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Sector guide

Healthcare Claims Data for AI: Denials and Prior Auth

For physician groups and billing companies: the claims, denial and prior authorization records AI buyers ask for, who may sign, HIPAA limits and a checklist.

Published price for revenue-cycle data
None foundAs of November 13, 2026
Dedicated sourcing roles
Two at ProtegeJob posts, October 22, 2026
First check
Who owns the recordsCovered entity or business associate
A magnifying glass over a contract checklist
Short answer

Healthcare claims data from a practice, meaning claims, 835 remittances, denials, appeals and prior authorization requests with the payer's decision, is normally shared with an AI developer by the covered entity that owns it, after HIPAA de-identification. A billing company holds it as a business associate and needs each client's permission. Protege and Kinetic Systems have posted jobs to source this data; no price has been published.

  • The practice or group (the covered entity) decides; a billing company usually cannot license its clients' records on its own.
  • Selling identifiable patient information needs each patient's authorization, so these deals use de-identified data.
  • Records that join a request or claim to the payer's decision and the appeal outcome are what buyers describe wanting.
  • No closed price for revenue-cycle data has been published; the figures that exist are ceilings and adjacent markets.

Who can license healthcare claims data: the practice or the billing company?

The practice, group or other provider that bills electronically is the covered entity: HIPAA defines a covered entity to include "A health care provider who transmits any health information in electronic form in connection with a transaction covered by this subchapter" (45 CFR 160.103). A billing or revenue-cycle company working for it is a business associate: the same definition covers a person who handles protected health information on a covered entity's behalf for functions including "billing, benefit management, practice management, and repricing".

A business associate "may use or disclose protected health information only as permitted or required by its business associate contract or other arrangement" (45 CFR 164.502(a)(3)), and that contract must "Establish the permitted and required uses and disclosures of protected health information by the business associate" (45 CFR 164.504(e)). Most business associate agreements are written for billing work, not for sharing data with third parties. In Origin's view, a billing company should treat its clients' claims as theirs: it can describe its own workflows and anonymous process statistics, and it can introduce clients who want to take part, but the client decides and signs.

HolderUsual position on the recordsCan it sign alone?
Physician group or specialty practiceCovered entity; owns its claims, remittances and authorization filesYes, through its owners or board, subject to HIPAA, Part 2, state law and payer contracts
Billing or revenue-cycle (RCM) companyBusiness associate holding clients' records under each agreementUsually not; needs each client's written permission
Management services organization (MSO)Usually a business associate of the practices it servesUsually not; the practices decide
Practice that has closedRecords stay with the owner or the custodian named at closingThe owner or its successor, under the custody terms

This page is general information, not legal advice. It quotes each rule with its source; your privacy officer and a healthcare lawyer decide how the rules apply to your records and contracts.

What do AI buyers want from claims, denials and prior authorizations?

Protege, a data company, posted two roles on October 22, 2026 to source this kind of data. One lists workflows including "Claims, billing, payment, revenue cycle, and denial management" and "Prior authorization, utilization management, and referral operations", and names "RCM companies" among the supply paths; the other is a "Strategic Partnerships Manager - Revenue Cycle Management" (Protege job posts, company claim). Kinetic Systems, a healthcare AI research lab, advertises for a lead to manage "partnerships with health systems, medical groups, specialty practices, data networks, and other organizations" (Kinetic Systems job post, company claim).

What these posts describe is operational history: each request or claim, what the payer decided, and what happened next. A single table of paid claims says little. The same claim joined to its denial reason, the appeal letter, the payer's reply and the final payment shows how the work is actually done.

RecordWhat it showsWhere it usually sits
Claims (837) and claim statusWhat was billed, to whom and whenPractice management system, clearinghouse
Remittances (835) with adjustment codesWhat the payer paid, adjusted or denied, and whyClearinghouse, posting module
Denial work queues and appeal lettersHow staff worked each denial and the resultDenial tool, document store
Prior authorization requests and decisionsWhat was asked, the clinical support sent, the decision and the turnaroundAuthorization tool, payer portals, EHR
Eligibility checks and scheduling or intake logsCoverage found before the visit and how access was managedPractice management system

What is revenue-cycle data worth?

No closed price for a practice's claims, denial or prior authorization records has been published. The figures below are the nearest public evidence, each graded. They are ceilings or adjacent markets, not offers.

EvidenceWhat it saysGrade
Tempus AI 8-K (clinical, not billing, records)A buyer licenses "up to 500,000 de-identified records of patients with Alzheimer's disease and other neurological conditions at $100 for each record delivered" (Abura summary)Filing, read through a secondary summary; clinical records, a different market
Protege and Kinetic Systems sourcing rolesRoles to source administrative, revenue-cycle and provider data (Protege, Kinetic Systems)Company claim (job posts); demand, no price

Treat every figure as a ceiling. A buyer sets its price after reviewing a sample, and the volume, years and linkage of your records move it more than any published number.

Records checklist for a practice or billing company

Write these down before a first conversation. No files are needed.

ItemWhat to write down
SystemsPractice management or EHR (for example athenaOne, eClinicalWorks, NextGen, Epic), clearinghouse, denial and authorization tools; years in each
VolumeClaims, remittances, denials, appeals and authorization requests per year
LinksWhether each denial, appeal and payer decision stays joined to its claim or request, with dates
Specialties and payersSpecialties billed and the main payer types (commercial, Medicare Advantage, Medicaid)
OwnershipFor billing companies: which clients own which records, and what each business associate agreement allows
ExclusionsSubstance use disorder records under Part 2, records under payer contracts that bar reuse, open disputes

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

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

FieldFictional example
CompanyOrthopaedic group, 35 physicians, three states
YearsPractice management system and clearinghouse, 2016 to 2026
VolumeAbout 1.9 million claim lines; 140,000 denials with appeal outcomes; 60,000 prior authorization requests with decisions
LinksClaim, remittance, denial, appeal and final payment joined by claim number; authorizations joined to the scheduled procedure
De-identificationExpert Determination planned; patient and staff identities removed before any sample
SignerManaging partner, after review by the privacy officer and outside counsel

What happens next: three steps

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

  • Describe your records: answer six questions, with no files and no system access. Origin then checks which records belong to the practice, what each business associate agreement allows and which records, such as Part 2 records, stay out.
  • 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 revenue-cycle 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).

Patient records and imaging held by the same practice

Practices that also keep longitudinal patient records or imaging studies can read the guide to patient records and imaging data for practices.

Resources for billing and revenue-cycle teams

Guides for the people who work these records every day:

Hold years of claims, denial and prior authorization records? 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 medical billing company sell its clients' claims data to AI companies?

Usually not on its own. A billing company is a business associate and may use or disclose patient information only as its business associate agreement permits. The practice that owns the records decides. A billing company can describe its own workflows and introduce clients who want to take part.

What is healthcare claims data?

The record of what a provider billed and what the payer did with it: the claim (an X12 837), the payment and adjustments (an 835 remittance), denials, appeals and claim status. For AI work, the useful version joins each claim to the payer's decision and the final outcome.

Can de-identified claims and denial data be licensed under HIPAA?

Information de-identified under 45 CFR 164.514(a) and (b) is not individually identifiable health information, so the Privacy Rule's limits on PHI no longer apply to it. For revenue-cycle data, Expert Determination is often the better fit, because Safe Harbor removes all date elements except the year.

Does selling patient data need patient authorization?

Yes, for identifiable data. A covered entity or business associate may not sell protected health information except with an authorization under 45 CFR 164.508(a)(4) that states the disclosure will result in payment to the covered entity, unless a narrow exception applies. That is why deals use de-identified records.

Are substance use disorder records treated differently?

Yes. Records covered by 42 CFR Part 2 may be used or disclosed only as that part permits, which is stricter than HIPAA. Most practices leave them out of any data project.

What prior authorization and denial records are most useful to AI developers?

The ones that keep the whole sequence: the request or claim, the documentation sent, the payer's decision with its reason code, any appeal and the final result, with dates. Buyers' job posts describe wanting real operational work, not static tables.

What is a practice's revenue-cycle data worth?

No closed price has been published. The nearest public figure is Tempus AI's $100 per de-identified clinical record, from a filing read through a secondary summary. That is a ceiling from a different market, not an offer.

What does Origin charge a practice or billing company?

Nothing. Origin does not charge data owners; a buyer may pay Origin when a deal closes. The practice approves every step and signs any license itself.

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 physician groups and billing companies? 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.