The Human Behaviour Change Project, a Wellcome Trust and US National Institutes of Health-funded programme of work, is developing and evaluating an AI/ML-based ‘knowledge system’ to find research reports in a given area of behavioural science, extract key information from those reports using an ‘ontology’ of behaviour change interventions, and predict intervention outcomes in novel scenarios. It also includes tools for developing and using ontologies.