Case Studies
Real results, real books. Every figure independently validated.
Personal auto · 714,577 policies
3.6
pts loss ratio, year one
$218M
over three years
Redirecting acquisition spend with pre-quote Loss Predictions
Personal auto · 714,577 policies
3.0
pts loss ratio, year one
$454M
over three years
Severity predictions applied across a 715k-policy book
Personal auto · 130,000 claimants
+6%
claimants identified
2.9x
top-to-bottom spread
Attorney representation flagged at first notice of loss
Homeowners · ~300,000 policies
3.2
pts loss ratio, year one
$67M
over three years
Frequency predictions at the top of the funnel
Homeowners · ~150,000 policies
3.9
pts loss ratio, year one
$35M
over three years
Non-weather water risk priced before the application
Personal auto · 80,000 policies
4.6
pts loss ratio, year one
$19M
over three years