Implementation FAQ

How does the Semantic Facet Enrichment Engine work?

The engine follows a three-step process:

  1. Identify & Define: Uses data-driven rules to distinguish high-value facets worthy of unique content.

  2. Enrich & Generate: Extracts top listing content, embeds it into a LightRAG knowledge graph, and uses LLMs to generate cluster content.

  3. Deploy & Canonicalize: Adds content to high-value facets and implements canonical tags to direct link equity appropriately.

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