Several outlets have published rankings of canned tuna brands, from worst to best, based on taste tests. The rankings appear to be based on evaluations of multiple brands, with some outlets testing nearly 50 or 19 different options. The results vary, but the goal of the rankings is to guide consumers in choosing the best canned tuna to buy.