Deploying AI inferencing at the departmental or branch level presents distinct challenges. Individual teams often require AI solutions tailored to specific use cases, such as contract analysis in legal, inventory management in retail, or predictive maintenance in manufacturing. These solutions must be cost-effective, easy to implement, and scalable. However, enterprise AI infrastructures are often oversized and unnecessarily complex for these localized needs. This mismatch leads to wasted resources and slowed innovation.