The AI-powered claims management system for hail damage improves the combined ratio through three levers: first, AI-based cost estimation reduces processing time per claim dramatically (milliseconds instead of hours). Second, a gig-economy partner model scales damage documentation without requiring additional internal headcount. Third, process costs decrease because at most one remote assessor is needed for review and approval.