Hello Matt
You can setup the Tax Exemptions at both Supplier and Material level. I would recommend to setup at the material level as in some scenarios the supplier exemptions might not be applicable. I believe you want tax exemptions for all the purchase orders.
You can setup the tax exemption in the Taxes tab of the material.
Thanks
Parveen Kumar