Artificial intelligence methods have emerged as valuable tools to analyse quantitative features extracted from medical images which capture the complex microenvironment of brain tumours. We will explore the use of AI tools in multiparametric brain tumour characterisation, as an understanding of the strengths, limitations and applications of these tools allows clinicians to better develop and evaluate models with improved diagnostic and prognostic value in brain tumour patients.