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In a recent paper, Kerry McKenzie identifies theory change in science as a source for doubts about the value of engaging in metaphysics of science before a final theory is at hand. According to McKenzie, the basic problem is that naturalized metaphysics lacks a concept of progress. More specifically, naturalized metaphysics lacks a concept of progress as approximation that can easily be taken to correspond to the scientific sources of naturalized metaphysical inquiry. In this paper, we criticise the proposed concept of progress as approximation as too narrow a concept, notably, even in science, and propose an alternative notion of scientific progress that metaphysical investigations can and do latch on to, namely progress understood as exploring and constraining theory space. First, we motivate this notion of progress via an examination of progress in particle physics and propose that it can be applied to metaphysics as well. Second, we argue that this notion of progress leads to a convincing reply to McKenzie's argument. Third, we discuss how this notion of progress relates to the program of naturalized metaphysics and argue that it speaks in favor of a more lenient version of naturalistically-inclined metaphysics, namely inductive metaphysics.