Graph technologies are essential for managing complex data relationships in AI applications. Quality data is crucial for large language models to prevent inaccuracies. Biases in training data affect LLM reliability, making accurate data management vital for enterprise applications. Companies like Klarna showcase the power of connected data systems. As AI integration grows, developers must adapt to dynamic environments, with cloud native technologies ensuring scalability for AI workloads.