Gpick is a versatile desktop color picking tool that supports various color formats and offers extensive palette management, while ColorZilla is a browser-based extension focused on quick color picking and web analysis features. Both tools cater to different needs, with Gpick being more suitable for comprehensive design tasks and ColorZilla excelling in web-based workflows.