Artificial intelligence and machine learning are transforming welfare monitoring, enabling real-time assessment of animal states at previously impossible scales.
AI-based welfare monitoring represents a step-change in the capacity to detect and respond to welfare problems in commercial animal production. Early detection of health problems reduces the duration of undetected suffering. The technology supports but does not replace skilled human care and welfare culture.