Content-based metadata allows more easy retrieval, reuse, and monetarization of media assets, whether text, audio, image, or video. The Fraunhofer IAIS Mining Platform integrates various AI-based services to facilitate the fully automatic, scalable analysis of media assets. The containerized system can run on any Kubernetes cluster, supports customized analysis workflows and models, and can be readily integrated via its REST API.