Ushering in a New Era of AI-Driven Data Insights at UC San Diego

Abstract

TritonGPT: A Vertical AI Solution Powered by a low-cost orchestration platform and open-source frameworks, TritonGPT leverages state-of-the-art large language models (LLMs) as a vertical AI solution—meaning it's specifically designed to address institutional goals rather than function as a general-purpose AI tool. The Enterprise Data Agent: Bridging Natural Language and Structured Data Although many institutions now utilize techniques like retrieval-augmented generation (RAG) to extract information from unstructured sources such as documents and websites, accessing data within structured databases remains a significant challenge. [...]when a principal investigator or fund manager asks, "What's our research expenditure trend over the last three fiscal quarters, broken down by funding source?" the EDA launches a multistep process to generate precise, actionable results (see figure 2). * Natural language processing: By automating repetitive administrative tasks and enhancing output quality, power users have experienced significant benefits, including a 60 percent reduction in time spent drafting job descriptions and an 80 percent improvement in policy and document searches.