gdal_translate D:\lonebutte\LoneButte_geo.tif D:\lonebutte\LoneButte_COG.tif -of COG -co TILING_SCHEME=GoogleMapsCompatible -co COMPRESS=LZW -co BIGTIFF=YES -ot UInt16.

Source