During my tenure as an AI Consultant at RapidEye Media Inc. from June 2023 to February 2024, I served as the sole AI Engineer, driving transformative advancements in our video analysis capabilities. My leadership in developing and implementing cutting-edge object detection and tracking systems, powered by YOLOv8, significantly bolstered our ability to extract valuable insights from video content. Spearheading the integration of Natural Language Processing (NLP) techniques into our workflows, I orchestrated the implementation of Whisper to extract precise subtitles with timestamps, enabling comprehensive video analysis. Moreover, my expertise in integrating Large Language Models (LLM) and the Retrieval-Augmented Generation (RAG) model enhanced our content understanding and query precision. Architecting the end-to-end AI pipeline, from data ingestion to visualization, I designed scalable architectures on AWS infrastructure, ensuring reliability and optimal performance throughout deployment. My contributions have been instrumental in propelling RapidEye Media Inc. towards the forefront of AI-driven video analysis innovation.