Proposed Improvements Recommendations: Progressive, step-wise, implementation Use various AI/ML tools and techniques to assist the adjusters (Completely replacing humans is extremely hard. Helping them is much easier) Provide support for low-level, repetitive tasks Point out areas in need of review Help with parsing and data extraction Goals: bring average processing time from 7h/claim down to 2h/claim reduce human error by 80% improve fraud detection by 25% Requirements More precise measurements of performance at baseline after every change/improvement 1.2 Current Process 1.4 Examples from prototype