This work highlights the transformative potential of SM as a guiding framework for leveraging LLMs in advancing chemistry discovery. By embedding the foundational principles of SM into prompt engineering, we establish a structured approach that enhances critical thinking, fosters systematic exploration, and refines hypothesis development. These principles provide a robust mechanism for tackling complex concepts, driving innovative solutions, and enabling iterative reasoning-core tenets of impactful scientific research.