An exception-resolution monitoring system determines an exception error is detected corresponding to a failed transmission of a message between servers of a distributed network. Changes are monitored that are tested and implemented to correct the detected exception errors. An executable corrective action is determined based on the monitored changes. The executable action is stored for future use and linked to a root cause of the exception error and properties of the distributed network at the time of the exception error.