McKinsey is updating its recruitment process for entry-level consulting roles this fall by introducing an AI-driven client simulation. Candidates will engage in a 10-minute conversation with a virtual avatar while being observed by human interviewers in a physical office setting.

The AI tool is designed to mimic various client personalities, such as those seeking deep technical insights. According to partner Saleem Zafar, the system focuses on common workplace scenarios rather than hostile interactions, testing how candidates process information and adapt their responses in real time.

The pilot program is currently being tested on undergraduate applicants for business analyst positions in North American offices, involving hundreds of candidates. If successful, the firm plans to expand the use of this system to other job roles starting next year.

The new assessment follows traditional case study challenges. McKinsey leadership notes that this method aims to evaluate a candidate's genuine interpersonal skills, preventing reliance on pre-rehearsed scripts that often mask a candidate's true professional traits.

McKinsey partners emphasize that the AI does not score candidates independently; human interviewers retain full control over the evaluation. The initiative is intended to standardize the assessment process, as human interviewers may vary in their levels of rigor during role-playing exercises.