Handling a messy world: Lessons learned when trying to make the ecosystem services concept operational

•A set of guiding principles for applying the ecosystem service concept is proposed.•Tackling real world problems using the ecosystem services concept requires integrative tools.•There is not only one approach or tool; guidance for choosing between alternatives is needed.•Involving knowledge brokers which are already familiar with the concept is often desirable.