In the ever-evolving landscape of artificial intelligence (AI), Retrieval-Augmented Generation (RAG), semantic search, and large language models (LLMs) have emerged as powerful tools for processing and retrieving information. While these technologies have proven their worth in a wide range of industries, they face unique challenges when applied to engineering