The classical principles of action learning, based on the work of Revans, usually include working with problems as the core. This article aims, by contrast, to show how a recent project of change has incorporated principles of appreciative inquiry (AI) based on social constructionism and positive psychology into an action learning process involving a wide range of participants. The concern for problems is considered showing that the process of diagnosing a problem can reinforce a deficit orientation. The key ideas of AI are presented, highlighting the purpose of finding out what is going on in terms of what is working well, and in doing so, it becomes possible to build a picture of the strengths and virtues of what is happening at work. Based on findings from a recent project of culture shift in a design and production company, a process of positive action learning is considered.