What is the best workout app? ZDNet’s expert pick is Map My Fitness by Under Armour for its variety of workouts, robust community, and affordable subscription plans. Workout apps are a great way to track your progress and stick to a routine. We researched and compared them by pricing, exercise focus, and whether they offered meal tracking to determine our No. 1 choice and four others.