Hiring & HR Operations
Streamline recruiting, onboarding, and people operations with AI.
Hiring & HR Operations
Hiring is one of the most high-stakes activities in any business. A bad hire costs 30-150% of their annual salary when you factor in recruiting costs, training time, lost productivity, and the disruption of eventually letting them go. AI helps you be more systematic, consistent, and thorough throughout the process -- from the job description to the 90-day review.
Use AI for the process, not the judgment. AI is a tool for creating consistent interview rubrics, generating thoughtful questions, and structuring evaluations. The final hiring decision must always be human -- AI can have biases from training data and cannot assess the intangibles that make someone a great fit for your specific team.
Writing Job Descriptions
Most job descriptions are terrible -- they are either wishlists or copy-pasted from competitors. AI helps you write ones that attract the right people:
"Write a job description for a [role] at [company type].
About us: [2-3 sentences about your company, culture, mission]
Role purpose: [why this role exists -- what problem does this person solve?]
Must-have skills: [non-negotiable requirements -- keep this list SHORT]
Nice-to-have: [bonus skills that aren't dealbreakers]
Compensation: [range]
Work arrangement: [remote/hybrid/onsite]
Write it in a way that:
- Clearly communicates what success looks like in the first 90 days
- Focuses on outcomes, not just activities
- Avoids gendered language or unnecessary requirements (no 'rock star' or '10 years required' for a mid-level role)
- Makes someone excited to apply, not intimidated
- Includes 3 reasons why someone would WANT this job"
Screening Resumes
"I'm hiring for [role]. Here are the key requirements:
- [Requirement 1]
- [Requirement 2]
- [Requirement 3]
Review this resume and provide:
1. Match score (1-10) for each requirement
2. Overall fit assessment
3. Strengths that stand out
4. Potential concerns or gaps
5. 3 specific questions to ask in the interview based on this resume
Resume: [paste resume text]"
Use AI as a screening assistant, not a decision-maker. AI can have biases from training data -- it may unconsciously favor certain schools, companies, or phrasing patterns. Always have humans make final hiring decisions, and be mindful of protected characteristics. Never paste identifiable information into public AI tools; use enterprise versions for HR workflows.
Interview Question Generation
"Generate interview questions for a [role] position. Include:
Technical/Skills (5 questions):
- Questions that test [specific skill] with real-world scenarios
Behavioral (5 questions):
- STAR format questions about [relevant competencies: leadership, conflict resolution, problem-solving]
Culture Fit (3 questions):
- Questions that reveal [your values: teamwork, ownership, creativity, etc.]
Red Flag Detectors (3 questions):
- Questions designed to surface concerning patterns like: blame-shifting, inability to learn from mistakes, or dishonesty
For each question, provide: what a great answer sounds like and what a red flag answer sounds like."
Interview Debrief
"Our interview panel just met with a candidate for [role]. Here are each interviewer's notes:
Interviewer 1 ([role]): [notes]
Interviewer 2 ([role]): [notes]
Interviewer 3 ([role]): [notes]
Synthesize these perspectives:
1. Where did all interviewers agree (positively or negatively)?
2. Where did interviewers disagree? What might explain the difference?
3. What gaps in our assessment should we address in a follow-up?
4. Overall recommendation: strong hire, hire, borderline, or pass?
5. If we hire, what should the 90-day onboarding focus on?"
Onboarding Plan
"Create a 30-60-90 day onboarding plan for a new [role] at [company type].
Week 1: Orientation & Setup
- Tools to set up: [list]
- People to meet: [list key relationships]
- Required reading/training: [list]
Week 2-4: Guided Ramp
- First real task assignments
- Shadow sessions with [team members]
- Weekly check-in structure
Month 2: Independent Contribution
- Expected deliverables
- Key metrics to hit
- Growing responsibility areas
Month 3: Full Speed
- Performance expectations
- Growth opportunities
- 90-day review criteria
Include a checklist the manager can use to track progress."
The "red flag detector" questions in interviews are the most revealing. Open-ended questions like "Tell me about a project that failed" expose how people handle adversity. Great candidates own their failures and explain what they learned. Red-flag candidates blame others and position themselves as victims of circumstance.
Performance Review Assistance
"Help me write a performance review for [name], who holds the [role] position.
Their accomplishments this quarter: [list]
Areas where they need improvement: [list]
Their goals from last review: [list with status]
Write a review that is:
- Specific (reference actual work and outcomes)
- Balanced (acknowledge strengths before discussing growth areas)
- Forward-looking (include 2-3 goals for next quarter)
- Fair (focus on behaviors and outcomes, not personality)
Use the SBI framework (Situation, Behavior, Impact) for both positive and constructive feedback."
Pro Tips
- 1Standardize your process -- AI helps you create consistent interview and evaluation rubrics
- 2Watch for bias -- AI can perpetuate biases; review all hiring outputs critically
- 3Document everything -- AI can help you maintain compliant records of hiring decisions
- 4Use AI for the process, not the judgment -- it's a tool to be more organized, not a replacement for human evaluation
- 5Protect candidate privacy -- don't paste identifiable information into public AI tools; use enterprise versions
Exercises
0/4Write a job description for a role you need to fill (or wish you could fill) using the template above. Then ask AI to critique it: "Review this job description. Is it inclusive? Does it focus on outcomes? Would a great candidate be excited to apply?"
Hint: The self-critique step often catches gendered language, unrealistic requirements, or uninspiring descriptions.
How much does a bad hire typically cost a company?
Generate interview questions for a role you hire for (or have been interviewed for). Do the "red flag detector" questions actually reveal useful information? Would you use them?
Hint: The best red flag questions are open-ended and don't have an obvious "right" answer. They reveal how someone thinks, not what they memorized.
What does the SBI framework stand for in performance reviews?