Exemplary embodiments of the present disclosure provide for identifying similar trademarks from one or more repositories based on training a goods and/or services similarity engine to identify similarities between pairs of descriptions of goods and/or services in a corpus of training data that includes the descriptions of goods and/or services for registered trademarks and trademark classes associated with the descriptions of goods and/or services. A goods and/or services similarity value indicative of similarities between a reference description of goods and/or services and descriptions of goods and/or services associated with registered trademarks can be generated by a goods and/or services similarity engine and a presentation of at least a subset of the set of trademarks can be generated that includes graphics emphasizing the registered trademarks in the subset based, at least in part, on the plurality of goods and/or services similarity values.