Introduction

McKinsey & Company is experimenting with a new step in its hiring process, asking entry-level candidates to engage in a 10-minute conversation with an AI-simulated client. The exercise tests how applicants respond to realistic business scenarios consultants encounter daily.

What Happened

According to reports, the AI simulation aims to reflect about 80% of the day-to-day scenarios McKinsey consultants face, and it is specifically not designed to mimic an unhinged or adversarial client. The AI does not score the candidates; instead, human interviewers remain present to observe and assess how well each applicant navigates the simulated situation. The tool is currently in testing for undergraduates applying for business-analyst roles in select North American offices this fall, with hundreds of candidates potentially using the system.

Why This Matters

The integration of AI avatars into hiring signals a broader shift toward automated screening and simulation-based assessment in professional services. By using AI to replicate client interactions, McKinsey aims to standardize early-stage evaluations while keeping human judgment at the final decision point. Other companies are also exploring AI avatars for interviews, suggesting this could become a wider trend in how organizations assess soft skills, problem-solving, and client-facing potential.

Key Takeaways

  • The AI client simulation covers roughly 80% of typical consultant scenarios but does not attempt to replicate hostile or extreme situations.
  • Human interviewers retain full authority over candidate evaluation; the AI only provides the scenario.
  • Testing begins this fall for business-analyst roles in select North American offices, with hundreds of candidates expected to participate.
  • McKinsey's approach reflects a growing trend of using AI to augment, not replace, human-led hiring decisions.

Conclusion

McKinsey's AI-powered client roleplay represents a notable evolution in entry-level recruitment, blending technology with human oversight to better assess how candidates handle real-world consulting challenges. As AI tools become more prevalent in hiring, both applicants and employers will need to adapt to this new interview dynamic.