Providing advanced video content analysis and frame-by-frame contextual interpretation services utilizing machine learning and artificial intelligence models involving scene tagging, metadata generation, visual enrichment, natural language search, people profile, topic discovery, genre classification and contextual insights, applicable across various industries including media and entertainment, video and audio video services, broadcasting networks, educational content platforms, healthcare video providers; categorizing video content to support diverse applications, namely, personalized content recommendation, video indexing, enhanced viewer engagement, and targeted advertising insights.