Virtual Labels are used in computer graphics applications to represent textual information arranged on geometric surfaces. Such information consists of names, numbering, or other relevant data that need to be noticed quickly when a user scans the objects in the scene. This paper focuses on the so-called massive models, as CAD models (Computer Aided Design) of oil refineries, which have a large number of geometric primitives whose rendering presents a high computational cost. In large engineering projects, the immediate visualization of information specific to each object or parts of the model is desirable, which, if displayed by conventional texturing techniques can extrapolate the available computational resources. In this work we have developed a way to view, in real time, virtual labels with different information on the surfaces of objects in massive models. The technique is implemented entirely on the GPU, shows no significant loss of performance and low memory cost. CAD models objects are the main focus of the work, although the solution can be used in other types of objects once their texture coordinates are adjusted correctly.