Social comparison-based features are widely used in social computing apps. However, most existing apps not grounded comparison theories and do consider individual differences preferences reactions. This paper is among the first to automatically personalize targets. In context of an m-health app for physical activity, we use artificial intelligence (AI) techniques multi-armed bandits. Results fr...