Over the last few years, fast methods for estimating the dense stacking velocity of seismic data has developed. These automated picking methods allow an improvement in the lateral resolution of stack images but are contaminated by mis-picks and artefacts. In this paper, geostatistical techniques are used to analyse this automatic velocity picking, and to perform a spatial quality control of the automatic pick. An example is given of how geostatistical quality control.