The paper analyzes a diagrammatic reasoning problem that consists in findin
g a graphical layout which simultaneously satisfies a set of constraints ex
pressed in a formal language and a set of unformalized mental constraints,
e.g. esthetic preferences. For this type of problem, the performance of a l
ayout assistance system does not only depend on its use of computational re
sources (algorithmic complexity) but also on the mental effort required to
understand the system's output and to plan the next interaction (cognitive
complexity). We give a formal analysis of the instantiation space of a weak
ly constrained rectangle layout task and propose a measure for the cognitiv
e complexity. It is discussed how the user's control of the presentation or
der of the different constraint instantiations affects the cognitive comple
xity.