Thank you for contacting the Community. I understand that you want to see both the cost and rate on the customer invoice. However, it's possible to display only the rate on the invoice.
If you wish to view both cost and rate, you can check the Product & Services section. Alternatively, you can add cost to customer invoices in the description section.