Most of the described and probably undescribed species on Earth are insects. Global models of species diversity rarely focus on insects and none attempt to address unknown, undescribed diversity. We assembled a database representing about 13,000 records for ant generic distribution from over 350 regions that cover much of the globe. Based on two models of diversity and endemicity, we identified regions where our knowledge of ant diversity is most limited, regions we have called "hotspots of discovery." A priori, such regions might be expected to be remote and untouched. Instead, we found that the hotspots of discovery are also the regions in which biodiversity is the most threatened by habitat destruction. Our results not only highlight the immediate need for conservation of the remaining natural habitats in these regions, but also the extent to which, by focusing on wellknown groups such as vertebrates, we may fail to conserve the far greater diversity of the smaller species yet to be found.biogeography | Formicidae T he global biodiversity crisis has made description and mapping of biological diversity a priority (1-4). Fortunately, distribution maps are available globally for vascular plants (5, 6) and terrestrial vertebrate animals (7, 8), helping target conservation plans for diversity hotspots (2, 9). Despite the fact that most species on Earth are insects (10) and that insects account for many ecosystem services (11) and disservices (12), no global maps of distribution or diversity exist for any major insect taxon. Understanding the patterns of distribution and diversity of even a single, diverse insect taxon would be disproportionately valuable.The central challenge to modeling global diversity of insects is that even the "best-known" taxa and regions are known incompletely. A solution to this challenge is to model and map both what is known and what is unknown and, in doing so identify regions for both exploration and conservation. Here we describe the known diversity patterns of ants, model-predicted diversity patterns, and then use the difference between model predictions and empirical estimates of ant diversity as a measure of our ignorance. We model spatial patterns of diversity in two ways. First, we use an "interpolation" approach in which presences are conservatively interpolated. Second, we model climate-diversity relationships. Although the global diversity pattern of ants is similar to that of other taxa (e.g., vascular plants), many regions, which we designate "hotspots of discovery," have much lower recorded diversity than expected given their climate and neighboring regions. Unfortunately, these hotspots of discovery are also the regions where deforestation is proceeding most quickly.