The Netherlands Institute for Sound and Vision (NISV) is the national audiovisual archive and media museum of the Netherlands. The collections comprise of over one million hours of audiovisual material. One of the collections is that of the so-called “Polygoon” newsreels from the 20th century. This paper outlines recent explorations where Artificial Intelligence technologies are used to enrich this archival …