A processing device receives a message identifier associated with an application. and identifies a first language that an operating system running on the processing device is configured to use. Responsive to determining that a first application resource bundle associated with the application and configured for the first language is not available, the processing device selects a second application resource bundle that is associated with the application and configured for a second language, identifies a first version of a message associated with the message identifier in the second application resource bundle, sends the first version of the message to an automated translator with a request to translate the first version of the message to the first language, and receives a first translated version of the message that is in the first language. The processing device may then present or store the first translated version of the message.