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AI in Insurance

Daily intelligence on AI deployment in insurance — carrier production use, vendor accountability, model governance, and regulation shaping build-vs-buy decisions.

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AI in Insurance

Insurance AI Patents: 61% Drew an Eligibility Rejection and Issued Anyway

Section 101 reads like an existential threat to an AI patent. Across the 161 insurance AI patents granted in 2026 whose file wrappers we parsed, 61% had been rejected as ineligible before they issued. The rejection costs about three months, not the patent.

AI in InsuranceAug 31 · 5 min

State Farm Patents a Crowdsourced Catastrophe Loss Engine

State Farm's US Patent 12,700,043, granted August 4, 2026, fuses a weather feed with geotagged crowdsourced photos to estimate damage at a single address, and lets a neighbor's claim trigger the assessment.

AI in InsuranceAug 28 · 5 min

Optum Patents an AI That Reads Dental X-Rays for Upcoding

Optum won US Patent 12,718,300 on August 25, 2026 for a dental claim flag that runs clinical images through three AI models, scores the overlap of their bounding boxes, and tests the result against the billed CDT code.

AI in InsuranceAug 28 · 5 min

TD Bank Patents a Claims Fraud Model That Scores the Claimant's Network

TD Bank won US Patent 12,711,554 on August 18, 2026 for a claims fraud model that walks five layers out through shared phones, emails and VINs, then denies follow-on transactions from parties tied to the flagged claim.

AI UnderwritingAug 28 · 5 min

The Automated Life Underwriting Patent Swiss Re Built and Sold

US Patent 12,705,675, granted August 11, 2026, claims a chained machine learning pipeline that parses in-force life policies and trips an automated underwriting trigger. Swiss Re invented it; AccuQuote holds it.

AI in InsuranceAug 27 · 5 min

Verisk Patents a Forgery Detector for Claims Documents

Insurance Services Office won US Patent 12,694,109 on July 28, 2026, for a pipeline that runs twenty structural checks on a claims PDF, scores it for tampering, and highlights the region that was altered.

AI in InsuranceAug 27 · 5 min

Quanata Patents an ML Engine That Values What You Own

Quanata's US Patent 12,700,041, granted August 4, 2026, predicts what a policyholder owns from historical claims records and prices each item, then retrains on the corrections customers make to the list.

AI in InsuranceAug 26 · 5 min

Allstate's Patent Puts a GPT Between the FNOL Call and the Payout Model

Allstate's US 12,705,674, granted August 11, 2026, has a GPT parse free-text loss statements into 20-plus claim variables, prompting for missing ones, then feeds a model predicting payout and total loss.

AI in InsuranceAug 25 · 5 min

Munich Re Buys At-Bay for $575 Million to Own AI Cyber Underwriting

Munich Re is paying $575 million for AI-native cyber insurtech At-Bay, folding it into Hartford Steam Boiler and testing whether active risk mitigation cuts cyber loss frequency or just prices selection.

AI Patent Watch AI patent grants by filer · 12mo to Sep 2026

Patent coverage
12mo to Sep 2026 272 AI patent grants across 33 insurance-sector applicants in the trailing 12 months. Down 10% against the prior 12 months. UnitedHealth leads with 63.

Granted US utility patents in the patent office's artificial intelligence and machine learning classifications, by filing organization. Source: United States Patent and Trademark Office, as of September 7, 2026. marks more grants than the prior 12-month period, a measure of activity rather than of quality. Full leaderboard, quarterly trend and the newest grants: AI Patent Watch.

Standards & Society SOA, CAS, and regulator activity on AI

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