Data standardization in medical imaging has evolved from a technical necessity to a strategic imperative, requiring an ontology-level approach to patient studies for optimization. According to Radiologist Cheryl Petersilge and CIO Matt Dewey, hospitals and imaging groups are increasingly implementing advanced standardization solutions. The benefits are significant, including greater radiologist efficiency, improved access to imaging exams, and increased accuracy in both human and AI-driven interpretations.