McKinsey Uses AI Client Simulation in Entry-Level Interviews

What happened

McKinsey & Company is asking some entry-level candidates to take part in a 10-minute conversation with an AI simulation of a client as part of its interview process. The detail comes from a report by The Wall Street Journal, which The Verge has also covered.

According to that reporting, the simulation is intended to reflect 80% of the scenarios McKinsey consultants might meet in their day-to-day work. The change places an AI-driven exercise inside the firm's hiring process for junior candidates, rather than relying solely on conventional interview formats.

Why it matters

The move shows how far generative AI has moved into simulated, client-facing interaction. A conversation with a convincing virtual client can now serve as an assessment step, so the hiring process itself starts to resemble the work. For leaders, that turns recruitment into a work-sample test: candidates are judged on how they handle the situations the role will demand, not only on how they present in an interview.

It also raises a candidate experience question. An interview that feels unfamiliar or opaque can shape how applicants view the employer, whatever the outcome. Any organisation adopting similar tools will need to be clear about what is being measured, how the exercise is explained and how fairly it is applied.

By the numbers

• 10 minutes: the length of the candidate conversation with the AI client simulation, as reported.
• 80%: the share of day-to-day consultant scenarios the simulation aims to reflect, according to the reporting.

The Renascence take

Most coverage will treat this as a novelty about AI in consulting. The more useful lens is the assessment design underneath it.

The real question is not whether candidates can impress a chatbot, but whether the simulation reveals judgement under pressure, which is what the job actually requires. Hiring teams should test that link directly, comparing simulation results with on-the-job performance before trusting the format. Candidates deserve to know what is being assessed and to have a fair chance to prepare for it. If the experience feels arbitrary, the firm pays for it in trust long before it pays for a bad hire.