I think it depends on the person. I'm B12 and D deficient, so supplement for those. I'm also a tad anemic, so I take iron pills. As for a daily multi-vitamin, for me, my doctor thinks it's not necessary.
My husband eats the same things I do, for the most part, and he takes a multi-vitamin, because his body processes vitamins and minerals differently than mine does.