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PR-031 · HRINTERMEDIATE

Resume screener that explains itself

THE PROBLEM

Hiring teams reject resumes with a silent score nobody can defend. Build a screener that scores each resume against an explicit rubric and, for every reject, writes one honest paragraph explaining why — so decisions are fair and reviewable.

WHO IT'S FORRecruiters, hiring managers and campus placement cells.
PLAN IT
  1. 01Write the rubric first — role-specific criteria, each worth explicit weight.
  2. 02Make explanation mandatory: no score without a reason.
  3. 03Decide the human's role: AI drafts, a person approves every reject.
BUILD IT — FREE
  1. 01Prompt: 'For each criterion, quote the evidence, then score. Flag anything unsure — never guess.'
  2. 02Keep resumes and rubric as pasted text to start; no parsing pipeline needed.
  3. 03Output a table of scores plus the written rationale per candidate.
A FREE STACK TO START WITH
a free LLM APIa rubric in texta table view
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