...
A Smart Filter is a special filter generated from a piece of text referred to as the training set. Squirro extracts the unique 'fingerprint' of the training set and tries to find matching documents.
Trend detection is a powerful feature of Squirro. It aims at finding outliers in the historical time-series data and get automatic email alerts for unusual/surprising patterns in data.