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Q2: Does Schema markup directly influence LLM citations?

**A:** Yes. While LLMs parse raw text, they rely heavily on structured data frameworks like **Schema markup** to quickly extract facts, definitions, and relationships without ambiguity. Fresh, well-structured markup acts as a direct API-like feed to search engines and AI models, significantly increasing the likelihood of your brand being accurately featured in AI overviews.

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**A:** Yes. While LLMs parse raw text, they rely heavily on structured data frameworks like **Schema markup** to quickly extract facts, definitions, and relationships without ambiguity. Fresh, well-structured markup acts as a direct API-like feed to search engines and AI models, significantly increasing the likelihood of your brand being accurately featured in AI overviews.

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