Quote Monitoring
Detect rapid data changes, driver cycling, garaging shifts, vehicle swaps, and repeated attempts — individually routine, collectively predictive.

Policy Change Monitoring
Change itself is a signal. Frequent endorsements, reinstatements, billing shifts, and coverage oscillation often precede elevated loss activity…