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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

Your AI personalization engine can generate a highly specific upsell offer for a guest — say, one referencing their anniversary date pulled from a past reservation note. Walk me through where that crosses from thoughtful into unsettling, and how you'd explain that line to a revenue team that just wants the conversion lift.

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The line for me is whether the guest would feel remembered or feel surveilled, and that usually comes down to how the data is surfaced, not just what data is used.

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