Point-of-Interest (POI) data has become a key component in driving innovation, efficiency, and personalized user experiences across diverse industries. From enabling ride-sharing services to identify pick-up and drop-off locations and ensuring timely last-mile deliveries, to enriching real estate insights and supporting state-of-the-art AI models and Large Language Models (LLMs), POI data is reshaping how businesses operate.