The custom time period for completed session search uses the session end timestamp to find the criteria. It would help to have a checkbox or something to search for the exact time of when the criteria you searched for occurred. e.g: URL at a specific time or an event occurrence at a specific time. It's not very intuitive and is confusing to most users to search for criteria for sessions that ended within a time period.