An AI Feature Store is a centralized platform that organizes, stores, and manages features used in machine learning models. It ensures consistent, high-quality data for training and inference, enabling efficient, scalable deployment of ML models. By serving features on demand, it enhances collaboration, reduces data duplication, and accelerates the development and maintenance of AI systems.