An employer says it uses AI. That could mean drafting job adverts, helping shortlist applicants or answering new starters’ questions. It tells you very little about who makes decisions or what an ordinary working day will look like.
An expert discussion of AI in recruitment cites a survey of 600 companies. In that survey, 39% of respondents reported faster hiring, while 43% reported no change in employee performance after probation. Those figures measure different things. Getting through the hiring process faster doesn’t, by itself, tell you how well the eventual match works.
For a job seeker, there’s value in understanding both the selection process and the work waiting on the other side.
Find out where AI enters the process
The discussion describes uses ranging from preparing interview questions to searching CVs against criteria set by a recruiter. One employer also describes an onboarding chatbot and a model being developed to flag possible staff departures. These tools have different purposes and need to be judged separately.
Ask the recruiter what the stages involve. Will you complete an automated assessment? Who reviews it? Where will you have a chance to explain your experience or ask about the role?
Prepare for the information you have. Keep your CV clear, make relevant skills easy to find and have examples ready to discuss. If a test format is unfamiliar or an instruction is unclear, ask for clarification before starting.
A quick response, an automated email or a quiet inbox won’t reveal the whole decision process. Keep a record of what the employer actually tells you so you can prepare for the next stage.
Show how you use a tool and check its work
If a role asks for AI skills, find out which tasks those skills apply to. Writing a first draft, analysing information and checking a customer’s request involve different kinds of judgement.
Prepare one example you can explain from start to finish: the task, what you gave the tool, what it produced and how you checked the result. Include any mistakes you caught or suggestions you decided against.
For example, if you used AI to organise feedback, explain how you checked that the summary represented the original comments. If you used it to draft a document, describe the facts and wording you reviewed before sharing it.
Be clear about your own contribution. An interviewer should be able to understand what you would do if the output looked convincing but was wrong.
Ask what happens to the time saved
One concern raised in the discussion is that removing routine tasks can leave people handling a higher share of difficult cases. Faster tools may also lead to higher output expectations.
Ask how the work has changed since the tools were introduced. What does the team spend more time on now? Have targets changed? Is there time to check the output and resolve exceptions?
Listen for concrete examples. A manager might explain that the team now spends less time drafting and more time checking accuracy, or that automated replies leave staff handling complex customer problems. That gives you something useful to consider when deciding whether the role suits you.
Clarify who is responsible when a tool makes a mistake and how the team handles it. If you’re expected to review the work, ask what access, training and time you’ll have to do that properly.
Look for a clear way to learn
For someone early in their career, routine tasks can be part of learning how the work fits together. If those tasks are automated, ask how new starters build that understanding.
Useful questions include who reviews your early work, whether you can practise on lower-risk examples, and how you’ll learn to recognise errors. An onboarding chatbot may help you find a policy; you may still need a colleague to explain how it applies to a tricky situation.
Keep these answers alongside your notes on pay, responsibilities and development. Jobio can help you organise applications, save notes about each role and tailor your CV to its requirements. Use those notes to compare what different teams are actually offering.
Before your next interview, choose one task from the job description. Ask how AI is used in it, what you’ll still own and how you’ll be supported while learning. The answers will give you a clearer picture of the job you’re considering.