Why AI companies want staffing and recruiting data
Recruiting is a long workflow full of judgment calls: writing job intakes, sourcing, screening, submitting candidates and managing client feedback. Firms that document how they match people to roles hold a playbook that AI recruiting agents can't find on the public internet.
What's licensable in staffing and recruiting
| Data | Examples |
|---|---|
| Job intake processes | Intake call guides, requirement templates, rate and scope checklists |
| Screening frameworks | Interview scorecards, knockout questions, skills assessments |
| Sourcing playbooks | Search strategies, outreach sequences, response handling |
| Submittal and feedback workflows | How candidates are presented and how client feedback is logged (PII removed) |
| Compliance procedures | Onboarding steps, I-9 and background check process documents |
| Recruiter training | Onboarding programs, call reviews, coaching guides |
What to leave out
Candidate resumes, contact details, assessments and background checks tied to individuals. Placement records and client job details may be covered by client contracts or NDAs. Employee and HR records are generally best left out entirely. See client data vs. company data.
How to raise your value
Screening scorecards linked to the final hiring outcome show what a good match looks like. Keep that link when you de-identify. Connected records (the SOP, the work done under it and the outcome) are worth more than isolated files. More in what drives data value.
Do you qualify?
- 30+ employees
- Written processes and established documentation
- English-language docs
- US-based companies get priority
Take the 60-second estimate to see which payout tier fits your company.
Frequently asked questions
Can staffing and recruiting businesses sell their data to AI?
Yes. Companies in staffing and recruiting with 30+ employees and documented processes can license operational data such as SOPs, workflows and training materials. Published payouts start at $100K.
What staffing and recruiting data can't be sold?
Candidate resumes, contact details, assessments and background checks tied to individuals. Placement records and client job details may be covered by client contracts or NDAs. Employee and HR records are generally best left out entirely.
- Published enterprise data program terms (2026)