Technical practice
How would you choose a generative AI approach for a new use case?
What to coverSuggested answer focus: explain how the task, available data, quality needs and practical constraints shape the approach. Compare options through a small evaluation rather than assuming one model or development method fits every use case.
How would you turn a domain expert’s idea into an early AI prototype?
What to coverSuggested answer focus: define the user problem and success criteria with technical and domain experts, then describe a limited prototype and how you would test it. Address what evidence would justify further development.
What would you check when a deployed AI solution underperforms?
What to coverSuggested answer focus: distinguish problems with inputs, model behaviour, integration and operating conditions. Explain how you would isolate the cause, measure any improvement and decide whether to revise or withdraw the solution.
How would you conduct technical due diligence on an AI provider?
What to coverSuggested answer focus: identify which technical claims need independent evidence and how you would test relevance to the intended use case. Explain how you would communicate limitations and unresolved questions to decision-makers.
How would you interpret a research article for an organisational decision?
What to coverSuggested answer focus: separate the article’s demonstrated results from its assumptions and broader claims. Describe what additional validation would be needed before applying its findings.
How would you design a useful AI hardware benchmark?
What to coverSuggested answer focus: choose representative workloads and comparable measurements for the intended AI application. Discuss trade-offs among performance, resource use and reproducibility, while avoiding conclusions beyond what the benchmark tests.
How would you evaluate an agentic AI prototype?
What to coverSuggested answer focus: define the tasks and boundaries within which the system may act, then assess task completion and failure modes. Include how human oversight and safety checks would affect a decision to proceed.
What would you examine in an embodied AI proof of concept?
What to coverSuggested answer focus: explain how you would test the interaction between the AI system, its inputs and its physical environment. Discuss reliability and safety limits before considering a wider trial.
How would you build safety and trust into a generative AI solution?
What to coverSuggested answer focus: identify risks associated with the use case and incorporate evaluation, safeguards and human review during development. Explain how you would monitor limitations after deployment rather than treating safety as a final check.
How would you design an AI-adoption grant programme for end users?
What to coverSuggested answer focus: distinguish the programme’s adoption goal from programmes supporting provider research, commercialisation or workforce development. Propose clear objectives and ways to assess outcomes without assuming any existing grant rules.
Behavioural practice
Tell me about a time you led a prototype with technical and domain experts.
What to coverSuggested practice: use a real situation, your actions and the result to show how you aligned people on the use case and scope. Explain how differing expert views affected the prototype.
Describe a technology project involving research or public-sector partners.
What to coverSuggested practice: give the situation, your actions in coordinating the partners and the result. Focus on how you handled differing objectives or evidence needs without overstating your authority.
Tell me about a time you explained complex AI findings to different audiences.
What to coverSuggested practice: describe the situation, how you adapted your explanation for technical and non-technical listeners, and the result. Show how you preserved important uncertainty or limitations.
Describe a time a safety concern changed an AI development decision.
What to coverSuggested practice: set out the situation, the concern, your actions and the result. Explain the trade-off you made between usefulness and responsible implementation.
Tell me about a workshop or knowledge-sharing event you helped deliver.
What to coverSuggested practice: describe its purpose, your actions in bringing people together and the result. Connect what participants learned or contributed to a concrete next step, if there was one.