This document summarizes the integration of an optical tracking system (OTS) for organ motion compensation in scanned ion-beam therapy. The OTS tracks external markers in real-time to monitor and estimate internal organ motion. It has been integrated with the therapy control system to enable lateral beam tracking compensation. Performance studies using breathing phantoms showed sub-millimeter tracking accuracy. Ongoing work aims to improve the motion prediction models and reduce the need for retraining using smaller patient datasets.