A car allowance is a periodic stipend paid to an employee for the use of a vehicle and is usually taxable. A mileage reimbursement is a cents-per-mile rate multiplied by the employee's monthly mileage amount. If equal to or less than the IRS standard rate, a mileage reimbursement is non-taxable.