Integrating multiple welfare monitoring technologies including sensors, computer vision, and biomarkers creates comprehensive assessment systems that exceed the capacity of individual tools.
Technology integration for welfare monitoring holds significant promise for detecting welfare problems earlier and at scale. Realising this promise requires not just technical development but institutional change in how farms use data, respond to alerts, and integrate technology into welfare management cultures.