This 1.5-hour tutorial will present a basic workflow for integrating LLM APIs into the document search systems for digital preservation, curation, and discovery applications with LLM prompts and minimal coding. Participants will learn to implement a web interface that transforms users’ natural language questions into structured Solr queries to retrieve relevant documents. The tutorial will be divided into three main sections: Prompt-based web app implementation with Typescript and LLM API integration (60 minutes), followed by web interface optimization strategies to manage API latency (20 minutes). The last 10 minutes will conclude with a discussion of ethical considerations, limitations, and future directions for AI within digital preservation contexts. Participants will leave with practical code samples, implementation strategies, and a deeper understanding of how LLM integration can enhance discovery and access in digital collections.