The two primary categories for eigenstate phases of matter at finite temperature are manybody localization (MBL) and the eigenstate thermalization hypothesis (ETH). We show that in the paradigmatic quantum p-spin models of spin-glass theory, eigenstates violate ETH yet are not MBL either. A mobility edge, which we locate using the forward-scattering approximation and replica techniques, separates the non-ergodic phase at small transverse field from an ergodic phase at large transverse field. The non-ergodic phase is also bounded from above in temperature, by a transition in configuration-space statistics reminiscent of the clustering transition in spin-glass theory. We show that the non-ergodic eigenstates are organized in clusters which exhibit distinct magnetization patterns, as characterized by an eigenstate variant of the Edwards-Anderson order parameter.Many systems under experimental investigation as platforms for many-body localization (MBL) [1][2][3][4][5][6][7][8][9] have long-range interactions that mediate the direct transport of excitations. This includes disordered electronic materials [10,11], ion traps [12], interacting NV centers in diamond [13,14], and superconducting qubit devices developed for adiabatic quantum computing [15][16][17]. In sufficiently long-ranged systems, the proliferation of longdistance resonances precludes quantum mechanical localization [18][19][20][21][22], an intuitive result strongly supported by analytic work over the last half century. Nevertheless, the quantum Random Energy Model (QREM), an infiniterange spin glass, was recently shown to exhibit a phase with localized eigenstates at finite energy density [23,24]. The QREM provides an analytically tractable framework for studying mobility edges and configuration-space localization. This raises the obvious question of how localization survives despite the infinite-range interactions and what role it plays in more realistic long-range systems.Some insight comes from considering the distribution of local fields -i.e., the energy required to flip one of the system's N spins relative to a given configuration. In the QREM, flipping a spin typically changes the energy by O(N ). Thus the quantum fluctuations which lead to the proliferation of resonances are strongly suppressed. However, short-range models have O(1) local fields, and in fact, so do power-law and infinite-range systems with general p-body interactions. This suggests that the eigenstate-localized phase of the QREM is an exceptional case among long-range models: strict configuration-space localization cannot exist in any model with O(1) local fields, since the introduction of quantum dynamics causes resonant fluctuations.In this paper, we study the eigenstate properties of the quantum p-spin models [25][26][27][28]. Over the past four decades, these models have become paradigms for the mean-field theory of spin glasses [29][30][31][32] Sherrington-Kirkpatrick model (p = 2) [33,34]. The QREM corresponds to the p → ∞ limit in many senses, but the local-field distrib...