1. The effectiveness of generative AI services depends on the quality of data and the supporting platform. 2. Techniques like retrieval-augmented generation (RAG) and vector databases are crucial for enhancing AI performance. 3. Synthetic data and data lakehouses are emerging as key components for AI development and management.