We present tight bounds and heuristics for personalized, multi-product pricing problems. Under mild conditions we show that offering a non-personalize price in the direction of positive vector (factor) has profit guarantee relative to optimal personalized pricing. An non-personalized is choice factor, when known. Using factor with equal components results uniform exceedingly sufficient bound ho...