Survey Reveals Best and Worst Grocery Stores in the US. See List. The American Consumer Satisfaction Index ranks Trader Joe's as the best grocery store in the US with a score of 86, followed closely by Publix at 84. Original Source: https://www.moneytalksnews.com/survey-reveals-best-and-worst-grocery-stores-in-the-us-see-list/