A hydrocarbon exploration system includes a plurality of computer nodes, each comprising a processor and memory coupled to the processor. The computer nodes are configured to implement a well identification system and a well location system. The well identification system is configured to analyze features of an image at a given set of geographic coordinates, and to determine, based on the features, whether a well is present at the geographic coordinates. The well location system is configured to, responsive to the well identification system determining that a well is not present at the geographic coordinates, render, at the geographic coordinates, a first indication of a potential incorrect location of the well in the image, and to render a second indication of a potential correct location of the well in the image.