This project is dedicated to the development of a specialized model designed to estimate production time for Glass-Reinforced Epoxy (GRE) pipe manufacturing, with a specific focus on the intricate helical winding process. GRE pipes are widely recognized for their corrosion resistance and strength, making them indispensable in industries like oil and gas and chemical processing. The complexity of non-standard GRE pipe manufacturing necessitates a sophisticated solution, and this project seeks to address this challenge.