This podcast episode delves into the intersection of generative AI and graph analytics, as Leann Chen and Tomas Spartanis lead a discussion on creating advanced Streamlit chatbots powered by GPT-4. Leann shares her personal journey into graph analytics, highlighting her challenges and experiences within the Neo4j community. The episode illustrates the practical application of technology in delivering data insights through accessible chatbot interfaces, emphasizes the architectural intricacies of integrating knowledge graphs and RAG techniques, and addresses key challenges such as handling hallucinations in AI responses. Overall, it demonstrates the transformative potential of combining generative AI with robust data processing methodologies to empower decision-makers.