The fast marching algorithm computes an approximate solution to the eikonal equation in O(N log N) time, where the factor log N is due to the administration of a priority queue. Recently, Yatziv et al. ( 2006, J. Comput. Phys., 212, 393-399) have suggested using an untidy priority queue, reducing the overall complexity to O(N) at the price of a small error in the computed solution. In this paper we give an explicit estimate of the error introduced, which is based on a discrete comparison principle. This estimate implies, in particular, that the choice of an accuracy level that is independent of the speed function F results in the complexity bound being O(F(max)/F(min)N). A numerical experiment illustrates this robustness problem for large ratios F(max)/F(min).