For a given load:

Increase in supply voltage results in increase in armature drop. Increase in armature drop results in higher armature current. But we know that speed is inversely proportional to armature current.

We also know that increase in supply voltage increases speed. What am I missing here?

Edited to make the question clear as to what I'm asking