Remote sensing, artificial intelligence, and wearable sensors are transforming cattle welfare verification from subjective to objective assessment.
Technology-enabled welfare verification reduces the limitation of periodic manual inspections by providing continuous monitoring data. Early detection of welfare problems through automated systems enables faster intervention, reducing the duration of individual animal suffering and improving farm-level welfare outcomes.