The Real Problem Is Time, Not Skill

We talk to independent adjusters every week, and the story is consistent: coverage analysis takes 2-3 hours per policy, and by the time you finish, you’re not confident you caught everything. One adjuster on an industry forum put it plainly: “I spend 2-3 hours just reading through a policy to determine what applies. By the time I finish, I’m exhausted and still not 100% sure I didn’t miss an endorsement.”

That’s not a failure of professional diligence. That’s a structural problem. When CAT events drive caseloads up and staffing doesn’t follow, adjusters are asked to do the same detailed analysis in a fraction of the time.

The Three-Summary Problem

Adjusters don’t just need to understand coverage — they need to document it in three different formats: for the claim file, for the insured, and for the agent. That’s three separate summaries from the same policy analysis. Job postings for claims adjuster roles list “thorough policy review and coverage analysis” and “maintaining detailed claim files documenting coverage decisions” as core responsibilities. Nobody is giving you extra time to do it.

Why Existing Tools Don’t Help

The three incumbent tools in claims handling technology — PolicyTech, XactAnalysis, and ClaimKit — all require carrier integration and six-figure contracts. They’re built for enterprise operations, not independent adjusters managing their own book of business.

PolicyTech is enterprise policy management. XactAnalysis is a claims management and estimation platform. ClaimKit is a document assembly tool. None of them are designed to extract coverage provisions from a policy and surface them with citations. You still have to do that work manually.

What LLMs Can Actually Do

A 150-page homeowner policy with 12 endorsements is structurally simpler than the commercial contracts that LLMs already parse successfully. The key is how you design the output.

If you ask an LLM to decide coverage, you’re asking for trouble. One missed exclusion becomes a six-figure E&O claim, and no AI tool is going to be liable for that.

But if you ask an LLM to extract provisions with direct policy citations — and present them in a structured format for you to review and apply — that’s a different product entirely. You’re not replacing the adjuster’s judgment. You’re replacing the document archaeology.

The Right Moment to Fix This

Carrier consolidation and staffing shortages have compressed margins across the industry. There’s no budget for additional headcount. Existing staff are handling 40% more claims with the same time constraints.

For independent adjusters, this is the moment where the gap between available tools and actual need is widest. The technology is ready. The market pressure is real. And the existing solutions were never built for this segment in the first place.