This research investigates the synthesis of advanced aerodynamic principles, biomimetic designs, and artificial intelligence (AI) to enhance the efficiency and performance of rocket vehicles. The primary objective is to advance aerodynamic performance by integrating biomimetic features such as shark skin-inspired scales on the rocket's fuselage and double sharklets on the fins. These enhancements aim to reduce aerodynamic drag, improve flight stability, and efficiently utilize turbulence-generated energy to enhance rocket performance. By replicating the texture and structure of shark skin, which includes microstructures that reduce air friction, the application of these scales on the fuselage results in smoother airflow around the rocket, leading to reduced drag and improved fuel efficiency. Additionally, double sharklets on the fins are designed to address vortex-induced drag, thereby enhancing stability and control during ascent. AI is utilized to analyze extensive aerodynamic data, aiding in the development of optimized designs and configurations that enhance the rocket's overall performance. The AI system processes data, enabling continuous improvements and precise adjustments to design parameters during simulations and testing. From an industrial engineering perspective, this research offers benefits by reducing energy consumption required for launch, thus lowering operational costs and minimizing environmental impact. Furthermore, the application of AI for design optimization shortens the development cycle and enhances the reliability of rocket vehicles, making them more commercially viable and competitive. The incorporation of biomimetic features not only improves aerodynamic efficiency but also introduces innovative methodologies for enhancing rocket performance.