From POR-15 website....

APPLICATION PROCEDURES
Surface preparation: Rusted surfaces are best; seasoned metal and
sandblasted surfaces are also good. Surface must be dry and free of
grease, oil, or other foreign substances.

I guess sandblasted will work, but where I bought it recommended rust as well.