Kempian Blog

Recruiting workflow insights.

Practical notes for recruiters, staffing teams, HR, and enterprise TA: job order intake, candidate fit scoring, approval gates, compliance, and post-hire workflow.

Content clusters.

Recruiting Workflow

How teams move from job order intake to sourcing, fit scoring, approvals, submission, and post-hire updates.

  • What should happen before sourcing starts?
  • How job order intake reduces recruiter back-and-forth
  • Candidate fit score vs opaque ranking

Explainable AI in HR

How to communicate AI decisions to candidates, regulators, and buyers. Why explainability is a business requirement, not just an ethical one.

  • EU AI Act Annex III: what it means for HR teams
  • How to explain an AI match score to a candidate
  • The four human gates Kempian enforces by design

Compliance and Approvals

Practical guidance on data rights, outreach approvals, and audit trails in regulated recruiting workflows.

  • GDPR Art.22 and automated employment decisions
  • Building an AI audit trail for recruiting workflows
  • Opt-out enforcement in multi-tenant outreach systems

Job Order Intake

Capturing client requests, VMS roles, and hiring-manager needs before sourcing starts.

  • Why hiring lag starts at intake, not sourcing
  • How job orders become recruiter-ready records
  • Which requisitions should move first?
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