After doing some quick internet reading..... 1 sheet of standard printer paper is said to be about .004" thick. Just to give a comparison of the .003" required engraving depth.
Did you ask the shop if they knew how deep they go?
I have a connection with a machine shop in Breman I was planning on doing mine with.