"Remind Me" is a cheery easy listening song with instruments of wavy, acid house-style bass notes, mellow synthesizers and jazz-influenced percussion backing a 1960s-esque dreamy vocal line.

A writer for the Trouser Press called "Remind Me" close to perfect,[3] while Billboard's Michael Paoletta honored it as a "potent club track".

In the fourth GEICO caveman-themed advertisement, a caveman dressed in contemporary attire and carrying a tennis racket is on a moving walkway at an airport.

The music video for "Remind Me" was directed by Ludovic Houplan and Hervé de Crécy[5] of the French motion graphics studio H5.

[6] It shows a day in the life of a woman working in London's Square Mile solely through infographics; this includes labelled close-ups of everyday objects, product lifecycles, schematic diagrams, charts, and is generally illustrated in a simple isometric visual style.