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Talent acquisition · Core HR process

Screening Agent

Recruiters read hundreds of applications for a handful of shortlists. The agent structures every application against the same criteria.

Moss set inside hexagonal wall frames.
Core HR process

Trigger

Application arrives in the ATS

Inputs

  • Job requirements
  • Application and CV text
  • Skills taxonomy

Outputs

  • Structured candidate summary
  • Criterion-by-criterion evidence
  • Ranked shortlist proposal

Control

Human decides

Tier 1

EU AI Act: high risk in recruitment. Recruiter decides, logging on by default.

Interactive sketch

Deterministic, no live model
  1. 1

    Mask the file

    Removes name, age, gender, photo and address before any scoring.

  2. 2

    Extract evidence

    Finds the sentences that support or contradict each criterion.

  3. 3

    Structure

    Writes one comparable summary per candidate, same shape for all.

  4. 4

    Propose a shortlist

    Ranks on evidence only and shows what is missing.

Criteria are agreed before the run. No automated rejection. Protected attributes are removed before scoring.

Recorded run

Scrub through a recorded run.

Deterministic replay
Step 1 / 4

Active step

Mask the file

Removes name, age, gender, photo and address before any scoring.

7 attributes masked

Sources

  • ATS applications
  • Job requirement sheet
  • Skills taxonomy v2

Guardrail

Criteria are agreed before the run. No automated rejection. Protected attributes are removed before scoring.

Next step

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