Background: The integration of digital imaging tools in dentistry has transformed clin-ical workflows, diagnostic accuracy, and patient outcomes. However, less attention has been given to how these tools influence dentists’ self-reported outcomes, including clinical confidence, efficiency, perceived treatment quality, communication, and pro-fessional satisfaction. This article aimed at assessing AI-powered digi...