Picture a college senior in a McKinsey office. She's done the partner interviews. She's solved the case study on the spot. Now a laptop opens, and a mayor appears on screen. The mayor wants to know where the new stadium should go, and she has concerns. The mayor isn't real. The partners watching from across the table are. The Journal's Chip Cutter reported the change in the Weekend paper.
McKinsey is adding an AI client simulation to some entry-level interviews this fall. The conversation runs about 10 minutes. It happens in the firm's real offices, with partners or assessors in the room. The tool doesn't score anyone. The people do. It's trained on client personalities, like the professorial client who wants the firm's advice explained. Saleem Zafar, a partner in the Dallas office who helped design the pilot, says it isn't meant to play an unhinged client or ask gotcha questions. It aims to cover 80% of the scenarios consultants face in their day-to-day work.
What they're listening for
Zafar's list is short. He wants to know whether you heard what the client said mattered, and whether you acted on it or steamrolled past it with your own agenda. “What we're looking for is how do you respond to changing stimuli?” he said. Blair Ciesil, a partner who co-leads global recruiting, says the point is to get past rehearsed stories. Good stories, she notes, can still hide the person telling them. The old process was already long. Partner interviews first, then a case study. The avatar now comes after the case.
McKinsey is testing the avatar with undergraduates applying for business-analyst jobs in some North American offices. Hundreds of candidates are likely to meet it. If it works, the firm expects to use it for other roles next year. Some employers still avoid AI in hiring, worried about bias or changing laws. McKinsey's partners argue the opposite. Human role-players vary in toughness. The avatar is meant to treat everyone the same. Zafar says the firm wants to learn one thing. “What is the heart of this person?”
Our read
This is Career, and the audience is parents. Here's what changed. For a generation, kids got into elite firms by preparing harder. Memorize the framework, polish three stories, practice the case. McKinsey just said the polish can get in the way. The avatar exists because rehearsed answers hide the person. Nothing about it rewards a script. It rewards listening and adjusting in real time, which is the one skill a prep book can't give you.
The connection to your own money is what you spend getting a kid to the offer. Families pay for tuition, and often for case-prep courses and interview coaches on top. This avatar is built to see past memorized answers, so a course that drills scripts may buy less than it used to. If you're paying for interview prep, or about to, ask the coach one question this week. How much of the time is live, unscripted back-and-forth? Then spend 10 minutes playing the client yourself, and change your mind halfway through. Keep in mind that a 529 college plan generally covers tuition, fees, books and housing, not interview coaching. Bring the full cost of the college years to your next review with us, prep included, and we'll see where it fits.