AI can dramatically accelerate recruiting workflows — from writing job descriptions to preparing interview questions — while also helping reduce bias in hiring processes.

Job Description Writing

First Draft

Write a job description for:

Role: [Job Title]
Department: [Department]
Team: [Brief team description]
Level: [IC2/Senior/Staff/Manager]
Location: [Remote/Hybrid/In-person, City]
Compensation: [$X-$Y + equity + benefits — include if you want to attract better candidates]

The ideal candidate:
[Brief description of who you're looking for]

Key responsibilities:
[List 5-7 main responsibilities]

Required qualifications:
[List must-haves]

Preferred qualifications:
[List nice-to-haves]

Write a compelling job description that:
- Opens with why this role is exciting (not company boilerplate)
- Uses inclusive language (gender-neutral, no unnecessary degree requirements)
- Is specific about the actual work, not vague about "opportunities"
- Lists a salary range (research shows this increases applicant quality and diversity)

Bias Audit

Review this job description for potential bias:

[paste job description]

Check for:
1. Gendered language (e.g., "aggressive", "ninja", "rock star")
2. Unnecessary requirements that screen out qualified candidates (e.g., degree requirements for roles where experience suffices)
3. Age bias indicators
4. Cultural fit language that could screen for similarity bias
5. Requirements that disproportionately screen out caregivers
6. Length — is it so long it discourages applications?

For each issue: explain the problem and suggest a rewrite.
Also rate the overall inclusivity: 1-10.

Candidate Screening

Resume Screening Criteria

Create a structured screening rubric for:

Role: [title]
Must-have criteria: [list 3-5]
Nice-to-have criteria: [list 3-5]
Red flags to watch for: [any disqualifying factors]

Create:
1. A 10-point scoring rubric (each must-have worth X points)
2. A standardized screening form to fill out for each candidate
3. 5 minimum bar questions to evaluate must-haves
4. Instructions for consistent scoring across reviewers

Application Review Prompts

For structured notes on candidates:

Review this candidate profile for the [Role] position:

Candidate info: [paste resume/LinkedIn or describe background]

Evaluate against these criteria:
1. [Must-have 1] — Evidence found:
2. [Must-have 2] — Evidence found:
3. [Must-have 3] — Evidence found:

Score 1-5 on each criterion.
Overall recommendation: Strong Yes / Yes / Maybe / No
Key questions to ask if advancing: [2-3 specific questions]

Interview Design

Structured Interview Template

Structured interviews (same questions for every candidate) significantly improve predictive validity:

Design a structured interview for [Role].

Interview type: [competency-based / technical / case / values]
Duration: [60 minutes]
Interviewers: [who's in the room]
Competencies to assess: [list 4-6 key competencies]

For each competency:
1. Behavioral question (Tell me about a time when...)
2. Follow-up probes (3 follow-up questions to dig deeper)
3. What a strong answer looks like (scoring guide)
4. What a weak answer looks like
5. Rating scale: 1-4

Also include:
- Opening question to warm up
- 3-5 "tell us about yourself" alternatives that are more informative
- Standard closing (what to tell every candidate about next steps)

Technical Interview Questions

Create a technical interview for a [Senior Backend Engineer / ML Engineer / Data Analyst]:

Level: [mid / senior / staff]
Stack we use: [list languages, frameworks, tools]
Key skills to assess: [list 4-5]

Generate:
1. 3-4 coding problems at appropriate difficulty (describe the problems, include what to look for)
2. 3-4 system design questions with evaluation criteria
3. 2-3 behavioral questions specific to technical work
4. 5 questions they'll ask us (and how to answer them well)

Format each problem with: the question, what skills it tests, what a strong answer looks like

Offer Letters and Communications

Offer Letter Template

Write an offer letter template for:

Company: [Name]
Role: [Title]
Level: [Level]
Start date: [flexible/specific]

Include sections for:
1. Welcome and enthusiasm
2. Role title, department, reporting structure
3. Compensation (salary, bonus, equity structure)
4. Benefits overview
5. Start date and location
6. Expiration (typically 5-7 business days)
7. How to accept
8. Legal language placeholder [to be reviewed by counsel]

Tone: Warm and professional. This should excite the candidate about joining.

Rejection Messages

Write a rejection email for a candidate who:
- Applied for [role]
- Made it to [stage]: [phone screen / first interview / final round]
- Was rejected because: [not the right fit / strong competition / on hold]

Requirements:
- Thank them for their time (briefly)
- Deliver the news clearly in the first 2 sentences
- Don't give false hope ("we'll keep your resume on file")
- Encourage them to apply in the future if genuinely appropriate
- Under 100 words

Tone: Respectful and direct. Not overly effusive.

Improving DEI in Hiring

Sourcing Diverse Candidates

I'm hiring for [role] and want to improve diversity in my applicant pool.

Current sourcing channels: [LinkedIn, referrals, job boards]
Roles typically attracted: [describe who typically applies]

Suggest:
1. Sourcing channels I'm likely missing
2. Professional communities and organizations to partner with
3. How to modify the job description to attract more diverse candidates
4. Messaging adjustments for different communities
5. Interview process changes that reduce bias for qualified candidates from non-traditional backgrounds

Blind Review Process

I want to implement blind resume screening to reduce bias.

Current process: [describe]
Team size: [how many people review resumes]
Role: [description]

Design a blind review process:
1. What information to redact from initial review
2. How to implement practically (tools, process)
3. How to score candidates consistently
4. When to de-blind the process
5. How to measure if it's working

Candidate Experience

Automated Status Update Templates

Create 5 automated email templates for:

1. Application received (confirmation)
2. Under review (after automatic screening)
3. Moving to next round
4. Scheduling an interview
5. Decision delayed (we need more time)

Each should:
- Be specific, not generic
- Set clear expectations for timing
- Be warm but brief
- Reflect [Company]'s voice: [describe tone]