Optimizing for total costs in vehicle routing in urban areas

•We analyze complex objective functions for routing in urban areas.•We compare the minimization of total costs and emissions to traditional objectives.•We compare urban routes from an extensive set of computational experiments.•We show how different minimizing emissions is from minimizing total costs.•We analyze the value of path flexibility in urban routing.