An information technology (IT) environment includes IT managed resources in which the resources are abstracted using a model. In response to determining that a request for information received from a client is non-optimal in terms of processing the request, a first hint can be constructed that indicates how future requests are to be formulated by the client so that they are more optimal in terms of processing the future requests. In response to determining that the information is internally structured non-optimally in terms of processing the request, a second hint can be constructed that indicates how the information is to be internally structured more optimally in terms of processing future requests. In response to determining that processing the request will be non-optimal, a third hint can be constructed relating to a characteristic that results in non-optimal processing of the request, and logged within a hint log for offline analysis.