MediaQuery seeks to enrich the unstructured content of a multi-modal dataset of TV programmes (BBC-AVS 10K) with annotations automatically produced by AI models, and will make the enriched data queryable through a search platform. To demonstrate how the enriched data can facilitate content analysis of the programmes, speaker interactions (within situations) will be represented as social networks.