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Sector guide

Insurance Claims Data for AI: Carriers, MGAs and TPAs

What insurance claims data AI companies license, who can sign (carriers, MGAs, run-off books, captives, TPAs with consent), what buyers want and the limits.

Claims-specific published price
None foundMercor lists claims among target data
General company range
$100K to over $3Mmicro1, all industries, published range
First check
Who owns the file
Underwriting and claims folders with blue tabs and a calculator
Short answer

The party that bears the risk or owns the file can license claims data: a carrier, including one in run-off, an MGA for its own programs, a captive or a self-insured group. A TPA or independent adjuster usually handles files for a client and needs that client's written consent. Buyers want the claim from first notice to payout, with reserve changes and adjuster notes. No buyer publishes a price for claims files; Mercor lists claims among the finance and insurance data it wants.

  • Who may sign decides more claims deals than price does: the file owner signs, the administrator usually cannot alone.
  • Reserve history linked to the final payout is the part buyers value most.
  • Bodily-injury and workers' compensation files carry health information: de-identify them properly or leave them out.
  • No claims-specific price has been published; general company ranges are ceilings, not offers.

Who holds claims files, and who can sign a license

Claims files are held by several kinds of company, and holding a file is not the same as owning it. The table is the usual position; your service agreements and program agreements decide the real one.

This page is general information, not legal advice: it quotes each rule with its source, and your counsel decides how it applies to your company.

HolderUsual position on the fileCan it sign alone?
Carrier, including a book in run-offOwns its claim filesYes, subject to privacy law and reinsurance terms
MGA with its own programsDepends on the program agreement with the carrierOnly if the agreement gives it the data rights
Captive or self-insured groupOwns its own claims historyYes, through its board
Third-party administrator (TPA)Handles files for clients under a service agreementUsually not; needs written client consent
Independent adjusting firmWorks files assigned by carriersUsually not; its own methods and training material are its own

What AI buyers want from a claims file

Buyers building claims agents want the whole life of a claim and how it ended. Mercor lists "Finance & Insurance Statements, underwriting files, claims" among the data it seeks (Mercor).

Part of the fileWhat it showsWhy it matters
First notice of lossWhat was reported, when and howThe starting facts
Adjuster notes and diaryInvestigation, coverage questions, decisionsThe reasoning behind each step
Reserve historyEach reserve change and its dateShows how the expected cost moved as facts came in
Photos and estimatesDamage and the estimate written from itLinks evidence to the amount
Payments and closingWhat was paid, to whom (coded) and whenThe outcome that labels the rest
Litigation and subrogation flagsWhether the claim went to suit or recoveryMarks the hard cases

Underwriting submissions and quote-or-decline decisions are a separate data set; see licensing insurance underwriting files.

What claims data is worth: the honest evidence

No buyer publishes a price for claims files, and no closed claims-data deal has been published with a source. The figures that exist are general company ranges.

EvidenceWhat it saysGrade
micro1 company data programPayments "typically ranging from $100K to over $3M" (micro1)A buyer's published range, all industries
Mercor data programLists "Finance & Insurance Statements, underwriting files, claims" as target data (Mercor)Buyer statement of demand; no claims price

These ranges are ceilings a buyer advertises across all industries, not offers and not a price for claims files. What moves value is years of closed claims with reserves and payouts intact.

Records checklist for a claims-file holder

The sector records checklist (CSV) has these rows for insurance and the other four sectors.

ItemWhat to write down
Claims systemGuidewire ClaimCenter, Duck Creek, Origami Risk, Ventiv or similar; years in each
Lines of businessProperty, auto physical damage, general liability, workers' compensation and so on
VolumeClosed claims by line and year
CompletenessWhether reserve history, notes, photos and payments survive for closed claims
OwnershipFor TPAs and MGAs: which clients or carriers own which files, and their data clauses
ExclusionsMedical records, open litigation, files under a client prohibition

What a one-page datasheet looks like (fictional example)

Invented to show the level of detail; it describes no real company.

FieldFictional example
CompanyProgram MGA writing small commercial property and general liability, 60 staff
YearsClaims system 2015 to 2026
VolumeAbout 48,000 closed claims with reserve history and payments
RightsProgram agreement gives the MGA use of program data; carrier consent letter on file
ExclusionsBodily-injury medical records removed; claimant identities coded
SignerCEO, after review by general counsel

What happens next: three steps

A first conversation needs no files. You can stop after any step.

  • Describe your records: answer six questions, with no files and no system access. Origin then checks which files you own, which belong to clients or carriers, and what consent is needed.
  • Datasheet and sample: Origin turns your answers into a one-page datasheet like the example above, and you approve a small de-identified sample before anything leaves the company.
  • Buyers and license: Origin shows the datasheet to the AI developers and data programs that have asked for claims data, with their published terms. You approve scope, use, price and delivery, and sign the license yourself.
  • Origin does not charge data owners; a buyer may pay Origin when a deal closes (how Origin is paid).

Resources for claims managers

Guides for the people who keep these records:

Hold years of closed claims files? Describe them in six questions, no files needed, and see what your data is worth.

Origin Data Partners works with companies that own data and helps get it bought. We are independent of the services on this page, and a buyer may pay us when a deal closes (how Origin is paid). See what your data is worth.

Common questions

Can a third-party administrator sell the claims files it handles to AI companies?

Usually not on its own. A TPA normally handles files for clients under a service agreement, so the client decides what can be licensed and a TPA needs written client consent. The TPA's own procedures, training material and anonymous process statistics may be its own to license.

Who owns the claims files that a TPA handles for its clients?

In most service agreements, the client: the carrier or self-insured employer that bears the risk. Read the data and confidentiality clauses of each agreement; they decide ownership and use, not who holds the files.

Can an insurer in run-off license its claims history to AI developers?

A carrier in run-off owns its claims files, so it can license them subject to privacy law, its reinsurance agreements and any regulator conditions. Remove claimant identities and medical content first.

What about bodily-injury and workers' compensation medical records in claims files?

Treat them as the most restricted part. State insurance privacy rules based on NAIC Model 672 require the person's authorization before an insurer discloses health information, and HIPAA rarely applies to property-casualty or workers' compensation claims. Most sellers leave medical content out and keep the rest of the file.

What is an insurance claims file worth to an AI company?

No buyer publishes a claims-specific price. General company programs publish ranges such as micro1's $100K to over $3M across all industries, and Mercor lists claims among the data it wants. Those are ceilings, not offers.

Which claims systems export cleanly enough for a data license?

Any modern claims system can export claims, reserves, payments and notes; what matters is whether history survived system changes. Check that reserve changes, notes and photos are still attached to closed claims before describing the archive.

What does Origin charge a claims-file holder?

Nothing. Origin does not charge data owners; a buyer may pay Origin when a deal closes. You approve every step and sign the license yourself.

What is claims data?

Claims data is the record an insurer or claims administrator keeps for each claim: first notice of loss, the coverage decision, adjuster notes, reserves and how they changed, payments, recoveries and the outcome. Health insurers' billing claims are a different market and are not what this page covers.

What is insurance run-off, and who holds the claim files?

A run-off book is a block of policies an insurer no longer writes or renews; its open claims are still handled until they close. The insurer, a run-off company that acquired the book or a TPA handles them, and the owner of the book usually controls the files.

Is healthcare claims data the same as an insurance claims file?

No. Healthcare claims data is the billing record between a provider and a health plan: the claim sent, the payer's decision and the remittance that explains it, such as an 835 electronic remittance advice. A property, casualty or workers' compensation claims file follows one loss from first notice to payout, with coverage decisions, adjuster notes and reserve changes. Billing and revenue-cycle records are covered in the healthcare billing and prior authorization guide; for how open and closed claims appear on a carrier report, see reading a loss run.

Sources and further reading

What is your company’s data worth?

AI companies pay $20K to $5M for company records. Six questions, no files.

Advise insurance claims-file holders? Introduce one. Origin values the records and works with the AI companies and data buyers that license them. You receive 50% of what Origin earns on the deal, up to $100,000 per company, paid after the deal completes. No fee to bankruptcy trustees, debtors in possession, assignees, receivers, examiners or professionals employed by an estate.