This chapter explores a comprehensive platform aimed at improving manufacturing processes through six key modules. It discusses the evolution of the platform's architecture, the concept of 'agentic architecture,' and the challenges of AI adoption in the industry. Additionally, the chapter emphasizes the integration of large language models and the critical need for data security and accuracy in AI applications within manufacturing settings.