Proposed Improvements Recommendations: Progressive, step-wise, implementation. Use various AI/ML tools and techniques to assist the adjusters. Provide support for low-level, repetitive tasks: Point out areas in need of review, Help with parsing and data extraction, Reduce repetition fatigue. 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