At what scale? Until you've reached the point where you're receiving hundreds of bits of user feedback per day, you can just read the comments directly. Or random sample them.<p>Don't bother with sentiment analysis. Give users a single axis to directly indicate their satisfaction. Rate an app with a number of stars, or ask Net Promoter Score questions. Keep it simple.