I feel like these possibly should give us the realistic stats at first glance. Up to you devs, its your income getting thwacked by that misconception there.
(The question-mark button in the top-right corner of the pop-up does show the troop card itself - mine is acquired and leveled so I don’t know what it shows if you don’t have it, probably lvl1 + kingdom/etc stats?)