Smartphones are used today to accomplish a variety of different tasks, but it has some issues that might be solved with new technology. Augmented Reality is a developing technology that in the future can be used in our daily lives to solve some of the problems that smartphones have. Before people will adopt the new augmented technology it is important to have an intuitive method to interact with it. Hand gesturing has always been a vital part of human interaction. Using hand gestures to interact with devices has the potential to be a more natural and familiar method than traditional methods, such as keyboards, controllers, and computer mice. The aim of this thesis is to explore whether hand gesture recognition in an Augmented Reality head-mounted display can provide the same interaction possibilities as a smartphone touchscreen. This was done by implementing an application in Unity that mimics an interface of a smartphone, but uses hand gestures as input in AR. The Leap Motion Controller was the device used to perform hand gesture recognition. To test how practical hand gestures are as an interaction method, text typing was chosen as the task to be used to measure this, as it is used in many applications on smartphones. Thus, the results can be better generalized to real world usage.Five different keyboards were designed and tested in a pilot study. A controlled experiment was conducted, in which 12 participants tried two hand gesturing keyboards and a touchscreen keyboard. This was done to compare how hand gestures compare to touchscreen interaction. In the experiment, participants wrote words using the keyboards, while their completion time and accuracy was recorded. After using a keyboard, a questionnaire was completed by the participants to measure the usability.  The results consists of an implementation of five different keyboards, and data collected from the experiment. The data gathered from the experiment consists of completion time, accuracy, and usability derived from questionnaire responses. Statistical tests were used to determine statistical significance between the keyboards used in the experiment. The results are presented in graphs and tables. The results show that typing with pinch gestures in augmented reality is a slow and tiresome way of typing and affects the users completion time and accuracy negatively, in relation to using a touchscreen. The lower completion time, and higher usability, of the touchscreen keyboard could be determined with statistical significance. Prediction and auto-completion might help with fatigue as fewer key presses are needed to create a word. The research concludes that hand gestures are reasonable to use as input technique to accomplish certain tasks that a smartphone performs. These include simple tasks such as scrolling through a website or opening an email. However, tasks that involve typing long sentences, e.g. composing an email, is arduous using pinch gestures. When it comes to typing, the authors advice developers to employ a continuous gesture typing approach such as Swype for Android and iOS.