Collaboration and linking strategy matter differently for AIO than for traditional SEO. While backlinks remain important for search engine rankings, AI citation rates appear more influenced by the quality and relevance of the connection than purely by link volume. Being cited by a highly authoritative source in your niche can boost AI visibility even if it provides only one link, while dozens of low-quality directory links might not impact AI citations at all.
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// Stateful transform with resource cleanup