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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

How Actuaries Price AI Liability Coverage When the Loss Triangle Has No Rows

AI liability insurers are pricing coverage with almost no loss history: full credibility needs 1,082 claims, GenAI litigation is up 978% since 2021, and actuaries lean on analogical transfer and scenario loading.

AI in Insurance

AI Replaces the Weekly PML Run: Cat Accumulation Goes Real-Time

A cohort of primary carriers is replacing weekly batch PML runs with AI-driven accumulation monitoring updated at each bind, not after a one- to three-week lag, a shift with real consequences for RBC cat charges.

AI in Insurance

Chubb's 150-Basis-Point AI Savings Promise Faces Its Q2 2026 Test

Chubb pledged 150 basis points of combined ratio savings from nine AI projects over three to four years; its July 22 Q2 call is the first checkpoint, arriving amid cycle tailwinds that could mask the AI signal.

AI in Insurance

Agentic AI Patents Enter Their System-Architecture Phase

Insurance AI patents are shifting from single-function classifiers to multi-agent orchestration claims, and the harder drafting bar likely widens the 77% patent moat held by State Farm, USAA, and Allstate.

AI Regulation

NAIC's AI Evaluation Tool Turns Bulletins Into a Scored Exam

The NAIC's AI Systems Evaluation Tool pilot spans 12 states through September 2026, turning Model Bulletin disclosure into a scored exam. We map what Exhibit D demands of a rating engine's data lineage.

AI in Insurance

Duck Creek Buys Send: The Build-vs-Buy Shift in Agentic Underwriting

Duck Creek's July 2026 acquisition of Send folds a $26 billion-GWP underwriting orchestration engine into its Agentic AI Platform, reframing insurance AI's build-vs-buy question around who owns the triage rules.

AI in Insurance

Lemonade Prices Tesla FSD Miles at Half Rate: A Live Test of Exposure-Base Ratemaking

Lemonade prices Tesla FSD miles at half the human-driven rate within one policy, an exposure base shifting mid-trip that forces classification and credibility questions actuaries have mostly argued only in theory.

Model Validation

SR 26-2's Banking Model Risk Framework: A Translation Guide for Actuaries

SR 26-2 is banking guidance, not insurance regulation. Its materiality-based model risk framework still gives actuaries a useful template for pricing, reserving, vendor, and AI model governance.

AI in Insurance

LexisNexis Scores Home Risk Across Six Perils: The Validation Problem

LexisNexis says its new AI home risk score shows a 20x claim-frequency lift across six perils, but actuaries need peril-level, cohort-level proof before trusting that number in a rate filing.

Carrier Deploys What's actually in production this quarter

Full tracker
This quarter 14 top-25 carriers disclosed material AI production deployments in Q1. Claims triage, fraud, and underwriter-copilot dominate; agentic remains a 2026/27 story for most.
Allstate · ALLIE
Liveprod
Agentic
Proprietary stack
Progressive · UW Copilot
Liveprod
Anthropic
Personal auto
Chubb · Claims Triage
Pilotstage
OpenAI
Commercial property
Travelers · Fraud
Liveprod
In-house
Personal lines

Disclosures from earnings calls, 10-Q filings, and vendor press releases. Live indicates production deployment, not pilot.

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

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