Develop and iterate realistic prompts that you would ask a junior role to test the relevance and quality of AI-generated insights.
Systematically evaluate divergence between professional insurance judgment and AI outputs across investments, underwriting, and actuarial contexts.
Translate how insurance professionals evaluate risk, price policies, manage general account portfolios, and model liabilities into problems that push the limits of AI reasoning.
Build and validate real-world underwriting cases, actuarial analyses and investment frameworks used to evaluate frontier AI systems.

4+ years of experience at a major P&C or Life insurance carrier
Associate or VP level in one of the following functions:
Investments: Managing fixed income or multi-asset portfolios within an insurance general account; familiarity with ALM, duration matching, and regulatory capital constraints (RBC/Solvency II)
Underwriting: Risk selection, pricing, and loss modeling across commercial lines, specialty, or personal lines
Actuarial: FSA/FCAS or near-credentialed; experience in reserving, pricing, or capital modeling
Ability to articulate insurance-specific analytical judgment clearly and precisely in writing
Genuine intellectual curiosity about the application of AI in the insurance industry

Insurance Expert – AI Residency

Key skills