The availability of high-quality video content representations is a key success factor for a variety of our business-critical use cases. Traditional approaches of using content metadata are error prone, difficult to maintain and usually don’t capture the necessary details to distinguish one video from another. In this talk we’d like to show how we at ProSiebenSat1 generate video embeddings using open-source approaches. We will also dive into our tech stack and different ways of evaluating video embeddings.