The question of whether a machine can be creative has been at the center of many scholarly debates. But what does the public think about the possibility for AI to gain a place alongside human artists? This paper presents the results of a survey conducted at the University of Nottingham which investigated the public reception of the application of Artificial Intelligence to the creative sector. The study examined the attitudes and beliefs of participants to the prospect of a future scenario where machines create art alongside and in collaboration with humans. The responses, collected both through an online questionnaire and a focus group, reveal that participants do not exclude the possibility that in the medium-term AI may earn the attribute ‘creative’. Still, this does not mean that this scenario is welcomed.