I put my store in test mode, because...well...we're testing something out!
After filling out the form, and using one of the well known test credit card numbers, I get the error:
Error: There was an error processing your payment: The merchant login ID or password is invalid or the account is inactive. (Response Reason Code: 13)
I had chosen authorize.net as the test provider, with the default merchant info.