HOW IT WORKSNorthwind
One decision, in four milliseconds.
ONE CARD SWIPE, MILLISECONDS
1.210.90.9
FeaturesModel scorePolicy rulesReply to the terminal
Before · batch rulesNext morning
Now · real-time model4 ms
0.6 bps
fraud loss, from 1.4
CUSTOMER STORY · CARD PAYMENTS02 / 03
WHAT WE BUILTNorthwind
Five layers, nine months.
ChannelsPoint of sale · online · ATM
StreamingKafka on AWS
Features & modelDatabricks, retrained weekly
Decision APIAWS Lambda, multi-region
Case managementThe bank’s existing tools
“We stopped apologising to customers for blocked cards.”
HEAD OF FRAUD STRATEGY
14 ENGINEERS · DATABRICKS + AWS03 / 03