Described are computer-based methods and apparatuses, including computer program products, for automation of auditing claims. Data indicative of an insurance company name is received, the data comprising one or more words. The data is processed through one or more processing steps to generate processed data comprising one or more processed words. One or more candidate word strings are selected based on the one or more processed words. Matching information is associated with each of the one or more candidate word strings. Analysis information is generated for each of the one or more candidate word strings based on the associated matching information. An insurance company identifier is associated with received data based on the analysis information and one or more matching rules.