<ul data-eligibleForWebStory="true">Retrieval Augmented Generation (RAG) enhances generative AI applications through external knowledge retrieval.Amazon OpenSearch Service is used with RAG to provide accurate, personalized AI responses.Conversational search architecture with ML models optimizes user interaction and information retrieval.Integration of agents, tools, and ML models in OpenSearch boosts conversational AI efficiency.