To prepare for a drug GMP audit in China, a company should ensure compliance with local regulations, maintain accurate and up-to-date documentation, conduct internal audits, train staff on regulatory requirements, and establish clear communication with Chinese regulatory authorities. Engaging local experts can also help navigate specific regulatory nuances.