# AI data licensing for healthcare organizations

URL: https://aidataforsale.com/sell-data-to-ai/healthcare-organizations
Publisher: AI Data For Sale (Marketing Signals Ltd)
Updated: 2026-11-10

For providers, imaging centers and health companies: licensing de-identified health data for AI training under HIPAA, what buyers want, and how deals are structured.

For hospitals, practices, imaging centers, labs and digital health companies holding clinical data.

## In short

- Health data can be licensed for AI training only after HIPAA de-identification by Safe Harbor or Expert Determination, or with patient authorization.
- Safe Harbor removes 18 identifiers; Expert Determination relies on a qualified expert's documented assessment.
- Platforms such as Protege pay health data holders a revenue share each time data is used.
- Imaging, notes and records with outcomes are the most sought-after.

## What AI developers want from health data

Medical AI needs real clinical data: imaging with reports, clinical notes, records with outcomes, and recordings of care. Protege, which raised $30 million in January 2026, connects holders of de-identified clinical records and medical imaging with AI developers and pays revenue share each time data is used ([SiliconANGLE](https://siliconangle.com/2026/01/08/protege-raises-30m-grow-governed-marketplace-ai-training-data/)). See [medical imaging data](https://aidataforsale.com/data/medical-imaging-data) and [Protege's profile](https://aidataforsale.com/companies/protege).

## The HIPAA route

If you are a covered entity or business associate, protected health information can be used for AI training by a third party only with patient authorization or after de-identification. HIPAA recognizes two methods ([HHS](https://www.hhs.gov/hipaa/for-professionals/special-topics/de-identification)):

| Method | How it works | Fits |
| --- | --- | --- |
| Safe Harbor | Remove 18 listed identifiers, including names, most dates and small geographic units, with no actual knowledge the rest could identify someone | Structured records |
| Expert Determination | A qualified expert determines and documents that re-identification risk is very small | Notes, imaging and data where Safe Harbor removes too much |

The rules are in [45 CFR 164.514](https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-C/part-164/subpart-E/section-164.514). See [HIPAA Safe Harbor](https://aidataforsale.com/glossary/hipaa-safe-harbor) and [Expert Determination](https://aidataforsale.com/glossary/expert-determination).

## Beyond HIPAA

- **State laws** may add requirements for health data, genetic data and biometrics.
- **Business associate agreements** may restrict what a vendor can do with data it holds for you.
- **Images** may contain identifiers burned into pixels or file headers; strip both.
- **Patient trust.** Consider publishing how you license data and what you do with proceeds.

## Deal structures

- **Fixed fee** for a defined dataset
- **Revenue share** through a platform, paid as data is used
- **Research collaboration** with a developer, with data use limited to a defined project

Read [de-identification for AI training data](https://aidataforsale.com/learn/de-identification-for-ai-training-data).

## Read next

- [Medical imaging data](https://aidataforsale.com/data/medical-imaging-data)
- [Protected health information](https://aidataforsale.com/glossary/protected-health-information)
- [Protege](https://aidataforsale.com/companies/protege)

## Questions

### Can a hospital sell patient data to AI companies?

Not identifiable patient data without authorization. De-identified data under HIPAA's Safe Harbor or Expert Determination methods is no longer protected health information and can be licensed, subject to state law and contracts.

### Who can perform an Expert Determination?

A person with appropriate knowledge of and experience with statistical and scientific methods for rendering information not individually identifiable, per HHS guidance.

## Sources

- [US HHS: Guidance on de-identification of protected health information under HIPAA](https://www.hhs.gov/hipaa/for-professionals/special-topics/de-identification)
- [eCFR: 45 CFR 164.514, other requirements relating to uses and disclosures of protected health information](https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-C/part-164/subpart-E/section-164.514)
- [SiliconANGLE: Protege raises $30M to grow its governed marketplace for AI training data (January 2026)](https://siliconangle.com/2026/01/08/protege-raises-30m-grow-governed-marketplace-ai-training-data/)