People see the coupon code box and immediately head to Google to search for codes.
If your system would still benefit from a discount code and you're not selling low margin products, it's a good idea to "seed" those discount sites with permanent codes for very minor discounts (even just 4%, say). People feel like they've had a win even when the discount is minor.