Summary and commentary: Geek Haus. Editorial responsibility: Jay Jang, CEO
Back to feedMcKinsey is making job applicants spar with a fake AI client

Geek Haus editorial team · Sources and editorial policy
EDITOR BRIEF
McKinsey plans to have some undergraduate applicants for business-analyst roles interact with an AI simulation of a client for 10 minutes during interviews, according to The Wall Street Journal. The tool is meant to mirror common consulting scenarios, while human interviewers will observe and evaluate candidates rather than letting the AI score them.
COMMENTARY
The move shows how professional-services firms are experimenting with AI-assisted hiring to test practical skills in more realistic, scalable ways. Keeping humans in the evaluation loop may help reduce concerns about opaque automated scoring, but it also raises questions about consistency, bias, and whether candidates are being judged on AI-mediated interactions rather than real client dynamics.