Frequent fraud in cross-border e-commerce, with traditional risk control falling short? This article deeply analyzes how AI, through behavioral pattern analysis, payment risk prediction, and continuously evolving anti-fraud models, builds a 'smart gatekeeper' for cross-border e-commerce, ensuring transaction security and boosting business growth. Explore AI's key role in data security and compliance, enhancing user trust, and achieving sustainable development.