The band is named after the prized possession, Incitatus, of Roman Emperor Caligula by Grey, who was studying ancient history and classical languages at university.

[12] The band undertook an intense touring schedule within Australia after the release of the album, and became known for their energetic live show and stage presence.

[15] They toured with bands Opeth, Mastodon, The Dillinger Escape Plan, Protest the Hero, The Ocean, Firewind, Twelve Foot Ninja, and Ne Obliviscaris.

Prior to the release of the album the band toured around Australia with Tesseract and played a mix of crowd favourites and yet-to-be-released songs.

[18] Sam Vallen and Zac Greensill were nominated on Total Guitar reader's poll for the best prog rock guitarist of 2015.

[21] On 28 January 2017, rhythm guitarist Zac Greensill announced his departure to focus on his side project, Opus of a Machine.

[22] On 10 December 2018, Dave Couper announced his departure from the band, mainly for health and financial reasons, as well as other musical aspirations.

He was already known for having formerly being called "C-Horse's sixth member", helping them with the mixing and production of their albums, and for playing bass in Opus of a Machine.

In April and May 2022, Greensill returned to the band as a guest musician during their Australian tour in support of Rise Radiant, which had been postponed until then due to the COVID-19 pandemic.

[5] Lead guitarist and composer Sam Vallen cites Steely Dan as an influence, frequently using the American band's signature add2 or "mu" chords for his compositions.