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Power combo: connect two toolsSource-backedVerified 2026-04-20

Recruiter / HR Talent Acquisition Specialist / Screen applications and shortlist candidates by role fit

ATS native AI scoring with human override

Turn on Greenhouse AI (or Workable AI, Lever, etc.) to surface candidate summaries and ranked shortlists inside your pipeline. Treat every ranking as a draft, override freely, and track overrides for bias audits.

Tool

Greenhouse AI / Workable AI / Lever

Open tool

Best for

Analysis & Decisions

Included in most mid-tier ATS plans; verify with your vendor

Setup

1 hrs

One-time setup estimate

Workflow

  1. 1Collect the source material for "Screen applications and shortlist candidates by role fit" before opening the tool.
  2. 2Run the starter prompt in Greenhouse AI / Workable AI / Lever and paste in the real context.
  3. 3Review the output for accuracy, tone, names, numbers, and policy-sensitive details.
  4. 4Save the improved prompt or checklist so the next run takes less time.

Inputs you need

  • - Recruiter / HR Talent Acquisition Specialist
  • - Screen applications and shortlist candidates by role fit
  • - Examples, notes, files, or customer context for this task
  • - Your preferred tone, constraints, and final format

Expected output

  • - ATS native AI scoring with human override
  • - A usable draft or workflow for screen applications and shortlist candidates by role fit
  • - A repeatable prompt you can improve after each run

Ready-to-copy asset

Starter prompt

N/A — configuration-based. Set up the ATS AI feature, then in your weekly pipeline review use the following check:

For each AI-ranked shortlist I accepted this week:
- Does the shortlist skew on any protected attribute (age proxy, gender, etc.)?
- Did I override any AI ranking? Why?
- Any candidate that got a low score but a strong referral — was it re-reviewed?

Log these notes for the quarterly bias audit.

Caveats

  • - Do a human review before sending, publishing, filing, or making a decision.
  • - Verify numbers, names, claims, citations, and compliance-sensitive details.
  • - AI drafts. You decide. Final responsibility is yours.

Measurable value

6 min saved per run

Before: 8 min. After: 2 min.

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