The Starter Robot looks like it is using the Orion board and the motors are a bit bigger. The battery pack (which takes 6 AA batteries, so the 3.7v ones won’t work. The battery packs seem to have the batteries lined up in series, so you need 9VDC (6 * 1.5V) to power everything properly. I saw this one on eBay which might work.
@danjger, can you offer any insights? You’ve got experience with the Orion board and I don’t.