A high precision machine learning model trained to identify brands is described. One or more machine-learned models are trained to create signals for top product categories at the brand/merchant level and brand signals from a custom Brand Ownership Service based on external digital brand signals such as trademark data from the USPTO, the EUIPO, and/or other trademark registries