The Unity Research Computing Platform accelerates research from laptop-size to 1,000’s of cores and 100’s of graphics processing units (GPUs), and it has about 1400 GPUs that are often underutilized by user jobs. This team will develop an automated workflow to identify patterns in GPU utilization, summarize common issues, and categorize user profiles, for the purpose of providing timely intervention and effective user outreach.