The Muninn Project is a multidisciplinary, multinational, academic research project investigating millions of records pertaining to the First World War in archives around the world. Our aim is to take archives of digitized documents, extract the written data using massive amount of computing power and turn the resulting information into structured databases. These databases will then support further research in a number of different areas.