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Content strategy from AI signals

Use prompt-result data to brief, refresh and prioritise content that gets cited.

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Everything in Content strategy from AI signals.

Content Refresh for AI Citations: Convert Retrieval to Direct CitationThis guide outlines a data-driven content refresh strategy to convert AI retrieval into direct AI citation. By identifying pages that large language models (LLMs) frequently retrieve but fail to cite in their generative answers, content strategists can implement targeted, high-impact edits. The focus is on quick wins: leveraging existing high-visibility content and making specific structural and semantic adjustments-such as answer-first paragraphs, structured data, and key fact enumeration-to meet AI citation heuristics.

Other pillars

AEO strategy & operating model AI visibility metrics Owned media & the citation flywheel UGC, Reddit & forums Reviews & review platforms PR, outreach & earned mentions

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Run these playbooks against your own brand.

Citations.io measures how often AI engines mention and cite you, then tells you what to fix next.

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