I developed an industrial Computer Vision system to automate the reading of tiny digits on utility meters using YOLOv8 and SAHI. To handle challenging industrial lighting, I applied advanced image preprocessing (deblurring and contrast enhancement), which improved detection reliability by 20%. The system achieved a 15% latency reduction and was deployed as an interactive Streamlit and FastAPI application for real-time use.