Artificial Intelligence (AI) is rapidly transforming the criminal justice system. One of the promising applications of AI in this field is the gathering and processing of evidence to investigate and prosecute crime. Despite its great potential, AI evidence also generates novel challenges to the requirements in the European criminal law landscape. This study aims to contribute to the burgeoning body of work on AI in criminal justice, elaborating upon an issue that has not received sufficient attention: the challenges triggered by AI evidence in criminal proceedings. The analysis is based on the norms and standards for evidence and fair trial, which are fleshed out in a large amount of European case law. Through the lens of AI evidence, this contribution aims to reflect on these issues and offer new perspectives, providing recommendations that would help address the identified concerns and ensure that the fair trial standards are effectively respected in the criminal courtroom.