Generative AI with Databricks lets you build production-ready AI apps in 30 days using Mosaic AI platform tools like Vector Search, Agent Framework, and MLflow. This guide covers the complete workflow from data preparation to deployment, with real examples showing 75% faster research time and 10x cost reduction through model fine-tuning. Learn how to create RAG applications, AI chatbots, and intelligent agents with proper governance using AI Gateway and Agent Evaluation. Whether building your first chatbot or scaling enterprise AI systems, you'll get the step-by-step roadmap that leading companies use to ship working AI apps fast.