UK website Digital Spy gave the song four stars (out of five) commenting that: "'You Know Me', a single whose very title seems to be cosying up to all those fans he's neglected in recent years – just the sort of fans who are likely to enjoy this tune. Borrowing sufficiently from Françoise Hardy's 'Voila' to earn the chanteuse a co-writing credit, it's a classic Robbie ballad with lashings of strings, 'shoo-ba-ba' backing vocals and a lovely, timeless-sounding chorus melody."[3]
Music video
The music video for the song was released on Williams' official website on 6 November 2009.[4] In the video Robbie Williams falls asleep and wakes up dressed as a rabbit in a waistcoat, exploring a fantasy world that seems to be based on Alice in Wonderland. After he finishes exploring the fantasy world he dances with a group of women also dressed as rabbits; however, this time he is wearing make-up to complete his transformation. The video was directed by Phil & Olly (also known as Diamond Dogs) and filmed at Shepperton Studios.