New technologies including AI, sensors, and computer vision are enabling real-time welfare monitoring in farmed animal systems at unprecedented scale.
Technology offers the potential to transform welfare monitoring from periodic inspection to continuous automated surveillance. AI systems can detect lameness, abnormal behaviour, and social disruption earlier than human observers. However, technology cannot substitute for high welfare standards in system design — it should supplement, not replace, genuine welfare improvements.