The Pulse
McKinsey Adds AI Client Role-Play to Some Hiring Interviews
McKinsey is testing a 10-minute AI client simulation for some undergraduate business-analyst candidates in North America. Human assessors, not the AI, will evaluate how candidates handle the conversation.
AI.info Team · Written with AI ·
“AI is not used to make autonomous hiring or interview-selection decisions.”
McKinsey & Company
McKinsey is adding an AI client simulation to interviews for some entry-level candidates, placing a 10-minute conversation with a simulated client inside its hiring process. The pilot targets undergraduates applying for business-analyst jobs at some North American offices this fall, according to The Wall Street Journal, whose report The Verge also summarized on October 14.
The AI plays the client; people in the room assess the candidate. The setup gives McKinsey a way to observe how applicants respond in a simulated client exchange without handing the hiring decision to the system, consistent with the firm’s stated policy that people make those decisions.
A ten-minute conversation, not an automated verdict
The simulation is intended to reflect 80 percent of the situations McKinsey consultants might encounter in day-to-day work, The Verge reported, citing the Journal. The firm is not trying to make the simulated client irrational or deliberately hostile. The aim, as described in the coverage, is to test how candidates handle plausible client interactions.
The AI itself will not score candidates. Human assessors will be present to observe how applicants deal with the simulated situations, The Verge reported. The outlet said the fall pilot would run in “some” North American offices and that “hundreds” of candidates may use it; neither figure specifies a final number of offices or participants.
McKinsey says people make hiring decisions
McKinsey’s careers site says recruiting teams review applications and resumes, and recruiters and interviewers decide which candidates advance. The firm also says it is piloting a small number of AI-enabled interview experiences and will tell candidates in advance if they are invited to one. Its public description does not identify the client-simulation pilot by name or explain how assessors will use observations from it.
The firm already offers an AI Prep Tool for candidates invited to interview, designed to help them practice the quantitative portion of case interviews. That tool helps candidates prepare; the new simulation puts AI on the other side of the exchange, acting as the client while the candidate responds.
What the pilot leaves unanswered
The public details do not explain the simulation’s scoring rubric, what information assessors record, or how the exercise weighs against other interview components. Nor do they establish whether McKinsey plans to extend it beyond the limited group of undergraduate business-analyst applicants described in the reports. Those distinctions matter: a human assessor can retain final authority while an AI-driven exercise still shapes what candidates are asked to demonstrate.
For now, the disclosed test is narrow: a 10-minute role-play for some entry-level applicants, with the AI assigned the client’s part and human assessors watching. McKinsey says candidates selected for an AI-enabled interview will be told beforehand and need no additional preparation.