From RAG to Riches - Building Enterprise Search Systems with LLMs

Explore how Large Language Models are revolutionizing enterprise search systems in this comprehensive conference talk that transitions from traditional keyword-based search to advanced Retrieval-Augmented Generation techniques. Discover how organizations can transform information discovery and unlock hidden knowledge assets through practical implementation strategies. Learn essential concepts including document preprocessing and vector embeddings, along with sophisticated retrieval strategies and contextual response generation methods. Examine real-world case studies from diverse industries including legal, healthcare, finance, and manufacturing sectors to understand practical applications. Address critical RAG deployment challenges such as hallucination mitigation, data freshness maintenance, and enterprise scalability solutions. Gain practical frameworks to assess current search tools and develop comprehensive roadmaps for successful RAG adoption in enterprise environments.