Find Me is a hidden-figure puzzle game. It differs from the popular Where's Wally (Waldo) game by offering dynamic interactive instead of static gameplay. The player is presented with a group of rapidly moving white, stickman-style characters drawn with black outlines on a white background. One of the characters doesn't match the rest. The player's only job is to find and point to the character before time runs out on a horizontal black timer bar at the bottom center of the screen.
The differences between the odd character and the rest are slight. The character might feature down-pointing angry eyebrows, dark undereye lines, a medical face mask, or round eyeglasses. When the crowd walks rapidly, the odd figure shakes slightly as well.
If the player picks the character in time, they move on to the next stage (level) of the game. They also search for a new hidden figure. If they fail, the game bumps them back to the first stage.
Find Me rewards the player with points based on their speed. If they select the character at the start of the timer countdown, they receive the highest score possible for that stage. They know they've succeeded if everyone in the crowd turns in the rough direction of the character and points to it. As the player progresses through the game, the speed and number of characters increase.