, operational, and administrative domains. Suggested preparation: explain how you would define the intended outcome, assess whether AI is appropriate, and establish measures of usefulness, safety, and operational fit.
How would you choose an architecture for an application spanning on-premise and cloud environments?
What to coverThe posting calls for architectural decisions across hybrid-cloud and cloud-native technologies, with attention to robustness, scalability, performance, and fault tolerance. Suggested preparation: compare placement and integration options, explaining how security, dependencies, and failure modes affect the trade-offs.
How would you design a proof of concept for an emerging AI approach?
What to coverThe manager is expected to lead and contribute hands-on to proofs of concept for applied AI, machine learning, and GenAI. Suggested preparation: describe a bounded hypothesis, evaluation criteria, and a decision point for whether to develop the approach further.
When would you use RAG, an agent workflow, or secure prompt orchestration?
What to coverThe role partners with Architecture teams on these LLM adoption patterns. Suggested preparation: distinguish their purposes and discuss trade-offs involving grounding, workflow complexity, access to data, and control over outputs.
What would you look for in a design or code review of an AI-enabled application?
What to coverThe posting explicitly includes reviews covering AI engineering, model integration, and secure data usage patterns. Suggested preparation: explain how you would examine data handling, integration boundaries, testability, and compliance with agreed design standards.
How would you structure a full-stack application that uses distributed microservices and AI capabilities?
What to coverThe team develops full-stack solutions using web, mobile, microservices, cloud services, and AI. Suggested preparation: discuss service boundaries, interfaces, and how the application should handle latency or failure in an AI-dependent component.
How would you take a machine-learning or GenAI application from concept to production support?
What to coverThe manager guides design, testing, deployment, and post-production support through operationalization. Suggested preparation: describe how testing, release decisions, monitoring, and support responsibilities would change when application behavior depends on a model.
How would you improve CI/CD and MLOps across a mixed application portfolio?
What to coverThe role works with DevOps, Infrastructure, and Security to improve automation, CI/CD, MLOps, and operational reliability. Suggested preparation: identify repeatable checks and deployment controls, and explain how you would balance delivery speed with safe changes.
How would you diagnose a blocker involving data pipelines, model deployment, and application performance?
What to coverResolving escalated, cross-team blockers in these areas is an explicit duty. Suggested preparation: describe a data-driven way to isolate the failing layer, gather evidence across teams, and distinguish a model issue from an infrastructure or application issue.
How would you respond to an outage involving an AI or model-related failure?
What to coverThe posting assigns the manager responsibility for rapid restoration and root-cause resolution during incidents. Suggested preparation: separate immediate service recovery from investigation, then explain how findings would inform testing, monitoring, or architectural changes.
Behavioural practice
Tell me about a time you reconciled competing objectives for a technology portfolio.
What to coverThe role sets priorities and makes decisions with implications across departments. Suggested preparation: use situation, action, and result to show how you weighed business needs, technical constraints, and operational reliability.
Describe a time you resolved a technical disagreement across teams.
What to coverThe manager collaborates with Architecture, DevOps, Infrastructure, and Security and removes cross-team blockers. Suggested preparation: use situation, action, and result to explain how you surfaced the disagreement, reached a decision, and communicated it.
Tell me about a time you led people through a production incident.
What to coverIncident investigation, response, and root-cause resolution are stated responsibilities. Suggested preparation: use situation, action, and result to distinguish your coordination and communication from the technical fix and its follow-up.
Describe a time you coached a developer’s growth while delivering team commitments.
What to coverThe posting calls for regular 1:1s, coaching, career development, and building engineering capability. Suggested preparation: use situation, action, and result to show how you identified a development need, supported progress, and assessed the outcome.
Tell me about a difficult performance or staffing decision you managed.
What to coverThe role has direct responsibility for hiring, corrective action, and performance reviews. Suggested preparation: use situation, action, and result to explain your decision-making, respectful communication, and follow-through without disclosing confidential details.