Insurance operations manager designing policy-processing scenarios and grading AI responses. Supporting a leading AI lab’s training of frontier models on insurance reasoning data.
Create processing instructions, transaction reviews, exception-handling plans, service communications, and operational quality checks
Write “golden” reference responses at experienced insurance-operations quality
Grade AI-generated responses against structured rubrics for procedural accuracy, completeness, sequencing, and adherence to service standards
Identify incorrect effective dates, missing documentation, improper transaction handling, and confusion between operational processing and substantive underwriting decisions
Provide written feedback to improve model behavior
Participate in onboarding office hours and calibration sessions
Requirements
2+ years of professional experience in policy administration, underwriting operations, insurance servicing, premium operations, or policy-processing management
Understand the chronological policy lifecycle from intake and binding through issuance, servicing, renewal, termination, and record retention
Hands-on experience with policy administration systems, workflow queues, transaction controls, or quality-assurance processes
Ability to translate policy and procedural requirements into precise operational steps
Excellent written communication, process discipline, and high attention to detail
Ability to distinguish administrative execution from underwriting, claims, legal, and actuarial decisions
Experience across multiple P&C lines or insurance platforms
Billing, premium audit, producer licensing, or forms-management experience
Experience implementing or testing a policy administration system
Lean, Six Sigma, project-management, or operations credential
Experience leading service teams or establishing operational controls
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