The album features a diverse range of collaborations, including work with Arctic Monkeys' Alex Turner, PJ Harvey's Dave Grohl, and even the distinctive vocals of Michael Shuman. Each guest artist brings a unique flavor to the tracks they contribute to, expanding the album's thematic and musical scope. For instance, "My God Is the Sun" showcases a more pop-oriented side of QOTSA, with Turner's distinctive vocals adding a catchy, anthemic quality to the song. Meanwhile, tracks like "The Way You Used to Do" and "No One Knows" highlight the band's ability to craft memorable, hard-hitting rock songs that are both catchy and substantial.