Attributing inscriptions to masons on the basis of their style is useful for dating and reconstructing texts. A team of computer scientists, in collaboration with the epigrapher Stephen Tracy, has developed digital methods to quantify letter shapes, which can then be compared statistically across texts to determine likely authorship. Promisingly, the results have so far agreed entirely with Tracy’s own attributions. Digital stylometry, however, must not be fetishized as a fountain of “essentially more objective,” “hard evidence” or of “correct and unambiguous” facts (Papaodysseus et al. 2007: 749; Tracy and Papaodysseus 2009: 101; Panagopoulos et al. 2009: 1404; also see Tracy 2003: xviii). Computerization does eliminate the inconsistencies of human perception and enable great precision, but any promises of scientific objectivity should be scrutinized. This paper attempts to provide such scrutiny by advancing three sets of claims. First, epigraphy possesses a troubled history with supposedly objective criteria: the now-discredited three-bar-sigma dating rule, for example, held the field in thrall for much of the twentieth centurybefore being disproved (Chambers et al. 1990); the episode’s clear moral is that we should be skeptical about other, similar claims to objectivity. Second, comparison with the connoisseurship of Athenian pottery underscores the relative poverty of epigraphical connoisseurship: Tracy is the only recent Hellenist to devote sustained effort to identifying epigraphic hands, resulting, inter alia, in no robust scholarly consensus on the criteria or standards of judgment. Finally—and most important—major epistemological issues simply remain unconsidered. Essentially, Tracy’s method has been refined into a set of algorithms. But the fact that analysis takes place in a computer does not guarantee that the method is correct, nor does it make its results “objective” in any deep sense. The method and its calibration remain exercises in human judgment, grounded ultimately in our visual experiences. Digital imaging calls for reinvigorated, updated engagement with conceptions of style and connoisseurship, not their repression.