Parcelizer allows users to automatically align two different data sets. The system automatically generates control point pairs and then efficiently performs the alignment of parcel and vector data to satellite and aerial imagery. The system saves time and manpower on what was previously a time consuming, manual point-picking process. The same technology also supports the automatic alignment of road vector data and imagery.