Doll machines, also known as claw machines or crane games, are popular entertainment devices in commercial settings, captivating users with their engaging and interactive gameplay. These machines feature a joystick-controlled claw that players use to attempt to grab prizes, typically stuffed toys, figurines, or other novelty items, within a glass enclosure.