Introduction In the age of AI-powered tools and intelligent systems, the ability to search, analyze, and generate insights from documents has become paramount. Semantic search and generative AI offer powerful capabilities to build engines that allow querying large sets of documents, answering questions naturally, and even recommending relevant content. This article is part one of a multi-series gu