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Guide

Can you sell insurance claims data to AI companies?

Insurance claims data for AI: what TPAs, adjusters, MGAs and agencies can license, who owns the claim file, GLBA, HIPAA and NAIC rules, and pricing.

Auto insurers using AI in claims
135 of 193NAIC survey, report December 2022
Small-licensee exemption, Model #668
Fewer than 10 employeesOhio: fewer than 20
Health information authorization
Up to 24 monthsNAIC Model #672
Public closed price for claims data
None foundChecked 2026-11-06
Underwriting and claims folders with blue tabs and a calculator
Short answer

Sometimes, but rarely on your own say-so. AI developers building claims-automation and damage-assessment tools value claim files that link photos, estimates, adjuster notes, reserves and payments to a final outcome. The catch is ownership and law: state third-party administrator laws commonly say the insurer owns the records an administrator generates, the Gramm-Leach-Bliley Act and state insurance privacy rules limit disclosure of policyholder data to outside companies, and health details need written authorization or proper de-identification. As of November 2026 we found no public closed price for a claims-data licence, so treat any figure you are quoted as a starting point for negotiation, not a market rate.

  • Outcome-labelled claim files, where photos, estimates, notes and payments lead to a known result, are the part AI developers find hardest to get elsewhere.
  • Check who owns the file first. Several state TPA laws say the insurer owns records the administrator generates; adjusting firms work under carrier contracts.
  • Expect to de-identify. Health details need authorization under NAIC Model #672 unless the data no longer identifies anyone, and HIPAA applies to health plan claims.
  • There is no public closed price for claims data yet. Value depends on years, lines, linked outcomes, photo coverage and clean rights.

Can you sell insurance claims data?

You can license claims data when you hold the rights to it and the law allows the disclosure, which usually means a de-identified copy under a written licence. Selling the raw files, with names, policy numbers and medical details, is rarely possible for anyone other than the insurer, and even an insurer faces privacy rules on disclosure to outside companies.

This guide is for third-party administrators (TPAs), independent adjusting firms, managing general agents (MGAs), agencies and small carriers. It covers what a claim file holds, who owns it, the laws that apply, how to de-identify it and what a licence looks like. Before preparing anything, see what your data is worth: the free valuation uses company-level answers, so no claim files leave the business.

Agencies usually hold far less claims detail than carriers and TPAs. For quoting, renewal and servicing records, see selling insurance agency data.

What is in an insurance claim file?

A claim file is a dated record of every step from the first report to closing. State unfair claims settlement rules require it: in West Virginia, for example, claim files "shall contain all notes and work papers pertaining to the claim in such detail that pertinent events and the dates of such events can be reconstructed" (W. Va. Code R. 114-14-3). That rule is why claim files make good training data: the sequence of decisions is written down.

Part of the fileWhat it recordsWhy an AI developer cares
First notice of loss (FNOL)Date, cause, location and the claimant's first descriptionThe starting input for triage and routing models
Coverage reviewPolicy terms checked, exclusions considered, coverage decisionShows how a policy is read against facts
Adjuster notes and diaryCalls, inspections, decisions and the reasons for them, with datesThe reasoning between input and outcome, which is rare in any other data
Photos paired with estimatesDamage images with line-item repair or replacement estimatesLabelled examples for damage assessment and estimating
ReservesInitial and revised estimates of what the claim will costHow expectations changed as facts arrived
PaymentsAmounts, payees and datesThe ground truth for settlement models
Subrogation and salvageRecovery attempts from other parties and salvage salesRecovery prediction
LitigationSuits, counsel assignments and resultsSeverity and litigation-risk signals; much of it may be privileged
OutcomePaid, denied, settled, withdrawn or reopened, and the final costThe label that turns everything above into a training example

Source: W. Va. Code R. 114-14-3: claim file and record documentation (unfair claims settlement rule)

Why are outcome-labelled claims valuable for AI?

Insurers already use AI in claims, so the tools need examples. In an NAIC survey of 193 large private passenger auto insurers (2021 data, reported in December 2022), 135 reported using AI or machine learning for claims operations. Uses included evaluating images of loss (55 companies) and determining claim settlement amounts (50) (NAIC; summarised by InsuranceNewsNet).

The NAIC summarises property and casualty use the same way: in claims, AI is used for accident image analysis, to estimate ultimate claim settlement values and for fraud detection. Each of those tasks needs a known answer to learn from. A photo with its estimate and the amount finally paid, or a set of notes with the final decision, is that answer.

That is the difference between claim files and most other insurance data. Policy and quote records show what was sold. Closed claims show what happened and what it cost, over years, with the adjuster's reasoning in between.

Source: NAIC: Private Passenger Auto AI/Machine Learning Survey report (December 2022)

Who owns the claim file: carrier, TPA or adjuster?

Usually the insurer or the self-insured client, not the firm that handled the claim. Several states put it in statute. Missouri says "the insurer shall own the records generated by the administrator pertaining to the insurer", while the administrator keeps a right of access to meet its obligations (RSMo 376.1082); New Hampshire uses the same words (RSA 402-H:4). Independent adjusters keep records under state licensing law and must follow any longer retention policy in their contract with the insurer or self-insurer, as Nevada provides (NRS 684A.180).

  • A firm that handled claims for many carriers holds many owners' data. Each carrier's consent is a separate negotiation.
  • The data you clearly own, such as procedures, training and operational metrics, can still be worth licensing on its own. See licensing workflow data for AI agents.
Your businessWho usually controls the claim fileWhat you may controlWhat to read first
Third-party administratorThe insurer, or the self-insured employer or plan that hired youYour own procedures, workflow and cycle-time data, staffing and system configuration; de-identified statistics only if the contract allowsThe administration agreement: ownership, confidentiality, data use and return-or-destroy clauses
Independent adjusting firmThe carrier or self-insurer that assigned the claimYour own guidelines, training material, scheduling and productivity dataEach carrier's assignment terms and vendor agreement
MGADepends on the program agreement; claims may be handled by the carrier, the MGA or a TPAUnderwriting and program operations data the agreement assigns to youThe program or agency agreement with each carrier
Insurance agencyThe carrier; the agency usually sees first reports and service notes onlyQuoting, renewal and servicing workflowsAgency-company agreements and your privacy notice
Small carrierYou, subject to privacy law and any reinsurance or fronting termsThe full file, once privacy and contract rules are metYour privacy notices, reinsurance treaties and state law

Source: Missouri RSMo 376.1082: records maintained by an administrator are owned by the insurer

Which laws apply to licensing insurance data?

Several layers can apply at once. This is a map of the main rules, not legal advice; have insurance counsel review any licence.

  • HIPAA does not reach every claim with an injury in it. Workers' compensation, automobile medical payments and liability insurance are not health plans under HIPAA, HHS says, so those claims fall under state insurance privacy law instead.
  • Health information that does not identify anyone, and gives no reasonable basis to identify anyone, is outside the definition of nonpublic personal health information in Model #672 and the state rules based on it (11 NYCRR 420.3). That is why de-identification is the usual route.
RuleWhat it coversWhat it means for a licence
Gramm-Leach-Bliley Act, 15 U.S.C. 6802Nonpublic personal information held by financial institutions, including insurersDisclosure to a nonaffiliated third party needs a privacy notice and a chance to opt out. For insurers, state insurance authorities enforce it (15 U.S.C. 6805)
NAIC Model Regulation #672State rules on consumer financial and health information held by licenseesNonpublic personal health information may not be disclosed without the person's authorization, outside a list of insurance functions such as claims administration. An authorization lasts no more than 24 months. New York's version is 11 NYCRR 420.17 and 420.18
Insurance Information and Privacy Protection ActsPersonal or privileged information collected in an insurance transaction, in the states that have themCalifornia, for example, bars disclosure unless an exception applies, such as written authorization
NAIC Insurance Data Security Model Law #668Security of nonpublic information held by insurers, producers and other licenseesAdopted in many states, with local changes. Licensees need a retention schedule and must require third-party service providers to protect the data (Ohio 3965.02, South Carolina). The model exempts licensees with fewer than 10 employees from the program; Ohio's threshold is fewer than 20 (Ohio 3965.07)
HIPAAHealth plan claims, and TPAs that process claims for a health plan as business associatesA business associate may use protected health information only as its business associate contract allows, and no one may sell it without authorization (45 CFR 164.502)
CCPA and other state privacy lawsPersonal information of state residentsInformation collected under GLBA is exempt from the CCPA, but data outside GLBA, such as claimant, witness or employee data, may not be

Source: NAIC Model Regulation #672: Privacy of Consumer Financial and Health Information

What has to stay out: fraud data and third-party reports

Claim files collect reports that the claims team was only allowed to use for the claim. Remove them before any copy is made, even when the rest of the file can be licensed.

  • Motor vehicle records. Under the Driver's Privacy Protection Act, insurers may use them for claims investigation, antifraud activities, rating or underwriting, and a recipient may resell or redisclose them only for a permitted use (18 U.S.C. 2721). Leave them out of any copy you license.
  • Industry claim and fraud databases. Their terms limit use to claims and fraud work. For example, vehicle data reported through ISO ClaimSearch for the federal title system is held "solely for non-commercial, law enforcement, insurance investigative and anti-fraud purposes" and will not be resold without the reporter's written agreement (ISO ClaimSearch).
  • Special investigation unit referrals and fraud bureau reports. Keep them out unless counsel confirms otherwise; they can name people who were never charged or found at fault.
  • Medical records obtained from providers, and communications with defense counsel, which may be privileged.

Source: 18 U.S.C. 2721 (Driver's Privacy Protection Act): permitted uses and resale

How to de-identify insurance claims data

Claim files are hard to de-identify because the identifying details sit in free text and photos, not just in fields. Plan for tools plus human review.

  • Remove or replace names, addresses, phone numbers, emails, policy and claim numbers, and payee and bank details everywhere, including notes, letters and file names.
  • Treat vehicles and property as identifiers: VINs, license plates, house numbers and street views in photos.
  • Blur faces, plates, documents and screens in photos and video. Check image metadata for location and device details.
  • Generalize dates to month or year and locations to region, unless the licence needs more and the law allows it.
  • For health plan claims, use HIPAA Safe Harbor or Expert Determination. The de-identification guide lists the 18 identifiers and where they hide.
  • Keep a consistent token per claim if the buyer needs to follow one claim over time; that makes the data pseudonymized, which is still personal data in many laws. See anonymization vs pseudonymization.

How much is insurance claims data worth?

There is no public price to point to yet. As of 6 November 2026 we found no publicly reported closed deal for a licence of insurance claims files, only listings and sales pages without prices. Anyone quoting a per-claim or per-file rate as a market price is guessing or selling.

What we can say is what moves value up or down, based on what AI developers ask for in the published deals for other company records (deals tracker, what company data is worth):

  • Structures vary: a one-time fee, a fee per year of data, per-record pricing or a revenue share. See data licensing pricing models.
  • If carriers own the files, any payment may need to be shared with them or agreed with them first.
Raises valueLowers value
Many years of closed claims with final outcomesOpen claims or files without a recorded result
Photos linked to line-item estimates and amounts paidPhotos without estimates, or estimates without photos
Detailed adjuster notes with reasonsShort codes or blank diaries
Several lines of business and regionsOne small book in one state
Clean rights: carrier consent in writing, clear de-identificationUnclear ownership across many carriers
Consistent fields and exportable systemsScanned paper files and mixed formats

What does a claims data licence look like?

A claims data licence is a contract for a defined, de-identified copy. These are the terms to settle before anything is delivered; the data licensing agreement guide covers each clause.

TermWhat to agree
ScopeLines of business, years, states, fields and attachments included; what is excluded, such as fraud referrals and medical records
RightsWho owns the files and written consent from each carrier or self-insured client whose claims are included
De-identificationThe standard used, who does the work, and a test on a sample before delivery
Permitted useTraining, evaluation or retrieval, and whether the buyer may build products for insurers. See training vs retrieval licences
ExclusivityExclusive or non-exclusive, by line or region and for how long. See exclusive vs non-exclusive
ProtectionsNo re-identification, no onward disclosure, security controls a Model #668 licensee would expect of a service provider, deletion or return at the end
PaymentFee structure, milestones and how any carrier share is handled

Source: NAIC Model Law #668: Insurance Data Security Model Law

First steps for a TPA, adjusting firm, MGA or agency

Start with a description, not an export. Claim files are among the most useful records an insurance business holds, and among the hardest to license, because ownership and privacy rules come first. No claim file needs to leave the business to learn whether a licence is worth pursuing: see what your data is worth with a free valuation.

Origin Data Partners is an independent data partner and is not affiliated with any AI data buyer. We help owners compare buyers and find the best fit for their records; a buyer may pay Origin when a deal closes. See what your data is worth.

  • List the lines of business, years, number of closed claims and systems, and whether photos, estimates and notes are linked in the same record.
  • For each carrier or client, note what your contract says about ownership, confidentiality and data use.
  • Separate what you own outright, such as procedures, training and operational metrics, from client claim files.
  • Mark the sensitive parts: health details, minors, fraud referrals, litigation and third-party reports.
  • Use the data inventory template to record it before spending on de-identification.

Common questions

Can you sell insurance claims data?

Yes, in some cases, usually as a de-identified copy under a written licence. You need the rights to the files, which often belong to the insurer or self-insured client rather than the TPA or adjuster, and the disclosure must fit GLBA, state insurance privacy rules and, for health plan claims, HIPAA.

Who owns claims data, the TPA or the insurer?

Usually the insurer. Several state TPA laws, such as Missouri's RSMo 376.1082, say the insurer owns the records generated by the administrator, while the administrator keeps a right of access to do its job. For self-funded plans, the administration agreement with the employer or plan decides.

Can an independent adjuster sell claim photos?

Not without the carrier's agreement in most cases. Photos taken on an assignment belong to the claim file the carrier or self-insurer controls, and they often show faces, plates, homes and documents. An adjusting firm can more easily license its own procedures, training and operational data.

Is insurance claims data covered by HIPAA?

Health plan claims are, and TPAs that process them are business associates. Workers' compensation, auto medical payments and liability insurance are not health plans under HIPAA, according to HHS, but state insurance privacy rules such as NAIC Model #672 still restrict health information in those claims.

Does GLBA allow insurers to sell customer data?

Only within limits. Under 15 U.S.C. 6802 an insurer may not disclose nonpublic personal information to a nonaffiliated third party without a privacy notice and a chance for the consumer to opt out, and state rules add authorization requirements for health information. De-identified data that no longer identifies anyone is the usual route.

How much is insurance claims data worth?

There is no public benchmark. As of November 2026 we found no publicly reported closed price for a claims-data licence. Value rises with years of closed claims, linked photos, estimates and payments, detailed notes, several lines of business and clean written rights.

What is claims data used for in AI?

Training and testing claims-automation tools: triage and routing, damage assessment from photos, estimating, settlement prediction and fraud detection. The NAIC reports that auto insurers use AI in claims for image analysis and to estimate ultimate settlement values.

What is insurance data monetization?

Earning revenue from insurance data beyond its original use, for example by licensing de-identified claims, underwriting or servicing records to AI developers or analytics firms. For insurance businesses it is limited by who owns the data, GLBA, state privacy rules and carrier contracts.

Can a TPA license its own data without carrier consent?

Often yes for data that is genuinely its own, such as procedures, training material, workflow and cycle-time metrics and system configurations, as long as client claim details are not included. Client claim files, and statistics derived from them, depend on what each administration agreement allows.

Sources and further reading

Origin Data Partners is independent and not affiliated with any buyer named on this page.

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