Home > AI Solutions > Gen AI > White Papers > HR-Assist: Proof of Concept RAG-Based Matching Assistant > Solution overview
This section describes how we at Dell Technologies identified the main challenges of efficiently assigning team members to roles, which can tremendously affect productivity and employee job satisfaction. Each step in the process, from data collection to final placement, posed its own set of challenges. Thus, we developed a proof-of-concept (POC) solution that reimagines the enterprise-grade chatbot designed for advanced information retrieval in HR use. While the original system was built to help our customers navigate complex data landscapes, containerizing the RAG architecture and NVIDIA Microservices using Docker created a version of the system that retains its powerful AI capabilities but is scaled down to be more manageable and versatile. Our POC showcases how even a scaled-down version of enterprise technology can profoundly impact HR operations. This solution serves as a function-rich extension that can be paired with data management tools like SmartSheet for end-to-end data collection and management in a seamless process to improve accuracy and throughput.