In this seminar, I will introduce "normaliser circuits", a family of quantum operations that play a relevant role in quantum algorithms: prominent examples of normaliser gates are quantum Fourier transforms (QFT)---sometimes said to be "the source of various exponential quantum speedups"---, subroutines that generate highly entangled states and adaptive measurements. Recently we have investigated the computational power of normaliser circuits and found that, in spite of their apparent quantumness, they can be efficiently simulated in a classical computer. Thus, a quantum computer operating within this set of gates can not offer exponential quantum speed-ups over classical computation, regardless e.g. the number of QFT it uses. Our result generalises a well-known theorem of Gottesman and Knill, valid for qubits, to systems that do not decompose as products of small subsystems. Format: I will introduce some elements of group theory needed to understand our theorem and the main tool we developed to prove it: a stabiliser formalism for high dimensions. The latter may be of independent interest in quantum error correction and fault tolerant quantum computing. I will also explain the relation of these results with Shor's algorithm.