Igneous intrusions that could be associated with volcanic eruptions on Earth’s surface can be also seen on geophysical data at great depths, well beyond the reach of boreholes. Our results show how advance analysis of seismic data together with regional geological information could be used to predict their key characteristics such as lithology, thickness and overall geometry that are necessary in order to understand Earth’s magmatic activity.