The Demo vs. The Memo: Why AI-Generated Investment Decks Fail Under Scrutiny

Design requirements for generation products used in consequential decisions: rank source reliability, treat contradictions between figures as the key signal, and keep estimates labeled so they don't harden into facts across drafts.

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