 "Pitchfork" journalist Andrew Gaerig analyzed that while previous releases of Com Truise focused on Haley being able to skillfully wind synthesizer sounds "into pleasing shapes that his compositions can sound complex when they're not," "In Decay" is where drum sounds such as "grid-worshipping snares" "give him away" and go against "the more formed melodic ideas.