If you do log in, clicking the account name will show the license in Desktop:
And I boldly assume, but do not know, that future versions of Desktop will require a login. But even if not, I feel that should not keep one from following the license requirements.
Aside, see also Grant Users Access to Org for some confusion when looking at an account’s Billing page.