The gains compound a bit too, 20 percent less weight equals proportionally less battery capacity required to shift the now-lighter vehicle from point A to point B.
So then you can cut the size of the battery while maintaining the same range, and that's where you start to get significant overall weight and cost savings.
Somewhere, a grizzled old sub-editor's eye is twitching over that title.