Marina

Retrieval-Augmented Generation (RAG) is the specific framework that allows Large Language Models (LLMs) to fetch external data before writing an answer. In my SEO consulting work, I define it as the bridge between a static AI model and a dynamic search index. This technology powers Google's AI Overviews and stops the model from hallucinating by grounding it in real facts. Unlike standard keyword-based crawling, retrieval in this context specifically refers to neural vector retrieval , which matches the semantic meaning of a query to a database of facts rather than simply matching text strings. The process works by replacing simple keyword matching with Vector Search . When a user asks a complex question, the system does not just look for matching words. It scans a Vector Database to find conceptually related text chunks. The Retriever acts like a research assistant that pulls specific paragraphs from trusted sites and feeds them into the Generator. This means your content must be...

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