The JCOE forming method offers a superior balance of mechanical performance, residual stress control, and weld integrity compared to UOE and three-roll bending. While UOE remains preferable for high-volume, thin-walled pipes, JCOE is indispensable for heavy-wall, high-strength applications. Future advancements should focus on AI-driven press force optimization and hybrid forming techniques to further enhance efficiency.