Good released his solo debut, Avalanche, in 2003. The album featured major stylistic differences from those recorded with the previous band, and featured the Vancouver Symphony Orchestra on several tracks, including the first two singles, "Weapon" and "In a World Called Catastrophe". Good recorded the album with long-time MGB producer Warne Livesey, who earned a Juno nomination for the effort.
Good and co-director Ante Kovac were also nominated for a Juno Award for Best Video of the Year for "Weapon". Ante Kovac received the award alone on stage. Good later revealed in his blog that he had actually fired Kovac half way through the making of the video. In later commentary, Good related that Kovac's first edit of the video was far too standard, with gratutitous and generic fades. After firing Kovac, Good flew to Toronto and worked with video editor J.D. Shaw to re-craft the footage. While working on the edit, Good began to experiment with overlaying text and adding still frames and stock photos to help deliver the message. Good noted that he felt that the video was his favourite from his catalogue.
Good took particular care in the production of the expanded deluxe edition of In a Coma, which included an additional CD and a DVD. In April of 2005, Good entered the studio and recorded nine songs from his catalog, reworked and performed acoustically. As a nod to fans who were unable to find them, the CD also included the out-of-print EPs Lo-Fi B-Sides and Loser Anthems. The DVD featured the complete library of Good's music videos, including a new video for "While We Were Hunting Rabbits" from Avalanche developed by animation students at Sheridan College.