RAG, Retrieval Models, and the New Gatekeepers of Knowledge

Published November 9, 2025

Retrieval-Augmented Generation RAG) systems combine retrieval and interpretation. They pull information from indexed sources and then rewrite it in response form.

This means visibility is determined by:

  • Whether your content enters the retrieval index
  • Whether it is interpretable as distinct meaning
  • Whether its structure survives compression

Brands that communicate without semantic clarity vanish inside the retrieval layer.

— Stefano Galloni, Head of SEO & AI Visibility Researcher


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