The aim of the μDOC.tS project is to develop an innovative and cost-effective solution towards achieving automatic transcription of historical handwritten documents to be used not only by individual scholars but also on a large scale, by archives, libraries, museums, etc.. The resulting technologies will be integrated into a set of tools that will be implemented on a dedicated platform for transcription purposes.