Flock Detects Fleet Vehicle Crashes With XGBoost and Claude Agents on Bedrock to Trigger Automatic Claims Notices
Flock, which insures commercial vehicle fleets, built a pipeline that scores telematics crash files with an XGBoost model on 42 engineered features, then has two Claude Haiku agents on Amazon Bedrock check data quality and the vehicle's claim history before a verified crash is broadcast as an automatic first notification of loss. Every prediction is archived for audit and retraining.