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2 articles in the knowledge base.
SEO gets you ranked, GEO gets you cited — but citation without a next step hands the highest-intent moment to a competitor. MCP is the layer that closes it.
Agents are easy to build, but their marketing judgment defaults to generic base-model knowledge. Here's why that produces confident, wrong recommendations — and what a knowledge layer changes.