Medical document processing is a complex, labor-intensive task critical to healthcare operations. Vision Language Models (VLMs) offer a transformative solution, combining visual and textual understanding to automate extraction, analysis, and management. This article explores how VLMs enhance accuracy, efficiency, and compliance, paving the way for a more streamlined and intelligent healthcare ecosystem in the US.