Building AI-native applications requires more than integrating a large language model into existing software. This session examines practical design patterns for developing intelligent applications using Azure OpenAI and modern cloud services. We'll discuss orchestration techniques, grounding strategies, retrieval methods, cost optimization, evaluation mechanisms, and deployment considerations. Through demonstrations and implementation examples, attendees will gain actionable insights into creating scalable AI experiences while avoiding common pitfalls encountered during enterprise adoption initiatives.