Abstract: Machine learning systems and methods for price list determination from free-form text data are provided. The system obtains a text description of an item, such as an item that is the subject of an insurance loss claim and processes the text description using a first machine learning model to identify an item being described by the text description. The system then processes the text description using a second machine learning model to identify one or more candidate matching items from a database. The system then automatically populates one or more user interface screens of a claims processing software application using the output of the first machine learning model and the output of the second machine learning model.