Generative AI in insurance is not about replacing judgment -- it is about eliminating the time spent on structured writing tasks.
Claims adjusters spend a significant portion of their week writing coverage position letters, denial explanations, reservation of rights letters, and settlement summaries. Underwriters draft declination letters and risk narratives. Compliance staff summarize regulatory bulletins. All of these are structured writing tasks where generative AI can draft a strong first version in seconds.
The governance challenge is real: AI-generated correspondence must be reviewed before it reaches a policyholder or regulator. Building the right human review workflow -- fast enough to capture the time savings, thorough enough to catch errors -- is where implementation complexity concentrates.
Carriers piloting these tools are reporting meaningful time savings per adjuster and underwriter, with quality improving as model fine-tuning on company-specific templates and guidelines matures.
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