AI Prompts for Hiring: Write Job Descriptions, Screen Candidates, Run Better Interviews

Hiring is one of the highest-leverage things a company does and one of the most poorly systematized. Job descriptions are copy-pasted from LinkedIn. Interview questions are improvised. Candidate feedback is gut feel wrapped in HR language.

AI doesn't replace hiring judgment — but it does eliminate the lazy parts. Here's how to use it across the full recruiting loop.

Part 1: Writing the Job Description

Prompt: The JD Builder

"We are hiring a [role title] at a [stage] company in [industry]. The team they will join is [description]. Write a job description that: (1) leads with what the person will actually do in month one, (2) lists required vs nice-to-have skills separately, (3) avoids corporate filler like 'fast-paced environment', and (4) includes a one-paragraph culture signal that will repel the wrong candidates."

Why it works: most JDs front-load company brag and bury the actual job. Flipping the structure attracts doers, not title collectors.

Prompt: The Inclusive Language Audit

"Review this job description for language that may discourage qualified candidates from applying: [paste JD]. Flag gendered terms, unnecessary degree requirements, and any phrasing that signals culture fit over competence. Suggest rewrites for each flagged item."

Why it works: research consistently shows that certain phrasing patterns suppress application rates from underrepresented groups.

Part 2: Screening Candidates

Prompt: Resume Signal Extractor

"Here is the job description: [paste]. Here is the resume: [paste]. Score the candidate on three dimensions — relevant experience (1-10), evidence of impact (1-10), and red flags (list any). Give an overall hire/no-hire recommendation with a one-paragraph rationale. Do not factor in name, school prestige, or company brand."

Why it works: forces structured evaluation and reduces halo effects from brand-name employers.

Prompt: Phone Screen Question Generator

"Based on this resume [paste] and this role [paste JD], generate 6 phone screen questions. Two should probe gaps or transitions in the resume. Two should test core job competencies. Two should assess motivation and culture fit. For each question, write one sentence explaining what a strong answer would demonstrate."

Part 3: Running the Interview

Prompt: Structured Interview Guide

"Create a structured interview guide for a [role] interview focused on [competency, e.g., 'stakeholder management']. Include: an opening behavioral question, two follow-up probes, a hypothetical scenario question, and a closing question that tests self-awareness. Use STAR format for the behavioral questions. Include a scoring rubric with what 1, 3, and 5 out of 5 looks like for each question."

Why it works: structured interviews with rubrics have 2x better predictive validity than unstructured ones. This prompt builds the structure in minutes.

Closing the Loop

Once you have your job description, screening process, and interview guide, the last step is ensuring the prompts you're running are high-quality. A poorly worded prompt gives you generic output that won't differentiate your hiring process.

Grade your recruiting prompts and get battle-tested templates for every hiring stage at http://143.198.136.81:8802 — free to use, no signup required.