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Insurance

Independent adjusters & P&C claims services

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Independent adjusting firms and property and casualty third-party administrators handle claims for insurers and self-insured companies. They inspect losses, write estimates, manage claim files, and send extra adjusters when storms hit.

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Workflows to evaluate

Our proposed starting points. Results are not verified.

  • Desk estimate review

    Compare estimates with inspection notes and carrier guidelines and flag differences for a desk adjuster.

    Inputs to confirm
    Estimates, photos, inspection notes and carrier guidelines.
    Human review
    A licensed adjuster approves or revises each estimate.
    Measure
    Files closed per desk adjuster during storm surges and reinspection rate.

    Why: The brief cites storm-driven volume swings. Desk throughput lets a firm absorb surges without as many temporary adjusters. Diligence risks →

  • Coverage letters and file notes

    Draft coverage letters and file notes from the claim file for adjuster review.

    Inputs to confirm
    The claim file, policy forms and carrier letter templates.
    Human review
    The adjuster edits and signs every letter.
    Measure
    Time to first coverage letter and supervisor corrections.

    Why: The brief places the most rule-heavy work at the desk, including coverage letters and file notes. Where AI changes the cost base →

Where AI changes the cost base

AI operating leverage: High. Labor is most of the cost base, and much desk work is rule-based review of estimates, coverage, and file notes. Our view

  • BLS projects employment in this occupation group to decline 6 percent from 2025 to 2035. It says technology is expected to automate some of the work.

    Source: U.S. Bureau of Labor Statistics, Aug 27, 2026

  • The most rule-heavy work happens at the desk. Examples are estimate review against carrier guidelines, coverage letters, file notes, reserve updates, and subrogation screening.

    Our view

  • Field inspections still need licensed people on site. AI mostly raises desk adjuster throughput and helps firms absorb storm surges without hiring as many temporary adjusters.

    Our view

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