AI in Insurance · Regulation & Fairness in Insurance AI
Are insurance companies required to explain AI driven denials to customers
Insurance companies are generally required, under long-standing insurance regulation, to provide policyholders a reason for a claim denial, and this continues to apply when AI contributed, though the specific detail required about the AI system's role varies by state and is still developing in many places.
Key takeaways
- Long-standing insurance regulation generally already requires insurers to provide a reason for claim denials.
- This existing requirement continues to apply regardless of whether AI contributed to the underlying decision.
- The specific level of detail required about an AI system's particular role and reasoning varies considerably by state.
- Comprehensive, AI-specific explanation requirements are still actively developing in many jurisdictions.
Existing Explanation Requirements Generally Still Apply
Insurance companies are generally required, under long-standing state insurance regulation, to provide policyholders with a substantive reason for a claim denial, and this existing requirement continues to apply when AI contributed to the underlying decision — though specific requirements to explicitly disclose the AI system’s particular role are less uniformly established and continue to develop.
Why General Denial Explanation Requirements Predate AI-Specific Concerns
Long before AI became a significant factor in insurance claims decisions, state insurance regulation generally already required insurers to provide policyholders with a clear, substantive reason when a claim is denied, reflecting a well-established consumer protection principle that policyholders are entitled to understand why their claim wasn’t approved, regardless of the specific method used to reach that decision.
Why This Existing Requirement Extends to AI-Involved Decisions
This existing requirement to explain a denial’s substantive reasoning doesn’t disappear simply because AI contributed to the underlying decision — an insurer generally still needs to provide the policyholder with the actual, substantive basis for the denial, even if an AI system played a significant role in generating that determination.
Where Requirements Specifically About AI Involvement Are Less Established
What’s less consistently and specifically required across jurisdictions is an explicit disclosure that AI or an automated tool specifically contributed to the denial decision, as distinct from simply explaining the substantive reason for the denial itself — this more AI-specific transparency requirement is less uniformly established and continues to develop through emerging state-level regulation and guidance.
Why Specific State Requirements Vary Considerably
Given that insurance regulation is handled primarily at the state level, the specific level of detail required in a denial explanation, and whether that explanation must specifically address any AI system’s role, varies considerably from state to state, reflecting the broader pattern of insurance AI regulation developing unevenly across different jurisdictions.
What Policyholders Can Do if an Explanation Seems Inadequate
A policyholder who receives a denial explanation that seems inadequate or unclear can request additional clarification directly from the insurer, pursue a formal appeal, and in many jurisdictions, file a complaint with their state’s insurance regulatory department if they believe the explanation provided fails to meet applicable regulatory requirements.
Bottom Line
Insurance companies are generally required under long-standing regulation to provide policyholders with a substantive reason for a claim denial, and this requirement continues to apply when AI contributed to the decision, but specific requirements to explicitly disclose an AI system’s particular role in the decision are less uniformly established and continue to develop, varying considerably by state.
Go deeper
Frequently asked questions
Does a claim denial explanation need to specifically mention if AI was used?
This varies by jurisdiction — while insurers are generally required to explain the substantive reason for a denial, specific requirements to explicitly disclose that AI or an automated tool contributed to the decision are less uniformly established and continue to develop through emerging state-level regulation.
What can a policyholder do if a denial explanation seems inadequate?
A policyholder can request additional clarification directly from the insurer, file a formal appeal, and in many jurisdictions, file a complaint with their state insurance regulatory department if they believe the explanation provided was inadequate or the denial itself was unjustified.
Related questions
- What laws regulate AI use in insurance underwriting?
- How do regulators test insurance ai models for unfair discrimination before approval?
- How do state insurance regulators oversee AI based pricing models?
- Can ai underwriting reduce insurance access for high risk but underserved communities?
- Can insurance AI models be audited for bias?
- What is proxy discrimination and why does it matter for insurance AI?
Sources
- [1]State insurance regulation resources — National Association of Insurance Commissioners
- [2]Insurance consumer protection resources — U.S. Government
Written by Editorial Team
Last updated July 29, 2026
Get one well-sourced answer a week
No spam. Unsubscribe anytime.