Researchers have made advancements in recognizing pain in cats through automated methods, including video-based models and facial recognition technologies. These innovations have been compared to assessments made by trained veterinarians and expert raters, with some studies suggesting agreement between automated systems and human evaluations. An app has also been developed to help recognize pain in animals, although the specifics of its application and effectiveness are not clear.