AI agent blueprints for People Operations.
Administrative people workflows that organize consented evidence and drafts while prohibiting autonomous employment decisions. Each pattern defines the evidence it reads, the artifacts it produces, the authority it may exercise, and the human who makes the consequential decision.
People operations, recruiting operations, learning, and employee-experience teams
people operations owner
private · read/propose · human-gated
Nine jobs with a crisp acceptance test.
These are implementation patterns, not generic “AI for People Operations” pages. Open one to see its exact trigger, topology, grants, approval boundary, failure modes, and KPI.
Role description review
Check a proposed role description for clarity, internal consistency, approved requirements, and accessible language before publication.
role descriptions approved first review
Candidate intake completeness
Validate application completeness and scheduling prerequisites without ranking candidates or inferring suitability.
applications ready for human review
Interview loop packet
Assemble an approved competency plan, interviewer assignments, and structured evidence forms for a recruiting coordinator.
interview loops with complete competency coverage
Interview evidence summary
Organize submitted interviewer evidence by approved competency and surface missing or contradictory observations without recommending a hire.
decision meetings with complete evidence
People onboarding plan
Translate an approved hire packet into milestones, owners, required acknowledgements, and first-week coordination tasks.
onboarding tasks completed by due date
Leave request intake
Validate administrative completeness, identify the applicable process, and prepare a confidential specialist review packet without deciding eligibility.
complete leave packets at specialist review
People policy answer draft
Draft a response from current approved people policies and route exceptions or individual determinations to a specialist.
policy answers accepted first review
Employee offboarding coordination
Build a confidential owner-assigned departure checklist spanning people, payroll, assets, access, and knowledge transfer.
offboarding tasks completed within policy
Engagement feedback synthesis
Aggregate sufficiently anonymized feedback into themes, representative evidence, and leadership questions without profiling individuals.
reviewed feedback themes with an owner
The workflow is autonomous. The authority is not.
- 01
Attach evidence
Put only this case’s approved inputs in a scoped workspace.
- 02
Run specialists
Each bounded node produces an artifact the next node can challenge.
- 03
Stop at proposal
External writes stay outside the agent’s default authority.
- 04
Record the decision
Keep the human approval as a decision record beside the signed evidence from the agent run.
Pick one expensive, inspectable job.
Start with real evidence, a named decision owner, and a measurable result. Expand the agent only after the receipt and acceptance test prove the workflow holds.