Artificial intelligence is now a routine part of how insurers decide whether to write, renew, price, and pay homeowners insurance policies. According to survey results reported in 2023 by the National Association of Insurance Commissioners (NAIC), 70 percent of the 194 home insurers that responded said they use, plan to use, or plan to explore AI and machine learning in their operations, and that was three years ago. The clearest consumer impact so far is nonrenewal: algorithms scan aerial photos of roofs and yards, flag properties as risky, and policies get dropped without a human inspector ever setting foot on the lot. States have started pushing back. Louisiana passed a law in 2024 limiting the practice, Colorado issued formal guidance in March 2026, and twelve states are piloting a new NAIC tool that lets regulators audit insurers' AI systems directly, with formal NAIC adoption expected at its November 2026 national meeting.
How insurers use AI on homeowners policies
The most visible use is aerial imagery analysis. Vendors fly fixed-wing aircraft and drones, pull satellite photos, and feed the images to models that score roof condition, vegetation proximity, debris, pools, trampolines, and unpermitted structures. Underwriters then act on those scores. NPR reported in May 2025 that insurers in Texas routinely rely on aerial images and AI to decide whether to keep covering homes, a finding drawn from homeowner interviews and public records that included a dozen state investigations. The same practice has been reported in California, Pennsylvania, and Florida.
Pricing is changing too. Instead of rating every home in a zip code roughly the same, AI risk platforms score individual properties on dozens or hundreds of attributes. A homeowner with a new roof and trimmed defensible space can score better than the neglected house next door. That granularity cuts both ways. It rewards maintenance, but it also means a single bad data point about your specific property can raise your premium or cost you coverage entirely.
Claims handling is the third front. Insurers use models to triage claims, estimate damage from post-storm imagery, flag suspected fraud, and inform settlement amounts. The NAIC's survey work found claims to be one of the most common AI applications among home insurers.
Where the technology gets it wrong
Regulators keep finding the same failure mode: the image says one thing, the roof says another. The Pennsylvania Insurance Department investigated consumer complaints about nonrenewals and midterm cancellations based on roof condition and found that the aerial images insurers relied on did not definitively show material roofing degradation or damage. Its Notice 2024-06 told insurers that absent unequivocal damage in the image, a physical inspection is the prudent next step.
Colorado's Division of Insurance was blunter. Its Bulletin B-5.57, issued March 16, 2026, warns that aerial imagery has surface-only limitations, that images requiring significant enlargement or inference may need verification by physical inspection, and that visible conditions should not be the sole basis for adverse actions such as nonrenewals, cancellations, or claim denials. The bulletin says insurers should distinguish cosmetic conditions from material degradation, and that for underwriting and rating, imagery should generally be no more than 12 months old. A streaked but sound roof is not a failing roof, and a tarp over a repaired section is not neglect.
The state rules now in effect or pending
Louisiana moved first with an actual statute. R.S. 22:1339, enacted as Act 151 of 2024, prohibits insurers from relying solely on aerial images to identify the condition justifying a cancellation or nonrenewal unless the images were taken within 24 months of the policy action. Older images can still be used to identify or locate the property, but not to condemn its condition.
Colorado's bulletin, described above, adds a dispute right: policyholders hit with an adverse action supported by aerial imagery should get a meaningful opportunity to contest the image's accuracy, correct errors, and submit proof of completed repairs before the action takes effect.
California is still working on its version. AB 1559, introduced by Assemblymember Lisa Calderon, would require insurers to notify policyholders that aerial images may be taken, provide the images on request, bar termination decisions based on images older than 180 days unless verified, and give homeowners the chance to dispute the image or prove remediation before a termination takes effect. It follows Calderon's earlier AB 75, which carried similar provisions and drew support from Insurance Commissioner Ricardo Lara after the state investigated complaints where flawed imagery led to wrongful nonrenewals; that bill passed the Assembly 76 to 1 in June 2025 but stalled in the Senate Appropriations Committee that August. Neither bill had been enacted at this writing, so California homeowners should treat these protections as proposed, not current law.
The NAIC's AI Systems Evaluation Tool
The most consequential development for 2026 is procedural. The NAIC's Big Data and Artificial Intelligence Working Group built the AI Systems Evaluation Tool, a standardized framework regulators can use during market conduct and financial exams to see how an insurer actually deploys AI. As of March 2026, twelve states are piloting it, including Florida, California, Colorado, Louisiana, and Pennsylvania, with adoption anticipated at the NAIC's 2026 Fall National Meeting.
The tool asks for four things: an inventory quantifying the insurer's AI use, a governance risk assessment, details on high-risk AI systems, and information about the data feeding those systems. In practice, that means a regulator can demand to know which model flagged your roof, who oversees it, and what data went in, rather than accepting "underwriting judgment" as the whole answer. Industry trade groups objected that the pilot was voluntary for regulators but compulsory for carriers; regulators revised the tool and launched anyway.
One open question hangs over all of this. A December 2025 federal executive order directs the Commerce Department to identify state AI laws that conflict with a minimally burdensome national framework, and the NAIC has warned that federal preemption would create gaps in exactly the kind of consumer protection oversight described above. The state rules exist today; whether they survive a federal challenge is unresolved.
What homeowners can do now
You can't stop the flyovers in most states, but you can beat a bad algorithm with good records. Photograph your roof and exterior after any repair or replacement, keep the contractor's invoice, and date everything. If you receive a nonrenewal or cancellation notice that cites property condition, ask the insurer in writing for the specific basis and any imagery used. In states like Colorado and Louisiana, point to the applicable bulletin or statute and demand the dispute or verification process it provides. If you've already fixed the cited problem, submit proof before the effective date. And if the insurer won't engage, file a complaint with your state insurance department, because regulators are actively collecting exactly these complaints and have acted on them before.
Sources
- Colorado Division of Insurance, Bulletin B-5.57: Use of Aerial Imagery by Insurers in Decision Making (March 16, 2026)
- Louisiana R.S. 22:1339, Homeowners' insurance; use of aerial images to inspect property
- Pennsylvania Insurance Department, Notice 2024-06: Use of Aerial Imagery by Homeowners Insurers
- California AB 1559, Residential property insurance images (introduced January 2026)
- California AB 75, Residential property insurance images (2025, bill status and vote history)
- Executive Order, Ensuring a National Policy Framework for Artificial Intelligence (December 11, 2025)
- NAIC Statement on the AI Executive Order (December 16, 2025)
- NAIC Insurance Topics: Artificial Intelligence (survey results and AI Systems Evaluation Tool status)
- Swept AI, NAIC AI Systems Evaluation Tool: 12-State Pilot Is Live (April 2026)
- NPR, Insurance companies using aerial imagery to determine if they'll renew home coverage (May 28, 2025)