12. The non-transitory storage medium according to claim 9 , wherein the operations further comprise processing queries that remain unmatched, said processing including: identifying relationships between the unmatched queries using the clustering engine; grouping the unmatched queries according to an output of the clustering engine; and filtering or ranking the query groupings according to the amount of queries contained therein on a per-group basis, wherein said filtering or ranking identifies a first one of the query groupings having more queries contained therein than a second different one of the filtered query groupings.
12. The non-transitory storage medium according to claim 9 , wherein the operations further comprise processing queries that remain unmatched, said processing including: identifying relationships between the unmatched queries using the clustering engine; grouping the unmatched queries according to an output of the clustering engine; and filtering or ranking the query groupings according to the amount of queries contained therein on a per-group basis, wherein said filtering or ranking identifies a first one of the query groupings having more queries contained therein than a second different one of the filtered query groupings. 13. The non-transitory storage medium according to claim 12 , wherein said processing of the queries that remain unmatched further includes: outputting a request to correlate the first query grouping with one of the existing intent categories or a new intent category; and receiving back an input assigning the first query grouping with a particular one of the existing intent categories or the new intent category; wherein a duration of time passes after assigning the first query grouping where the queries of the second query grouping are unassigned to the intent categories including the new intent category, wherein said duration of time is greater than zero.