I've never been able to tell any difference on the bike. With 10 speed I usually got Ultegra because it was maybe $45 vs $30. Now, with Ultegra approaching $100, I'm fine with 105.
I once had to buy a Tiagra 12-30 10 speed. Two cogs never were right.
