How veterinary practices can sell data to AI companies
Last updated How we research
In short
Veterinary practices can license case notes, diagnostic imaging with reports, lab results and treatment protocols to AI companies once client details are removed. No buyer publishes a veterinary price range. HIPAA does not cover animal records, but state veterinary laws do: California bars disclosing patient or client information without the client's informed consent, and Texas protects the veterinarian-client relationship.
Key takeaways
- AI buyers most want these records from veterinary practices: (1) case notes with history, examination findings, diagnoses and outcomes, (2) radiographs and ultrasound studies with reports and (3) laboratory results linked to cases.
- No AI buyer publishes a price range for veterinary practices yet, so value depends on volume, years of history, structure and how cleanly the rights can be shown.
- The first rights issue to clear: California Business and Professions Code section 4857: no disclosure of patient or client information without the client's informed consent. This page covers 5 more.
- Sellers pay nothing to be assessed. We charge a success fee only when a deal completes, and the fee is agreed in writing before we introduce you to any buyer.
Veterinary practices: what buyers look for
- Records buyers ask for
- Case notes with history, examination findings, diagnoses and outcomes
- Radiographs and ultrasound studies with reports
- Laboratory results linked to cases
- Treatment protocols, formularies and hospital SOPs
- Client call, message and triage logs, de-identified
- Referral letters and specialist reports
- Why buyers want them
- A veterinary case record links signs, diagnostics, treatment and outcome, which is hard to build any other way. No buyer names veterinary data, so larger groups fit general operational buyers such as micro1, which asks for 30 or more full-time staff.
- Rights issues to clear
- California Business and Professions Code section 4857: no disclosure of patient or client information without the client's informed consent
- Texas Occupations Code section 801.353: a veterinarian may not violate the confidential relationship with a client
- Client names, addresses and payment details are personal information under the CCPA and other state privacy laws
- Practice management, imaging platform and reference laboratory terms that govern exported records
- Group and consolidator agreements that decide which entity controls the records
- UK and EU: RCVS Code supporting guidance, chapter 14, on client confidentiality
Why veterinary practices work with us
- 1
AI buyers are licensing records from veterinary practices to train models on real work. We tell you in one consultation whether yours are in demand.
- 2
Every buyer we introduce passes five checks, including company identity, intended use and security, before seeing even a redacted sample of your records.
- 3
You pay nothing unless a deal completes. Our success fee is agreed in writing before we introduce you to any buyer.
- 4
Your raw data never passes through us. You sign a license directly with your chosen buyer, after your own lawyer has reviewed it.
A veterinary case record is a complete clinical story: presenting signs, history, examination, diagnostics, treatment and outcome, often with radiographs and lab results attached. For developers of veterinary and clinical AI, linked records like these are hard to build any other way.
Veterinary records sit outside HIPAA, which protects health information about people. That does not make them free to sell. State practice laws make them confidential, and the client file is personal information.
What veterinary data do AI companies buy?
AI companies buy veterinary data that links findings to decisions and outcomes. Case notes with the diagnosis and result recorded, and imaging with the report attached, carry the most value.
| Record | What a buyer uses it for | Main issue to clear |
|---|---|---|
| Case notes with diagnoses and outcomes | Clinical reasoning models | Client identity in free text |
| Radiographs and ultrasound with reports | Imaging models | Client and practice names in image files |
| Lab results linked to cases | Diagnostic models | Laboratory terms |
| Treatment protocols and formularies | Clinical guidance | Usually low if written in-house |
| Client call and message logs | Support and triage models | Client personal information |
| Referral letters and specialist reports | Specialist reasoning | Other practices' records |
Imaging with reports fits buyers of image datasets, and protocols and case reasoning fit expert domain data.
Who buys veterinary data?
No buyer whose terms are public names veterinary practices or publishes a veterinary price. Buyers of operational records with general briefs are the realistic route for larger groups. micro1 asks for 30 or more full-time staff and mainly English records, and Appen licenses operational documentation and decision and escalation records from support, CRM and messaging tools.
Smaller single-site practices may fall below micro1's 30-staff minimum, so multi-hospital groups with several years of records are the closer fit. A free data valuation tells you which parts of your records are in demand.
Does HIPAA apply to veterinary records?
HIPAA does not apply to veterinary records about animals. The Privacy Rule protects individually identifiable health information, which 45 CFR 160.103 defines by reference to the health of an individual, the person who is the subject of the information.
The client side of the file is a different matter. Names, addresses, phone numbers and payment details are personal information under state privacy laws. For businesses the CCPA covers, California Civil Code section 1798.140(ad) treats making personal information available to a third party for valuable consideration as a sale.
What do state veterinary laws say about sharing records?
State veterinary laws make patient and client information confidential. California Business and Professions Code section 4857(a) bars a licensed veterinarian from disclosing information about an animal patient, the responsible client or the care provided, except with the client's knowing and informed consent, given in writing, by witnessed verbal authorization or by electronic transmission, or under other listed exceptions such as a court order.
Section 4857(c) makes a violation subject to the code's criminal penalties and makes a veterinarian who negligently releases confidential information liable in a civil action for damages. In Texas, Occupations Code section 801.353(a) says a veterinarian may not violate the confidential relationship between the veterinarian and the veterinarian's client.
These laws do not set a de-identification standard like HIPAA's. The safer routes are client consent for any identifiable record, or removing everything that could identify a client, including names, addresses, phone numbers, account numbers and distinctive pet names, before any buyer sees a sample. Check the law of every state where your hospitals operate.
Do software and lab contracts limit what you can license?
Software and laboratory contracts can limit what you license, so read them before exporting. Practice management systems, cloud imaging platforms and reference laboratories each have terms covering the data they host or produce, and a group's management agreement may decide who controls the records.
Daniel Goldberg of Frankfurt Kurnit Klein and Selz points out that holding a record does not give you the right to sell it where other companies' confidential information is involved. Specialist referral reports and laboratory reports fall into that category, so clear them separately or leave them out.
If you hold UK or EU data
UK practices follow the RCVS Code of Professional Conduct. Its supporting guidance on client confidentiality, at paragraph 14.1, says vets and vet nurses should not, in normal circumstances, disclose to any third party any information about a client or their animal, and paragraph 14.50 says permission to disclose personal data must be express, specific and informed.
Paragraph 14.3 notes that animal data falls outside the scope of the GDPR while client personal data must be handled in line with it. The professional duty covers both, so UK records need client consent or full removal of client details.
How do you sell veterinary data through Sell My Data To AI?
You start with a consultation about your practice management system, imaging archive, hospitals and the states they operate in. Sellers pay nothing to be assessed. We charge a success fee only when a deal completes, agreed in writing before we introduce you to any buyer.
Every dataset passes our eight-point vetting standard before a buyer sees it, including the de-identification method and a re-identification test on a sample. You approve every buyer, every sample and every license term. Book a consultation to start.
Frequently asked questions
Does HIPAA stop a veterinary practice selling records?
Do we need client consent to license case records?
Are veterinary radiographs worth licensing?
Can a veterinary group license data from all its hospitals?
Sources
- California Business and Professions Code section 4857, California Legislative Information, accessed November 2026
- Open records ruling OR2020-23290, quoting Texas Occupations Code section 801.353, Office of the Texas Attorney General, accessed November 2026
- 45 CFR 160.103: definitions, Legal Information Institute, Cornell Law School, accessed November 2026
- California Civil Code section 1798.140: definitions (CCPA), California Legislative Information, accessed November 2026
- Data partnerships, micro1, accessed November 2026
- Enterprise data to advance frontier AI, Appen, accessed November 2026
- Selling company data for AI training: what to know before you say yes, Frankfurt Kurnit Klein and Selz (Daniel Goldberg), accessed November 2026
- 14. Client confidentiality (supporting guidance to the Code of Professional Conduct), Royal College of Veterinary Surgeons, accessed November 2026
Book a free consultation for your firm
Tell us what you hold and when suits you. In 30 minutes we cover likely buyer interest, a realistic range and any rights issues to clear first. No records leave your systems.
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