It's a question of vague vs precise. "It looks easy" is IMO far more vague than a precise "The DC is 7"; and most of the time the PC in the fiction wouldn't do any better than the vague estimate of whether something like climbing a cliff* is trivial, easy, tricky, hard, very hard, or good luck...