University of South Florida

University of South Florida researchers embedded in a working SOC for over a year built and deployed an LLM-based agentic companion to handle high-volume, low-priority tickets, with analysts using it in the final four months. They report that companion outputs were reused in analysts' closing reports in more than 90% of cases, and that analysts who shaped the companion's behaviour came to trust it more.