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McKinsey Pilots AI-Powered “Mayor” Interview for Analyst Candidates
By Drooid · · How we work
How the AI Simulation Is Structured
McKinsey & Company is testing a new interview component that places entry-level candidates in a ten-minute dialogue with an artificial-intelligence avatar of a city mayor. The scenario, described by partner Saleem Zafar of the Dallas office, asks candidates to advise on a hypothetical arena project, with the AI mayor able to raise follow-up concerns in real time. Candidates may also use AI tools on a portion of the test, reflecting the firm’s expectation that future consultants will employ generative-AI in client work. Human assessors remain responsible for scoring, observing how candidates listen, respond and build trust.
Official Rationale
McKinsey frames the pilot as a means to increase hiring fairness and consistency. Blair Ciesil, the firm’s global attraction partner, explained that “AI allows for a consistent client persona so that our in-room assessor can focus entirely on evaluating how the candidate listens, responds and builds trust.” “AI allows for a consistent client persona so that our in-room assessor can focus entirely on evaluating how the candidate listens, responds and builds trust,” — Blair Ciesil The firm also notes that the simulation is intended to mirror roughly 80 % of the challenges consultants encounter in day-to-day projects.
Early Rollout and Numbers
The tool is being used with undergraduate applicants for the business-analyst role, a position reported to start at $128,000. Acceptance rates at McKinsey historically hover between 0.5 % and 1.5 %. The pilot is limited to “some” North-American offices this fall, with “hundreds” of candidates expected to participate. McKinsey announced a target to increase overall hiring by 12 % in 2026.
Context Within the Consulting Industry
AI-augmented hiring is not new to large firms; tech companies such as Microsoft and Amazon have incorporated similar tools, though Amazon discontinued its 2018 system over gender-bias concerns. McKinsey’s approach differs by using the AI avatar as a client-facing role-play rather than a scoring engine, aiming to assess interpersonal skills rather than replace human judgment.
Potential Impact on Recruitment
If the pilot proves effective, the firm could expand the simulation to more offices and roles, potentially reshaping how consulting firms evaluate problem-solving and client-interaction abilities.
