In the modern digital ecosystem, organizations are creating video content at an unprecedented rate. Yet, this explosion of visual data has created a significant challenge: the majority of it remains "dark data"—unstructured, unsearchable, and largely untapped. Locating a precise moment within terabytes of footage is a monumental task that drains