The GPT is a type of LLM originally developed for natural language processing and has demonstrated remarkable success in generating coherent and contextually relevant text. Models such as ChatGPT 33 have been used for code generation, debugging, literature reviews, and numerous other tasks. However, if we attempt to perform forward/inverse materials design tasks, the outcomes can be quite poor. Nevertheless, inspired by its simplicity of use and the massive success of ChatGPT, an alternate model, AtomGPT, was introduced, tailored for forward and inverse materials design.