IIAI ARTICLES
Access Isn’t Adoption
What Deloitte's 2026 AI Survey Means for Insurance By James W. Moore Key Takeaways Deloitte's 2026 State of AI in the Enterprise survey found financial services carries the highest share of surface-level AI use of any industry surveyed, even as worker access to AI...
Who Makes the Shortlist: The New Distribution Penalty
Distribution Economics — Part 3 By James W. Moore Key Takeaways Distribution has always run on an informal algorithm: the producer's accumulated feel for which carriers to trust, built from years of anecdote and correction. AI is starting to formalize that knowledge,...
Six Regulators, Six Answers: The AI Insurance Governance Map Nobody’s Drawn
Author: James W. Moore On June 18, 2026, China and India each moved to bind AI-driven claims and underwriting decisions under formal regulatory scrutiny, without any indication of coordination between them. Eleven days later, the European Union, the jurisdiction that...
The State of AI in Retail Insurance Agencies
Author: James W. Moore A landscape overview for independent P&C agents navigating a fast-moving market This piece is a companion to What Your AMS/PMS Is Building in AI, Near-Term. That piece covers what your platform vendor, Guidewire, Applied, Vertafore, and...
What Your AMS/PMS Is Building in AI, Near-Term
Author: James W. Moore A look at what's actually landing in the platform you're already running This piece is a companion to The State of AI in Retail Insurance Agencies. That piece covers the point-solution tools agencies are adding on top of their existing systems....
The Noise Is Everywhere. That’s the Problem.
An editorial by James W. Moore The most dangerous thing in insurance right now isn't AI. It's the noise surrounding it. Everywhere I turn for professional information: trade publications, conference main stages, consulting firm white papers, industry events, the AI...
Can You Actually Charge for Advocacy?
What Your State Says. By James W. Moore | InsuranceIndustry.AI Distribution Economics Series: Part 2 Key Takeaways Most states allow producers to charge fees, but "allowed" covers a wide range of conditions, restrictions, and disclosure requirements that vary...
What Does a 12% Commission Actually Buy?
AI Is About to Answer That Question. By James W. Moore | InsuranceIndustry.AI Distribution Economics Series: Part 1 This is the first article in an ongoing series examining how AI is reshaping the economics of insurance distribution. Part 2 looks at the regulatory...
AI is Insurable
But Not the Way You Think. By James W. Moore In February 2026, according to AIUC's announcement, ElevenLabs became the first company to go live with a dedicated AI liability policy, backed by Lloyd's market capacity with limits up to $50 million. It required more than...
Deepfakes Were the Warning Shot:
Insurance Is Now Fighting Synthetic Claims Editor's Note: This article follows our January analysis of AI weaponization in insurance, The AI Arms Race, and builds directly on the structural arguments in "The AI Sidecar Strategy" and "AI Didn't Just Change the Tools —...
AI Insights May 29 2026
States Are Drawing Lines on AI Claims Decisions. The Map Is Getting Complicated. Three states have now enacted laws that directly regulate how health insurers can use artificial intelligence in claims coverage decisions, and the frameworks they have chosen are...
AI Didn’t Just Change the Tools. It Changed the Architecture.
Why companies that treat AI as a technology upgrade are solving the wrong problem. By James W. Moore | InsuranceIndustry.AI Key Takeaways AI is not a productivity upgrade. It is a structural disruption to the economic logic that determined how insurance organizations...
Billions Left Behind: How AI Rewrites the Economics of Subrogation
By James W. Moore Key Takeaways An estimated $15-20 billion in recoverable subrogation dollars goes uncollected annually -- not from incompetence, but from economics that made most cases not worth pursuing. AI shifts subrogation from selective, episodic recovery to...
Your AI Is Already Being Trained. The Question Is by Whom.
Every claims override, underwriting exception, and appeal reversal is a feedback signal. Most carriers have no idea what those signals are teaching their models. By James W. Moore | InsuranceIndustry.AI Executive Summary / Key Takeaways Any insurance carrier that has...
The Distribution Penalty: How Carrier Inconsistency Silently Empties Your Pipeline
By James W. Moore Key Takeaways Agents and brokers don't complain about carrier inconsistency. They route around it — quietly, permanently, and without warning. Carriers have almost no visibility into the submissions that never arrive. They measure what they see;...
The Reluctant Auditor: What AI Sees That We’d Rather It Didn’t
By James W. Moore | InsuranceIndustry.AI Executive Summary / Key Takeaways AI was deployed to improve efficiency and accuracy. Exposing decades of institutional inconsistency was not in the requirements document — but that's what it's doing. Inconsistency in...
The Governance Problem AI Didn’t Create (But Might Actually Fix)
By James W. Moore | InsuranceIndustry.AI Executive Summary / Key Takeaways A Nobel Prize-winning study found 55% variance among underwriters pricing identical risks at the same carrier, revealing governance gaps that predate AI entirely. AI-driven systems can shift...
When AI Starts Acting on Its Own: The Governance Gap Insurers Aren’t Ready For
WHEN AI STARTS ACTING ON ITS OWN: THE GOVERNANCE GAP INSURERS AREN’T READY FOR By James W. Moore Key Takeaways AI in insurance is shifting from tools that assist human decisions to autonomous agents that execute multi-step workflows independently. Most governance...
Why Vendor AI Doesn’t Transfer Risk (Even If Your Contract Says It Does)
Executive Summary Insurance executives adopting AI vendor solutions are making a familiar mistake in unfamiliar territory: assuming that contract language transfers regulatory and operational risk to the technology provider. It doesn't. Regulators across the country...
“The AI Did It” Is Not a Defense
Why Insurance Needs Accountability Architecture Before AI Goes Wrong Key Takeaways Technology has always arrived before the rules governing it, and insurance has always been the industry that builds the framework after the risk materializes. AI is following the same...