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Rubric signal info-density

Information density

Ratio of substantive content to filler.

Class
Content
Source
Empirical GEO paper data

Why it matters for AI citation

Dense content gets preferentially cited. Engines model 'value per token' implicitly.

How to fix it

Cut throat-clearing sentences. Replace 'It is important to note that' with the actual point.

About the Content class

Whether the page actually answers the buyer query directly, completely, and in the right register. BLUF, query coverage, sub-question coverage, readability.

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