After researching the 'Guild Armor Contract' and 'Guild Emblem Template', you're presented with the option of purchasing Guild Armor as shown below:

NOTE: This particular vendor is located in WvW spawn location.

Can someone explain how this works? Is it a once-per-armor item? Will it remain with a transmute? etc.

Thank you