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Recruitment Operations

AINA Improved Screening Precision in Recruitment Operations

High-volume recruitment environments often spend significant effort on early-stage outbound screening without clear visibility into eligibility or intent. This results in recruiter time being diluted across low-quality outreach.
To address this, AINA was deployed as a structured outbound screening layer before recruiter involvement.

Pilot Snapshot

  • Total candidate records processed: 615
  • Successfully contacted: 412 (67%)
  • Non-contactable: 203 (33%)

Screening Outcomes

  • Eligible candidates identified: 69 (17%)
  • Non-eligible profiles filtered: 343 (83%)
  • Eligibility accuracy (human validated): 84%

Intent Signals

  • Candidates confirming interview intent: 16
  • CTA rate among eligible contacts: 55%

Operational Impact

  • 83% of low-quality profiles filtered before recruiter involvement
  • Improved signal-to-effort ratio in outbound hiring
  • Faster identification of interview-ready candidates
  • Recruiters focused on validated, higher-readiness profiles
  • Human oversight retained in final decision-making

By introducing structured screening at the first touchpoint, AINA improved early visibility into eligibility and intent. This strengthened recruitment precision while keeping recruiters central to hiring decisions.

 

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