In the modern digital ecosystem, businesses are amassing video content at an unprecedented rate. However, 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 often a frustrating, manual,