The new wave of AI-assisted pro se litigation — and what it costs insurers

Generative AI has quietly changed who shows up in insurance disputes. People handling their own claims — no attorney, no firm, no bar card — can now produce complaints, demand letters and motions that look like professional work. The filings are polished, structured and on time. What they frequently are not is accurate.

Cheap to file, expensive to defend

The economics are lopsided. For a self-represented claimant, an AI chatbot drafts a filing in minutes at no cost. For the carrier on the receiving end, every page still has to be read, checked and answered by adjusters and defense counsel. The volume of AI-assisted pro se litigation is rising, and defense spend climbs with it — even when the underlying claim is baseless.

When citations are fiction

Large language models generate plausible text; they do not verify truth. The result is a category of error that looks professional and reads confidently: case citations that don't exist, statutes quoted out of context, and policy language the policy never contained. Courts have already sanctioned lawyers over AI-fabricated citations, and the same failure mode shows up in pro se filings — where there is often no attorney to catch it before it reaches you.

The danger isn't only the fabricated material itself. It's that a hallucinated citation is indistinguishable from a real one on a quick read. Verifying each one against primary sources is slow, skilled work — precisely the work busy defense teams don't have spare capacity for.

What verification looks like

Every citation, statute, quotation and factual assertion in a filing can be checked against primary sources. Each item lands in one of three buckets:

Valid — the citation or assertion checks out against the source.

Invalid — it doesn't exist, is misquoted or is misapplied. Documented, with the source.

Needs attorney review — ambiguous or mixed, flagged for counsel's judgment.

That output is immediately usable: adjusters can triage demands before assigning counsel, and defense firms get ready-to-use findings for motions, discovery responses and sanctions requests — without burning associate hours on line-by-line verification.

The takeaway

AI-assisted pro se filings aren't going away, and neither is the verification burden they create. The carriers and firms that cost the least to defend are the ones that separate what's real from what's fabricated early — before outside counsel hours are spent answering fiction.

ZheroInsurance provides licensed paralegals, working under attorney supervision, who perform exactly this review — typically within 48 hours.