This document reviews and compares seven PID tuning software packages, including RaPID, TOPAS, U-Tune, EZYTune, IMCTUNE, CtrlLAB, and ET PID. It finds that tools which include IMC-based tuning and support practical PID controller structures like derivative filters performed best. The document provides a high-level summary of each software's key features, focusing on system identification capabilities, controller design methods, and analysis features. It then evaluates the software packages on a laboratory process to compare their performance.