A new problem on ranking products through online reviews is formulated. A resolution process for the problem is presented. A new algorithm is given to identify the sentiment orientations on products concerning features. An approach for converting the identified sentiment orientations into intuitionistic fuzzy numbers is proposed. An approach to ranking the products based on the intuitionistic fuzzy set theory is given.