This technical session demonstrates how to build powerful Graph RAG (Retrieval-Augmented Generation) solutions by combining Amazon Bedrock knowledge bases with Amazon Neptune analytics. Learn to leverage semantic search capabilities alongside Neptune's graph analytics to create more intelligent, context-aware AI applications. Follow practical demonstrations on structuring data, implementing efficient retrieval mechanisms, and enhancing LLM outputs with graph-based context. Designed for developers and architects seeking to build advanced AI solutions that effectively combine knowledge graphs with large language models.