This is only appropriate in certain situations. There are many business situations in which it's more appropriate to run a traditional A/B test and carefully examine and understand the results before making a business decision. Always blindly accepting the results of a bandit is going to explode in your face at some point.

There is no silver bullet, no free lunch. There is no algorithm that will beat understanding your domain and carefully analyzing your data.