Resume screening rubric: AI prompt for recruiting
A ready-to-run prompt for resume & cover letters work in recruiting. It assigns the AI a specific senior role, takes your details as variables, and defines the output format — so the first result is usable, not a warm-up.
What this prompt does
Act as a recruiting operations lead. It structures the request the way experienced practitioners brief a colleague: context first, then explicit deliverables, then quality constraints.
Best for
Recruiting professionals — and anyone doing this work — who need resume & cover letters handled to a professional standard for candidates and hiring managers. Typical moments: sourcing sprints, interview loops and offer stages.
Before you use it
Have these details ready to replace the highlighted variables:
[role]
The prompt
Act as a recruiting operations lead. Build a resume screening rubric for [role]: 6 criteria with weights, what 'strong/acceptable/weak' evidence looks like for each, automatic advances and automatic passes, and 5 things screeners commonly over-index on that don't predict performance (pedigree, gaps, buzzwords). Output as a usable scoring table.
Quality checklist before you run it
- Replace every amber [variable] with your real context
- Treat the first output as a draft — iterate once or twice
- Verify facts, names and numbers before using the result
Common mistakes
- Running the prompt with [variables] left unfilled
- Accepting the first output instead of iterating once or twice
- Skipping fact-checks on names, numbers and claims
When to use it — and when not to rely on it
Use it whenever resume & cover letters would otherwise start from a blank page. Don't rely on it as a finished product: outputs need your judgment, your facts, and — in regulated work — professional review.
Related prompts
- Job description that attracts — Recruiting
- Resume rewrite with impact — Human Resources
- Candidate outreach message — Recruiting
Logical next step
After this, most recruiting teams move on to Job description that attracts.
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