UBIAI's Auto Labeling feature streamlines the process of dataset enrichment and annotation for AI model training. By utilizing machine learning models and customizable dictionaries, it automates the labeling of entities such as dates, locations, and products, significantly reducing the time and effort required for manual data labeling. The tool supports rule-based matching and allows users to fine-tune state-of-the-art transformer models, providing performance metrics for evaluation. This efficient solution is ideal for various industries, including finance, healthcare, and technology, enhancing productivity and accuracy in data preparation.