One of the most deleterious aspects of the recent artificial intelligence (AI) hype has been the lack of transparency provided around how the technology works, what it cannot do, and where it goes off track. Challenging the deliberate mystification and hallowed status of AI, this piece articulates how a critical ‘demystification’ can anchor our engagement with ethical and political questions about the use of AI.