Artificial intelligence technologies are beginning to transform animal welfare monitoring, assessment, and management with potential to detect welfare problems at previously impossible scales.
AI represents a potentially transformative technology for animal welfare that could enable continuous, objective welfare monitoring at scale far beyond human observation capacity. Realising this potential requires rigorous validation, transparent deployment, and integration into management cultures that respond to welfare alerts with genuine intervention.