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November 20, 2025 5 mins

70% of enterprise e-commerce sites struggle with semantic product discovery. Ryland M Bacorn, technical lead at Boca De, has successfully implemented vector embedding systems that improved site search relevance by 40% and increased cross-sell conversions for major retail clients. He outlines a practical framework for integrating embeddings across product catalogs, starting with specialized vector databases like Pinecone and proof-of-concept development using the 80/20 rule. The discussion covers tactical approaches for semantic taxonomy enhancement, automated internal linking strategies, and scaling embedding implementations beyond SEO into site search and product recommendation systems.

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