Artificial intelligence and the future of radiology: answering the question in the interview

Nearly every radiology selection panel asks about artificial intelligence. What the question is testing, the considered view that scores, and how to talk about the changing role of the radiologist without either fear or hype.

Updated 26 October 2026

Radiology is the specialty most often described as threatened by artificial intelligence, and selection panels ask about it because they want to know whether you have thought about the profession you are joining. The question is not a technical one. It tests judgement, insight into the role of the radiologist, and whether you will adapt. This guide covers what the panel is listening for and a view that scores.

How the question is asked

  • How do you see the role of the radiologist changing with artificial intelligence, and how would you prepare for it?
  • Will AI replace radiologists?
  • What is your experience of AI tools in imaging?
  • How should a department introduce an AI tool safely?

What the panel is testing

Whether you have a considered view rather than a slogan. Whether you understand what radiologists actually do beyond pattern recognition. Whether you would engage with the technology rather than fear it or oversell it. And whether you think about safety and governance, which is where radiologists will matter most as the tools spread.

A view that scores

Start with what the tools do now: detection and triage for specific findings, measurement, workflow prioritisation, some reconstruction and dose reduction. Acknowledge that some of this is already good and getting better. Then what radiologists do that the tools do not: integrate the imaging with the clinical question, manage uncertainty, communicate with referrers and patients, run procedures, lead multidisciplinary meetings, and take responsibility. Say that the likely future is radiologists supervising and integrating the tools, with the work changing rather than disappearing, and that the specialties that engaged early with new technology have historically done best.

Then your own preparation: understanding how the tools work and fail, learning the basics of evaluation and validation, keeping clinical and procedural skills that the tools cannot replace, and being the person in the department who can judge whether a tool is safe to use.

The safety and governance angle

The question about introducing a tool safely is where you can stand out. Validation on the department's own population before use, understanding the failure modes, defining what the tool is and is not approved to do, keeping a human in the loop, monitoring performance after deployment, reporting errors, and governance through the hospital's quality processes. Say that a radiologist who understands this is more valuable, not less.

Honesty about the uncertainty

Panels respect a candidate who says the pace of change is uncertain and that the profession's response is still being worked out. They do not respect one who says the tools will never match radiologists, or one who says radiologists are finished. Give your view, acknowledge the other side, and say what you would do in either case.

Your experience

If you have used an AI tool in a department, describe what it did well and where it failed, and what the radiologists did about it. If you have not, say so and describe what you have read. Do not invent familiarity; the panel includes people who use the tools daily.

Linking to the specialty's future

The broader questions about the future of radiology follow the same shape: imaging demand rising faster than the workforce, the pressure on reporting turnaround, teleradiology and outsourcing, the subspecialisation of the field, and the growth of interventional work. Have a sentence on each and a view on which matters most for a trainee.

Answering in two minutes

What the tools do, what radiologists do, the likely future, your preparation, the safety angle, a line of honesty about uncertainty. Then stop. The panel will probe with "but what if it gets as good as you?", and the answer is that you would want to be the radiologist who knows how to use it safely.

Preparing

Read the college's position on artificial intelligence and one or two recent overviews of where the tools stand. Talk to a radiologist who uses them. Write the two minute answer and say it aloud. Then have someone play the sceptic and the enthusiast in turn, because the panel may contain both.

Practise this out loud

The AI panel for the australian radiology training interview asks real questions word for word and marks your answer as you finish it.