The album was recorded during the spring of 1997, and the title is a portmanteau of the English words "whore" and "oracle". Fredrik Nordström noted that this album was not easy to record at times, relating that the band members usually preferred drinking beer and playing Tekken 3 to recording the album. 
This is the last In Flames release with Björn Gelotte playing drums, as he permanently switched to lead guitar in future releases.
Whoracle is a concept album which describes the past, present, and a hypothetical future of the planet Earth. "Jotun" is a foreshadowing of the main concepts where a society is crushed and broken after an apocalyptic event. "Episode 666" seems to be the narration of this apocalyptic event which is, perversely, televised. The songs leading up to this tell a story of the rise and fall of a global society. "The Hive" and "Jester Script Transfigured" describe this technologically advanced society and an utopian world which is demolished by human nature in the next two songs. The inclusion of the Depeche Mode cover, "Everything Counts", is a poignant way to imply that the people who built then destroyed their society realized their folly after it was too late.