While the previous album showed a clear hardcore influence, the sound on Desperate Measures is of thrash metal akin to Anthrax or Testament. However, like its predecessor, it had fans in both metal and hardcore camps.
Guitarist and songwriter, A.J. Novello, had this to say on the album:
...it wasn't exactly what I had in mind. (It) was a little too metallic. Eddie's vocals were drenched in effects (Suttons' critical comparison to Ozzy began here), the songs were more left-field, and we initially disappointed some fans.[2]
In contrast to Novello, guitarist Michael Gibbons perceives the album in a more positive manner:
I still love Desperate Measures. Eddie's vocals were mixed too heavily, I agree. But, as a metalhead from Queens first, before I was even a hardcore fan, I've always loved that recording. A lot of hardcore fans also loved it, as well as some prominent people from the NYHC scene who have admitted that to me through the years.[3]
Unlike the previous album, Desperate Measures shows more rhythm & groove yet a melodic oriented sound with more variety, such as songs like "Kingpin" incorporate elements of a rap metal/rapcore sound, while another track like "2 Minute Warning" had more of a hip hop/rap & funk influence.