Pocketbike Racer was ghost-developed in part by Stainless Games of Carmageddon fame. Developers from Blitz Games had to help Stainless simplify the engine so it felt less like a simulation and more like a kart racer.

The Burger King Xbox trilogy - Sneak King, Big Bumpin', and Pocketbike Racer - have an unusual packaging and disc design, bearing the aesthetic design of the Xbox 360's packaging art, but simply saying "Xbox" due to the game disc containing files for both, Xbox and Xbox 360 versions of the game. This is exclusive to the Burger King games, with original Xbox games released after the trilogy still having the original Xbox packaging template from 2001.

The concept of a unified "Xbox brand" box design shared between all platforms would eventually see wide use with the release of the Xbox Series X, which would remove the "One" from the Xbox One's existing box template and add an extra bar of text clarifying which Xbox platforms the disc is compatible with.

The Burger King Xbox 360 trilogy are the only Xbox 360 titles which were backwards compatible with the original Xbox; a previous console generation. This decision was made due to the original Xbox having a bigger install base than the Xbox 360 at the time, but Microsoft only wanting to promote the 360 and not original Xbox on TV.