Artificial intelligence applied to welfare monitoring represents one of the most significant recent advances. Key applications in 2025:
These systems are transitioning from research demonstrations to commercial products across the livestock sector. The data generated enables veterinarians to monitor more animals remotely and intervene earlier — improving welfare outcomes at scale.
Precision livestock farming (PLF) uses sensor data, connectivity, and data analytics to manage individual animal welfare and health in real time. In 2025, deployed PLF systems include: automated cow lameness detection (DeLaval Herd Navigator, Lely Vector), individual pig identification and behavior tracking (RFID + video), dairy cow estrus and health monitoring (Allflex, SCR by Merck), and poultry flock welfare dashboards combining multiple data streams. PLF is enabling a transition from herd-level management (treating whole groups) to individual animal management — better welfare outcomes with reduced antibiotic use.
Alternative proteins — cultivated meat, precision fermentation, plant-based meat — represent a technology pathway toward dramatically reducing farmed animal numbers and associated welfare harms:
Male chick killing — the industry practice of killing male chicks (approximately 7 billion annually) that cannot lay eggs — is one of the most significant welfare issues in egg production. In-ovo sexing technology allows determination of chick sex before hatching, enabling hatcheries to incubate only female eggs. German legislation required in-ovo sexing for all hatcheries by 2022. France implemented a ban on chick killing (with in-ovo sexing exemption) from 2023. Austria, Belgium, and several other EU member states are implementing similar requirements. In-ovo sexing eliminates the welfare harm for hundreds of millions of male chicks — a concrete, scalable welfare technology solution.
Miniaturized biologgers and GPS devices are providing unprecedented welfare-relevant data from wild animals. Accelerometers in collar tags distinguish behavior categories (foraging, resting, flying, fleeing) — allowing non-invasive welfare state inference. Heart rate biologgers detect stress responses in wild animals without repeated capture. These technologies are generating data on wild animal welfare in natural environments that was impossible to obtain a decade ago.
New slaughter technology developments in 2025: low-atmospheric pressure stunning (LAPS) for poultry and pigs is expanding (New Zealand approval for pigs); high-CO2 waterbath alternatives for fish stunning are in commercial trials; controlled atmosphere stunning systems are expanding capacity in poultry plants; and automated post-stun assessment systems are improving stunning efficacy verification. These technologies directly reduce suffering at slaughter — one of the highest-welfare-impact points in farm animal production.
The open-source movement is contributing to welfare technology democratization. OpenFarm animal welfare monitoring toolkits, shared behavioral ethograms, and open-source camera trap analysis tools reduce the cost of welfare monitoring for producers and research institutions. The RSPCA's WelFair online welfare assessment tool provides free digital welfare assessment for companion and farm animals. These accessible tools extend welfare monitoring capacity beyond well-resourced institutions.
Tags: Technology AI Innovation Alternative Proteins Welfare Monitoring 2025