Systems and methods are presented for constructing production plans to achieve one or more production goals, in which a diagnosis engine determines the production plant condition based on a previously executed plan, observations from the plant, and a plant model, and formulates a heuristic based on a diagnostic objective, and with a planner to performing a partial-plan search using the heuristic to construct the plans that will concurrently achieve at least one production goal and facilitate the diagnostic objective.