SLMat supports AI surrogate model development with packages such as Scikit-learn and XGboost . By incorporating both commercial and open-access AI-guided coding tools such as ChatGPT and HuggingFace , SLMat helps researchers write code more efficiently and with greater accuracy, even if they are not experts in programming. These AI-driven features provide real-time suggestions and code completions based on the context of the user's work, significantly reducing the time and effort required to develop complex models.