McKinsey & Company plans to add a 10-minute conversation with an AI-simulated client to the interview process for some entry-level candidates. The pilot is intended for undergraduates applying for business-analyst jobs at some North American offices this fall, and “hundreds” of candidates may take part, according to The Wall Street Journal.
The simulation is designed to reflect 80 percent of the scenarios McKinsey consultants might encounter in their day-to-day work, the Journal reported. It is not intended to mimic an “unhinged client”—a reassuringly specific limit for a technology whose job is to pretend to be a person with a problem.
One important distinction: the AI will not score candidates. Human interviewers will be present to assess how applicants handle the simulated situations. So this isn’t, based on the reported plan, a chatbot quietly deciding who gets hired. It is a chatbot acting as a practice client while people watch how the candidate responds.
That still makes the exercise a notable shift in how a consulting firm evaluates applicants. Instead of relying entirely on familiar interviews and case exercises, McKinsey is testing whether a simulated conversation can help show how a candidate handles a client-style exchange. The format may offer a more consistent scenario from one applicant to the next, though the report doesn’t say how the firm will measure consistency or what, specifically, interviewers will be looking for.
And there is a gap between “80 percent of typical scenarios” and the messy reality of working with actual clients. A simulation can present a prompt, respond to questions and keep a conversation moving. That does not mean it captures the stakes, shifting context or human judgment involved in real consulting work. McKinsey’s stated aim is a broad representation of day-to-day situations, not a digital client who can reproduce every frustrating meeting ever scheduled.
McKinsey isn’t alone in exploring AI avatars for interviews. Other companies are also developing tools to use them in hiring, and The Verge previously reported on colleague Hayden Field trying out several in a video published in March. The wider experiment raises a practical question for applicants: does a simulated conversation help employers assess relevant skills, or simply add another unfamiliar hurdle to an already high-stakes process?
For now, the McKinsey tool is in testing, not a reported company-wide requirement. Human interviewers remain responsible for evaluating candidates, and the AI is there to play the client. That may keep the machine from making the hiring decision. It still leaves the company deciding whether an artificial conversation is a useful window into real work—or just a new way to make an interview feel like a product demo.
Sources: Glitch Please! and The Verge — https://www.theverge.com/news/1011654/mckinsey-ai-client-interview — Reports McKinsey’s planned AI client simulation and attributes details about the pilot to The Wall Street Journal.
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