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AnalysisJul 2, 20267 min read

The Notion Problem: Losing the Enterprise Conversation

How a category leader can still lose the AI conversation to a competitor with better-structured content.

By Michael Houck · Founder, Lore

A category leader can still lose the AI conversation. When buyers ask an LLM to compare tools, the model favors whoever has the clearest, best-structured answers to the specific questions being asked — not necessarily the biggest brand.

The fix is not louder marketing. It is building the content and citations that teach the model to associate your brand with the exact problems your buyers are trying to solve, before a competitor fills that gap.

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