[3][4] Other singles did not chart, but have featured on TV commercials ('I Wanna Be Your Man', 'What I Want', and 'Working for the Company') and video game soundtracks ('Railroad Track').

Here's Willy Moon received generally favourable reviews from most music critics.

[5] Hugo Montgomery of The Independent wrote about the album overall: "It's gimmicky, sure, but also pretty irresistible: his rasping vocals hit all the right louche notes, and the sub-three-minute tunes have a short, sharp impact that justifies the support he's received from Jack White.

"[9] AllMusic's Stephen Thomas Erlewine called the album "all gaudy glitz, a cheerful pantomime for an audience that may not even exist, as it's hard to discern what generation would swoon for these swinging, corny retro novelties", but later wrote about its appeal by concluding that "this is music that is out there, it is not cooked up by consultants and marketers, it's a truly, genuinely strange attempt at something new -- it may miss its mark but that's why it's fascinating.

"[6] Michael Hann of The Guardian commented on the record being a time machine to the '80s with its "rockabilly/technology fusion": "Here's Willy Moon sounds far less like a fusion of Elvis and urban than it does Sigue Sigue Sputnik and Westworld, who had exactly the same idea nearly 30 years ago.