An automatic incident dispatcher calculates an incident signature of a new incident, calculates a degree of variance (DoV) of the new incident from an incident signature of the previously classified incident, compares the calculated DoV to a predetermined threshold, and determines that the new incident belongs to a same class as a class of the previously classified the new incident if the calculated DoV is less than or equal to the threshold.