AI interview module
They will ask how the model works. Not whether you have used ChatGPT.
Generalist McKinsey, BCG, and Bain cases now include an AI layer. One lesson on the basics and the frontier. One original case. Then stop reading and sit the room.

The lesson is free forever. The scored case is open during your free week and on every plan. Independent. Not affiliated with McKinsey, BCG, or Bain.
01 · Learn · 12 min
How AI actually works
Machine learning, LLMs, RAG vs fine-tuning, agents and harnesses — in English, with the line you say in the case.
02 · Interview · 20 min
SurePath Mutual
A P&C insurer wants a generative-AI claims copilot — or an agent that can pay. You pick the method, size the error cost, and close.
Prefer typed? Guided SurePath · Study the prompt
What this module is
Not a QuantumBlack or BCG X technical loop. Those still exist, and they go deeper. This is the new generalist bar: can you tell a copilot from an agent, RAG from fine-tuning, and a demo score from the cost of a wrong payout — then close like a consultant.
The lesson is deliberately simple. Training vs inference. What “good” means when 98% accuracy is a trap. Prompt, retrieve, fine-tune, or give the model tools. Agents and the harness around them. A little on reasoning models and evals so you do not sound like 2023.
The case is SurePath Mutual, a P&C insurer that wants generative AI on claims. The math is handle cost versus leakage. The judgment is whether you hand the model the payout button.
FAQ
Is this only for QuantumBlack, BCG X, or Bain Vector?
No. Those specialist loops go deeper. This module is the generalist bar: how machine learning actually works, in English, then one case that uses it.
Do I need a technical background?
No. If you can size a value pool and explain RAG vs fine-tuning in one minute, you are in range.
Is the lesson free?
Yes, forever, with or without an account. The scored SurePath interview is open during your free week and included in every plan, same as any other case. Read mode stays free too.
Is CoachNed affiliated with McKinsey, BCG, or Bain?
No. Independent practice. Original prompts. The firms named are for interview-style prep only.
Related
AI case interview
How an AI case is structured, scored, and different from a profitability case.
McKinsey AI interview
What generalist McKinsey rooms now ask, versus QuantumBlack.
BCG AI interview
Digital and AI cases at BCG, and how BCG X differs.
Bain AI interview
How Bain tests AI literacy in the case, and where Vector sits.
Generative AI consulting
What the work actually is, and how interviews test it.
Agentic AI consulting
Agents, harnesses, and the questions partners now ask.