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AI-assisted interviews: check the official instructions before preparing

McKinsey’s 2026 notice and recruiting guidance help separate an actual pilot from rumors about every interview.

Informed by McKinsey · Original source

This is an original summary and career interpretation by H1B Sponsorship Jobs, informed by the linked sources. It is not authored, endorsed or sponsored by those publishers. Source findings and our suggested preparation steps serve different purposes.

What the source actually says

McKinsey’s AI-assisted interview privacy notice has an effective date of August 1, 2026 and describes participation as voluntary. Separately, its public AI careers page says hiring and interview-selection decisions are made by people, describes an AI preparation tool for invited candidates and says a small number of AI-enabled interview experiences are being piloted with advance notice. These statements do not mean every candidate receives the same format or may use outside AI during an interview. The invitation and recruiter’s instructions remain the relevant operational source for an individual candidate.

Our career interpretation

Our preparation reading is to separate three situations: independent practice, an employer-provided tool and an actual assessed interview. Permissions in one do not carry over to the others. A candidate can practice quantitative reasoning with an assistant, but should still be able to show the calculation, identify missing information and explain why an answer is reasonable. If a company provides a tool during a pilot, the task may assess how a person works with it rather than how quickly they can obtain text. Avoid treating forum reports as universal instructions. Ask the recruiter what is allowed instead of improvising access to an unapproved assistant.

Turn the idea into evidence

Practice a case in two passes. First, solve the core calculation independently and explain the business implication aloud. Then use an assistant to challenge your assumptions and compare alternative approaches. Record the changes you accept and why. Finish by answering the case without the tool so that you can distinguish learning from dependence. Before an actual interview, read the invitation, format guidance and relevant privacy information. If the permitted tools or participation conditions are unclear, ask a concise question in advance. This preparation method does not require uploading confidential case material or recording anyone, and it does not assume access to a company’s internal interview system.

Put it into practice

Your next research steps.

  1. Read the actual invitation and permitted-tool rules.
  2. Practice explaining quantitative reasoning without assistance.
  3. Ask the recruiter about unclear format or participation conditions.
Explore related opportunity records →

Read the originals

Sources & verification dates.

  1. McKinsey AI-Assisted Interview Privacy Notice ↗

    McKinsey · Published 2026-08-01 · Checked 2026-10-22

  2. AI at McKinsey ↗

    McKinsey · Checked 2026-10-22

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