By taking loose inspiration from the brain, artificial neural network algorithms have made tremendous progress in artificial intelligence. However, to unlock significant gains in terms of novel real-world capabilities, performance and efficiency, a more ambitious step needs to be taken: to develop a new technology that emulates neural computation directly at the hardware level. The NEUROTECH network presents its vision of these ‘neuromorphic’ technologies and their innovative potential in Europe.