The Hilbert space dimension of a quantum system is the most basic quantifier of its information content. Lower bounds on the dimension can be certified in a device-independent way, based only on observed statistics. We highlight that some such "dimension witnesses" capture only the presence of systems of some dimension, which in a sense is trivial, not the capacity of performing information processing on them, which is the point of experimental efforts to control high-dimensional systems. In order to capture this aspect, we introduce the notion of irreducible dimension of a quantum behavior. This dimension can be certified, and we provide a witness for irreducible dimension four. DOI: 10.1103/PhysRevLett.119.080401 Introduction.-The Hilbert space dimension of a quantum system limits the amount of information that can be stored in it. The study of the power of fixed-dimensional systems is still topical today [1][2][3], and several experimental groups are implementing high-dimensional encoding and decoding of information [4][5][6]. Thus, for the purposes of quantum information processing, a proper certification of dimension should capture the users' capacity of exploiting that dimensionality, not just the dimension that "is there"-after all, the simplest particle or a single mode of any field are already infinite-dimensional. To put it with another example: two qubits are a ququart, but merely using a source of qubits twice does not guarantee the ability of processing the information of a ququart.The past decade has seen the rise of device-independent certification: some important properties of quantum devices can be assessed by looking only at the observed input-output statistics. A lower bound on the Hilbert space dimension can be certified in this way. Such device-independent dimension witnesses (DIDWs) exist both as prepare-and-measure schemes [7,8] and as Bell-type schemes [3,[9][10][11]. But which notion of dimension do they capture?In this Letter, we first show that some existing DIDWs unfortunately capture only the dimension that is there. As such, they can certify high dimension while only sequential procedures are being implemented, like using a source of qubits several times and implementing classical feedforward. Having brought this issue to the fore, we define the dimension irreducible under sequential operations, or simply irreducible dimension, that can be inferred from the available observations. Finally, we introduce a witness of irreducible dimension four, that can be violated by a pair of ququarts and suitable measurements. This shows that one can obtain device-independent bounds for a notion of dimension more attuned to the needs of quantum information processing.