This Welo Data white paper explores the essential role of AI training data in developing robust AI models. It provides a comprehensive overview of the types of training data, the techniques for training AI models, and the importance of data annotation. It covers various data annotation processes, examines the significance of data quality, and addresses best practices for managing data pipelines.