Case Study: University of Tennessee Medical Center achieves $4M+ savings and cuts ~70 readmissions per month with Jvion's Cognitive Clinical Success Machine

Using Cognitive Machine Technology to Save More Than $4M in Just Months and Improve Outcomes

The University of Tennessee Medical Center, a 609‑bed Level I trauma center and the Knoxville region’s only academic medical center, was seeing rising monthly readmissions and needed a way to identify and intervene on patients at high risk of avoidable readmission. To address the challenge, the medical center partnered with Jvion and deployed Jvion’s Cognitive Clinical Success Machine.

Jvion integrated its Cognitive Clinical Success Machine directly into the case manager workflow, delivering patient‑level risk propensities and recommended interventions that more than 30 case managers used to create targeted care plans. The solution produced an average reduction of roughly 70 readmissions per month, yielded more than $4M in savings in just months, and positions the University of Tennessee Medical Center to achieve projected long‑term readmission reductions of 50–70% as adoption expands.

University of Tennessee Medical Center

Trey La Charité

The University of Tennessee Medical Center