Integrating retrieval mechanisms into generative AI systems provides several key benefits: it allows the RAG in Gen AI to access and utilize a vast amount of external information, improving the accuracy and relevance of its responses, and it helps to prevent the AI from generating hallucinations or inaccurate information.