In Astro Robot Clicker, players start by clicking on the central robot character, known as Astro Robot, to generate in-game currency called AstroCoins. Each click stimulates the robot's excitement, making it dance and produce AstroCoins. As players accumulate more coins, they can invest in various upgrades to enhance their coin production rate and automate the collection process.