Legal and compliance
Selling company data to AI companies in California
By Gareth HoyleLast updated 6 minute readHow we research
In short
California allows companies to license data to AI buyers, but the CCPA treats a transfer of personal information for value as a sale and covers staff and business contacts as well as customers. Since January 1, 2026, the CPPA's regulations require risk assessments for selling personal information, and AB 2013 makes AI developers disclose whether they licensed their training data.
Key takeaways
- The CCPA applies to businesses with annual gross revenue above $26,625,000, among other thresholds, and covers employee and business-to-business data since January 1, 2023.
- Licensing personal information to an AI buyer for value is a sale, which triggers notice and opt-out duties unless the data is properly de-identified.
- The CPPA's regulations, effective January 1, 2026, require a risk assessment before selling or sharing personal information.
- AB 2013 requires generative AI developers to post whether their training datasets were purchased or licensed and whether they include personal information.
This guide covers California law for companies licensing records to AI buyers. Federal law and other states' laws still apply, as our US guide explains. The CCPA's de-identification standard is covered in our guide to UK GDPR, EU GDPR and CCPA, so this page focuses on what is specific to California.
Does the CCPA apply to a company licensing data to AI?
The CCPA applies to a company licensing data to AI if it meets one of the statute's thresholds and does business in California. The California Privacy Protection Agency adjusted the gross revenue threshold to $26,625,000 from January 1, 2025. The other thresholds cover businesses that buy, sell or share the personal information of 100,000 or more consumers or households, or that earn half their revenue from selling or sharing it.
California differs from most states on staff data. The California Attorney General's CCPA page says the exemptions for employment-related personal information and business-to-business information expired on December 31, 2022. Workplace email, chat and CRM records about California staff and business contacts are therefore personal information under the CCPA.
Is licensing data to an AI company a sale under the CCPA?
Licensing personal information to an AI company for money or other valuable consideration is a sale under the CCPA. The Attorney General's guidance says a business that sells personal information must offer a Do Not Sell or Share My Personal Information link and must honor opt-out requests, including those sent through a global privacy control.
Data that meets the CCPA's de-identification standard in Civil Code section 1798.140(m) is outside the definition of personal information. Most sellers aim for that standard, or exclude personal information entirely, because opt-out duties are hard to meet for an archive that has already been collected.
What counts as de-identified in California?
Civil Code section 1798.140(m) treats information as de-identified only if it cannot reasonably be used to infer information about, or be linked to, a particular consumer, and the business meets three conditions.
- It takes reasonable measures to ensure the information cannot be associated with a consumer or household
- It publicly commits to keep and use the information in de-identified form and not to try to re-identify it
- It contractually obliges every recipient to comply with the same subdivision
The public commitment is the step sellers most often miss. A short statement in your privacy policy, plus matching clauses in the license, is the usual way to meet it. Our guide to de-identification for AI training data covers the technical method.
California also clarified in 2024 that personal information can exist inside AI systems. The Future of Privacy Forum notes that AB 1008 amended the CCPA's definition to cover abstract digital formats, including AI systems capable of outputting personal information. Buyers in California therefore ask hard questions about what personal data a dataset contains.
What do the CPPA's 2026 regulations require of sellers?
The CPPA's 2026 regulations require businesses to carry out risk assessments before certain processing, including selling or sharing personal information. The agency says the Office of Administrative Law approved the regulations on September 22, 2025 and that they took effect on January 1, 2026.
The National Law Review lists the risk assessment triggers as selling or sharing personal information, processing sensitive personal information, using automated decisionmaking technology for significant decisions, using personal information to train that technology and certain automated inferences. It gives compliance dates of January 1, 2027 for the automated decisionmaking rules and December 31, 2027 for risk assessments.
| Requirement | Date | Source |
|---|---|---|
| Regulations take effect | January 1, 2026 | California Privacy Protection Agency |
| Automated decisionmaking technology rules apply | January 1, 2027 | National Law Review |
| Risk assessment compliance | December 31, 2027 | National Law Review |
| First risk assessment information due to the agency | April 1, 2028 | MultiState |
| First cybersecurity audit certificate, revenue over $100 million | April 1, 2028 | National Law Review |
A risk assessment asks whether the privacy risks of a processing activity outweigh its benefits. For a data license, that means documenting what personal information is included, why, what safeguards apply and what the buyer may do with it. The same evidence answers most buyer due diligence questions.
What does AB 2013 mean for a seller?
AB 2013 means your buyer may have to say publicly that it licensed data from you. Civil Code section 3111 requires developers of generative AI systems made available to Californians to post, on or before January 1, 2026 and before each later release or substantial modification, a high-level summary of the datasets used to develop the system.
The summary must state, among other items, whether the datasets were purchased or licensed by the developer, whether they include personal information as defined in section 1798.140(v), and whether they include copyrighted material. It must also describe the sources or owners of the datasets. Goodwin reports that xAI has challenged the law in court.
Agree in the license how the buyer may describe your data in these summaries. Some sellers ask to be described by category rather than by name, which the high-level format may allow. Our page on telling staff and clients about a data license covers why disclosure planning matters.
Could licensing data make your company a data broker?
Licensing data could make your company a data broker if it knowingly sells personal information about people it has no direct relationship with. The CPPA uses that definition under the Delete Act, and registered brokers pay a fee of $6,000 for 2026.
The CPPA says registered data brokers must begin processing consumer deletion requests through its Delete Request and Opt-out Platform on August 1, 2026, and must access the platform at least once every 45 days. Archives often hold personal information about people your company never dealt with directly, such as contacts named in email threads. Ask a lawyer whether that changes your position before you license them.
Do California's call recording rules affect a license?
California's call recording rules affect a license because California requires the consent of all parties to record a confidential communication under Penal Code section 632. The Reporters Committee for Freedom of the Press lists California among about 11 all-party consent states.
Before licensing sales or support calls, confirm that every recording was made with the required consent and that the notice callers heard does not rule out later use. Our call recording data page sets out what buyers check.
Which buyers accept California sellers?
Buyers that accept US sellers accept California companies. micro1 says demand is strongest in the US, Endless Data prioritizes the US, UK and Canada, and AWS Data Exchange lists the US as an eligible seller jurisdiction. None of these pages sets California-specific terms.
What are California's rules at a glance?
| Area | Rule | Enforced by |
|---|---|---|
| Scope | CCPA thresholds, including revenue above $26,625,000 | CPPA and California Attorney General |
| Staff and business contacts | Covered since January 1, 2023 | CPPA and California Attorney General |
| Sale of personal information | Notice, Do Not Sell link and opt-out | CPPA and California Attorney General |
| Risk assessments | Required before selling or sharing personal information | CPPA |
| Training data transparency | AB 2013 summaries name licensed datasets and personal information | Applies to AI developers |
| Data brokers | Registration and deletion platform duties for sales about people with no direct relationship | CPPA |
| Call recordings | All-party consent under Penal Code 632 | Prosecutors and private plaintiffs |
The CPPA's administrative fines are up to $2,663 per violation and $7,988 per intentional violation or violation involving known minors under 16, from January 1, 2025.
What should a California seller do before licensing?
A California seller should decide which records leave personal information in and which are de-identified, then document both, before a buyer sees a sample. The steps below follow the statute and the CPPA materials cited above.
- 1
Check the thresholds
Confirm whether your business meets a CCPA threshold, including the $26,625,000 revenue figure.
- 2
Map staff and contact data
List the California employees, applicants and business contacts in each dataset, since their data is covered too.
- 3
Choose de-identify or exclude
Apply the three conditions in section 1798.140(m) to anything you keep, and remove the rest.
- 4
Record a risk assessment
If personal information remains, document the purpose, risks and safeguards of the sale.
- 5
Agree the AB 2013 wording
Settle how the buyer may describe your data in its public training data summary.
For a view of which buyers fit your records, a realistic range and what to clear first, request a free data valuation.
Frequently asked questions
Does the CCPA cover employee data in a data sale?
Do I need a risk assessment to license data in California?
Will an AI company name my business under AB 2013?
Is a California company that licenses data a data broker?
Sources
- Updated monetary thresholds in CCPA, California Privacy Protection Agency, accessed November 2026
- California Consumer Privacy Act (CCPA), California Attorney General, accessed November 2026
- California Civil Code section 1798.140: definitions, California Public Law, accessed November 2026
- Do LLMs contain personal information? California AB 1008 highlights evolving, complex techno-legal debate, Future of Privacy Forum, accessed November 2026
- CCPA updates, cybersecurity audits, risk assessments, automated decisionmaking technology and insurance companies, California Privacy Protection Agency, accessed November 2026
- CPPA finalizes CCPA regulations on automated decision-making technology and risk assessments, National Law Review, accessed November 2026
- All of the comprehensive privacy laws that take effect in 2026, MultiState, accessed November 2026
- California Civil Code section 3111, California Public Law, accessed November 2026
- California's AB 2013 takes effect, Goodwin Procter, accessed November 2026
- Data brokers, California Privacy Protection Agency, accessed November 2026
- Introduction to the Reporter's Recording Guide, Reporters Committee for Freedom of the Press, accessed November 2026
- Data partnerships, micro1, accessed November 2026
- Endless Data homepage and FAQ, Endless Data, accessed November 2026
- Seller eligibility requirements, Amazon Web Services, accessed November 2026