Industry research shows that retailers deploying shelf-monitoring computer vision have seen out-of-stock events reduced significantly, and computer vision queue analytics can cut wait times during peak periods. Further analysis indicates that retailers using computer vision for customer experience optimization report improvements in customer satisfaction scores, with some seeing increases of 15–25%.