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#RAG

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nqzai Editorial TeamJuly 26, 202610 min

Internal Linking for AI Search Retrieval: A Different Job Than PageRank

AI retrieval systems don't crawl a site the way a PageRank algorithm does — they chunk pages, embed passages, and lean on anchor text as disambiguating context. Here's what the research actually supports about internal link structure and AI citation, and what it doesn't.

nqzai Editorial TeamJuly 26, 202611 min

Topic Cluster Architecture for AI Retrieval: How Pillar Pages and Internal Linking Shape What Generative Engines Cite

Retrieval-augmented generation systems don't rank pages, they retrieve passages — which changes what "topic cluster architecture" needs to do. Here's what the research on chunking, query fan-out, and citation behavior actually says.