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In this article, I argue that the “theological and social-psychological radicalisation model”, which has been primarily used in a Western context, has influenced the strategies used by the Kenyan govern ment to explain and combat radicalisation and terrorism. The model predominantly focuses on religion and social networks as crucial to the radicalisation process. My research in Kenya demon strates how the underlying principles of the model are used in a non-Western context. I claim that the Kenyan government is increasingly using the model to delegate surveillance, especially to the security sector but also to some civil society actors. As illustrated in my findings, Kenya has, through specific definitions, reports and statements, contributed to the institutionalisation of the term radicalisation and its link to Islam. My argument is sub stantiated by an analysis of official policy documents, official state ments and interviews. Paradoxically, the hard approach taken by the security sector in Kenya towards the Muslim population seems to have further fuelled radicalisation in the country.