A system for managing distributed text content processing is provided. The system comprises a processor configured to execute a set of instructions to: acquire data of a first document for processing; parse the data of the first document; generate at least a first original text content fragment and a second original text content fragment based on a result of the parsing; transmit the first original text content fragment to a first processing device; determine a status of processing of the first original text content fragment; determine, based on the status, to transmit the second original text content fragment to either the first processing device or to a second processing device for processing; receive a second processed text content fragment from one of the first or second processing devices; and generate a processed document including the received second processed text content fragment.