Apparatus and methods for learning and implementing rules for remediating system errors are provided. The method may include identifying a configuration item that is not in compliance with a configuration baseline. The method may also include tracking a workflow executed by a remote user in an attempt to remediate the configuration error. The method may additionally include monitoring the status of the configuration item. In the event the workflow brings the configuration item in compliance with the configuration baseline, the method may further include storing the workflow in a database.