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AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

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AI-ready · Stakeholder Communication

A client pushes back after learning that an AI tool, not a human planner, set most of the audience targeting parameters on their campaign. How do you explain the role AI played and rebuild their confidence in the plan?

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I start by correcting the framing, because “the AI set the targeting” undersells what actually happened.

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