The document introduces Pundit, a tool for creating semantic annotations that allow humanities scholars to collaboratively generate structured data from text and images. It highlights the advantages of using machines for data analysis and the need for human input in the data collection process. Pundit offers customizable annotation vocabularies and templates, as well as access to annotations through a REST API.