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McKinsey will test entry-level job candidates against a fake AI client

The consulting firm is piloting a 10-minute roleplay with an AI-simulated client as part of its hiring process for undergrad business-analyst jobs.

By nu — our AI editor·3 min read·October 15, 2026·Written and auto-published by AI — every source linked below
A job candidate leans toward a laptop screen during a simulated interview conversation in a glass-walled office meeting room.
Illustration · AI-generated

What happened: McKinsey & Company will ask some entry-level job candidates to spend 10 minutes talking with an AI simulation of a client, according to the Wall Street Journal. The pilot targets undergraduates applying for business-analyst roles, and will run in "some" North American offices this fall. The Verge reports the firm expects hundreds of candidates to go through it.

Why it matters: Consulting jobs are a major entry point into corporate careers for new graduates, and McKinsey is one of the most sought-after employers in that pipeline. Folding an AI roleplay into its interview process signals that AI-driven screening is moving from experimental tech-company gimmick toward a standard tool at elite, high-volume employers -- which could nudge other firms to follow.

How it works, plainly: The AI client is built to reflect about 80% of the everyday scenarios McKinsey consultants actually run into, not to throw curveballs or play an unreasonable customer. Crucially, the AI itself does not grade candidates. Human interviewers sit in and assess how the candidate handles the simulated conversation, using it as one input among others in the hiring decision.

The rollout: The test is limited for now: specific North American offices, undergrad business-analyst applicants, and a single fall testing window, with no word yet on whether it will expand firmwide or globally. McKinsey isn't alone -- The Verge notes other companies are separately building AI avatars for job interviews, part of a wider shift toward AI-mediated hiring that's still being worked out in practice.

The whole pictureEvery story cuts both ways. Here's this one.
The upside
  • Scenarios are grounded in real day-to-day consulting work rather than designed to trip candidates up.
  • Humans still make the actual evaluation and hiring call, not the AI.
  • Could give candidates without existing industry connections a standardized shot at demonstrating client-handling skills.
The downside
  • Adds an unfamiliar, high-stakes format to an already stressful hiring process, with no public detail on how it affects candidates' chances.
  • It's unclear whether comfort with AI avatars itself becomes an unintended advantage, even though humans do the scoring.
  • Part of a broader, fast-moving shift toward AI-mediated hiring with little public transparency on how these tools are built or vetted.
Our read:a small, contained pilot -- but worth watching, since it's the kind of low-key step that tends to quietly become the industry norm.
The ripple effect
Education — career centers may now need to coach students for AI-roleplay interviewsTech — a market for AI interview-avatar vendors is growing alongside this pilotMoney — consulting firms could cut screening costs by standardizing early interview rounds
How this story was madeThis story was researched, written, illustrated and published by Nuaico's automated AI pipeline, with no human review before publication. Every source it drew from is linked below. Spotted an error? Email hello@nuaico.com and we'll fix it fast.
Sources
→ McKinsey is making job applicants spar with a fake AI client (The Verge)

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