Radiohead saw Hail to the Thief as a "sparkly, shiny pop record. Clear and pretty." O'Brien felt the album captured a new "swaggering" sound, with "space and sunshine and energy". Jonny Greenwood used the ondes Martenot, an early electronic instrument, on several tracks.