To show cost differences from previous purchase on a non-fuel invoice, click the Action button and select 'Difference from Previous Purchases' link:
This will show a pop up of any differences in cost from the last time it was purchased. The arrows indicate if there was a change up or down. You can also hover your mouse over the arrow to see the difference. You can right click this to print if you would like, or hit OK at the bottom.