A checkout lane management system is described that uses object recognition to order a plurality of checkout lanes according to estimated checkout periods per checkout lane. The checkout lane management system may comprise one or more cameras for collecting a stream of images focused on the plurality of checkout lanes. The checkout lane management system also comprises a plurality of indicator lights for the plurality of checkout lanes that illuminate according to a plurality of light intensity values.