Monitoring technology including sensors, cameras, acoustic monitoring, and AI analysis is transforming the ability to track animal welfare at scale in farms, wildlife populations, and research settings.
Welfare monitoring technology creates opportunities for earlier intervention, more comprehensive coverage, and evidence-based welfare management. Technology is an enabler but not a substitute for welfare commitment. Data ownership and access are important policy questions as technology scales.