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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 asks whether the comp set in the valuation section of your presentation was selected by an analyst or generated by an AI tool. How do you answer, and how does that shape what you disclose going forward?

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I tell them exactly how it was built — an AI tool helped pull the initial universe and format the output, and an analyst selected and validated the final peer set against business…

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