Can a staffing agency sell its data to AI companies?

Possibly, for job orders, submittals and placement outcomes; as of October 2026, four providers name staffing or recruiting. Federal law limits what background checks, I-9 forms and medical records may be used for, and client contracts can restrict more.

What does a staffing agency keep that AI buyers ask for?

The record of matching people to work: what each client asked for, who was put forward, what the client said and who got the job. Miro Advisory gives the staffing workflow it helps license as “Candidate through interviews and hiring outcome” and lists applicant tracking among the industry systems it covers (as of October 2026).

Record	What it shows	Where it usually lives
Job orders	The client’s requirements, bill rate, pay range and urgency	The applicant tracking system (ATS), such as Bullhorn
Candidate records and recruiter notes	Skills, availability, screening-call notes	The ATS
Submittals	Who was sent to which job, at what rate	The ATS, email
Interview feedback and outcomes	Why the client chose or passed on each person	The ATS, email
Placements	Start and end dates, extensions, conversions to permanent hire	The ATS and back office
Timesheets, payroll and invoices	Hours, pay, bill rate and margin	Back-office and payroll systems, or the client’s vendor management system
Texts and call logs	Outreach and response	Phone and texting tools
Onboarding files	Background checks, drug screens, I-9s, tax forms	Onboarding system, screening vendors’ portals

Every row but the last is the matching record. The last is the screening file, which federal law limits.

What does one contract placement leave behind?

A trail of client requests and recruiter decisions, plus a screening file for the person who was placed. For example, a hypothetical six-month contract for a payroll specialist at a manufacturer:

1. The job order. The client emails a requisition; the account manager logs the bill rate, pay range and start date. Leaves: a job order, client email.
2. Sourcing. A recruiter searches the ATS and a job board, then calls and texts eight people. Leaves: notes, messages, new candidate records.
3. Submittals. Three candidates go to the client with resumes and rates. Leaves: three submittals.
4. Interviews. The client interviews two and picks one, with reasons. Leaves: feedback and an outcome.
5. Onboarding. Background check, drug screen, I-9, tax forms and voluntary EEO self-identification. Leaves: the screening file.
6. The assignment. Weekly timesheets are approved in the client’s vendor management system; the agency runs payroll and invoices. Leaves: hours, pay and bills, some of it in the client’s system.
7. The end. An extension, a conversion fee or a performance note. Leaves: the outcome.

Steps 2 to 4 are the candidate-to-outcome workflow Miro names, and steps 1 and 7 frame it. Step 5 is where federal limits apply, and step 6 may sit partly in a system the client controls.

Which buyers say they want staffing or recruiting data?

As of October 2026, four providers name staffing or recruiting on their own pages. Two do not pay you themselves: License My Data and Miro Advisory are introducers.

Provider	Type	What its pages say
License My Data	Introducer	“BPO and recruiting” among the sectors it lists (source)
micro1	Licenses directly	“BPOs & Recruiting firms” among target industries, for companies of 30 to 200 employees (source)
Miro Advisory	Introducer	Staffing and recruiting among highlighted industries, applicant tracking among industry systems, and the workflow above (source)
Scale AI	Licenses directly	“Staffing & Recruiting” among its industries; prefers 40+ employees

None names an ATS product such as Bullhorn. Polyshares’ data-source guides cover payroll tools such as Gusto and ADP but no ATS, and staffing is not among the business types in Troveo’s assessment or the forms of Avelence and Telegraph Lab (affiliated). No other provider that buys from operating companies names staffing on its program pages (checked October 2026). Their general categories (email, chat, documents, CRM) would take in much of an agency’s internal record, so ask them directly.

Which candidate records does federal law limit?

Background checks, I-9s, medical information and EEO data. Each was collected for a set purpose, and federal law or guidance keeps it to that purpose or apart from other records.

• Background checks. A screening company furnishes its report because the agency intends to use it “for employment purposes”. The Fair Credit Reporting Act says a person “shall not use or obtain a consumer report for any purpose” unless it is one the report may be furnished for and the user has certified it.
• I-9 forms. The form and “any information contained in or appended to such form, may not be used for purposes other than” enforcing the immigration law and certain federal criminal statutes. Copies of identity documents may be kept only for complying with the verification rule, unless other law permits.
• Medical information. Under the Americans with Disabilities Act, information from post-offer medical exams is kept “on separate forms and in separate medical files” and treated as a confidential medical record.
• EEO self-identification. The EEOC describes tear-off sheets that separate race information from what is used to judge qualifications. Keep it separate in any export too.

Recorded interviews carry two narrower limits. In Illinois, an employer that uses AI to analyze recorded video interviews “may not share applicant videos, except with persons whose expertise or technology is necessary” to evaluate the applicant (820 ILCS 42). Job boards have their own terms: Indeed’s employer terms say “You shall only use the recordings and other information obtained through Virtual Communications for your internal hiring purposes” (updated September 29, 2026).

These files are the first to leave out. A lawyer who advises staffing firms can say whether anything in them could ever go in.

Do candidates and clients get a say?

Candidates may, depending on state law and your privacy notice; clients may, depending on your contracts.

Candidates. California’s privacy law covers California residents who are “employees or job applicants” of businesses that meet its thresholds, such as $26.625 million in gross annual revenue, and gives them the right to opt out of a sale (California Privacy Protection Agency, as of October 2026). The law defines a sale as disclosing personal information “for monetary or other valuable consideration”. The American Staffing Association wrote in February 2021 that a firm processing candidates’ information for its own direct-hire or search work “likely acts as a business under the CCPA because it determines the purpose and means of processing”, so the obligations would be the agency’s own. Read your candidate privacy notice for what it said about sharing; the legal page covers changing notices after the fact.

Temporary workers are usually your employees. The American Staffing Association says “staffing firms employ the employees they assign to clients”. Their files are employee HR files, which some providers exclude outright: Corpus asks sellers to keep out “Employee HR files, compensation and performance records”.

Clients. Job orders, bill rates and interview feedback are about the client’s business. For recruitment process outsourcing, the same ASA paper says the contract must “prohibit the RPO service provider from selling” the client’s candidate information. Check each client staffing agreement, any vendor management system’s terms and client NDAs. Miro Advisory says “Client information should not be included simply because it can be anonymized”, and Polyshares that “Data you hold for your own clients is out of scope”.

What could a staffing agency’s records be worth?

No provider publishes a figure for a staffing agency. As of October 2026, the four that name the trade publish general figures, which are their own statements and not offers: micro1 tiers of $100K+ for qualified partnerships, $500K+ for large-scale datasets and $1M+ for “Highly unique, proprietary operational data”; Scale AI “$10K–$1M+ illustrative value per data partnership, scaling with cadence”; Miro Advisory $100K to $1M+ for operating datasets, “illustrative only”; and License My Data, business-data placements that “have reached six and seven figures”.

Headcount drives most published estimates, and a staffing agency has two: internal staff and everyone on its payroll. Nyne, for example, asks for “20+ full-time U.S. W-2 employees”, and an agency’s contract workers are usually its W-2 employees too. Ask each provider which number it means; published size floors and how much company data is worth cover the rest.

How does a staffing agency owner start?

By separating the matching record from the screening file, then counting the first.

1. Map the systems. The ATS with its oldest job order, the back office and payroll, onboarding and screening portals, email, texting tools, and the client vendor management systems you log into.
2. Set the screening file aside. Background checks, drug screens, I-9s, medical and EEO records, and recorded interviews stay out until a lawyer has looked.
3. Pull the contracts. Client staffing agreements, RPO contracts, vendor management system terms and your candidate privacy notice. Mark confidentiality and data clauses.
4. Count the matching record. Export job orders, submittals and placements as CSV, and mail as .mbox or .eml. The free sample tool reads them in your browser, and you review its sample rows and can leave out whole columns, such as candidate names, before anything leaves. Write the totals into an inventory.
5. Apply with both headcounts. The application needs no files; say what is in, what stays out, and how many internal and contract employees you have.