The acts Little Doses have cited as influences are - Sparklehorse, Super Furry Animals, Grant Lee Buffalo, Red House Painters, Pavement, Blondie, Pete Yorn, Coldplay, Harry and the Potters, Stevie Wonder, Dawn of the Replicants, The Secret Machines, Deus, Jeff Buckley, Nick Drake, Pixies, David Bowie, The Afghan Whigs and The Twilight Singers.
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The original guitarist Paul Mellon left the band to join Red Light Company and then returned to his previous band F.O. Machete.