Quick answer: What are the best AI skills for HR teams and recruiters?
- Inclusive job description — a clear, inclusive job description with real must-haves, outcomes and salary range placeholder.
- Structured interview kit — an interview kit with competencies, behavioural questions, follow-ups and a scoring guide.
- Interview scorecard — a scorecard turning interview notes into evidence per competency, with a hire / no-hire rationale.
- Offer letter drafter — a complete offer letter from your terms, with every variable highlighted for checking.
- All 12 — free, with the exact text to paste.
Key takeaways
- A skill is a prompt with a job description: the input it expects, the steps, the reply format and the rules it must not break.
- Installing takes one paste; keeping a skill means saving it in a Project, Gem, custom GPT or as a Claude Skill (SKILL.md).
- Before you paste: never paste CVs with personal details you don't need, and never let AI score or reject candidates. Under the EU AI Act, AI that ranks candidates is high-risk.
These 12 skills help recruiters and HR teams write fairer, faster: job descriptions that screen for skills not pedigree, structured interview kits and scorecards, onboarding plans, performance review drafts and plain-English policy explainers. They are built to support decisions people make, never to rank or reject candidates on their own. About 9% of HR job postings already mention AI, and companies increasingly use AI for drafting and knowledge work in people functions. The EU AI Act treats AI used to rank or filter candidates as high-risk, which is why these skills draft and structure rather than decide. 123
To use a skill, paste its install text as the first message of a new chat in ChatGPT, Claude, Gemini or Copilot, then send what it asks for. To keep one, save it in a Project, Gem or custom GPT — the install guide shows where in each assistant. Every skill follows the open Agent Skills format 4, so it also works as a SKILL.md file.
Before you paste: never paste CVs with personal details you don't need, and never let AI score or reject candidates. Under the EU AI Act, AI that ranks candidates is high-risk.

Inclusive job description
For: Recruiter / hiring manager · Problem it solves: Job descriptions list a wish list of requirements and put off strong, diverse candidates.
Outcome preview
- You paste: Draft: 'Rockstar ninja developer, 8+ years, top-tier college, must thrive under pressure'
- You get: Title: Senior Backend Engineer (Payments)
- Must-have: shipped and run a production API handling payments or money movement.
- Removed: 'rockstar ninja' (exclusionary), 'top-tier college' (not job-related).
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send the role, team, the work they'll do in the first year and your current draft if you have one.
# Skill: Inclusive job description
You are running the "Inclusive job description" skill for me. I work as: Recruiter / hiring manager. What I need from you: a clear, inclusive job description with real must-haves, outcomes and salary range placeholder.
## When I send you the role, team, the work they'll do in the first year and my current draft if I have one
1. Open with what the person will achieve, not a company essay.
2. Cut requirements to true must-haves and move the rest to nice-to-haves.
3. Remove gendered, exclusionary and jargon terms.
4. Add salary range, location, flexibility and the hiring process.
## Reply in this format
- Title
- About the role
- What you'll do (first 12 months)
- Must-haves (≤ 5)
- Nice-to-haves
- Pay and benefits
- Hiring process
- Changes made and why
## Rules
- Don't require degrees or years of experience unless truly necessary.
- Leave salary as a placeholder if not given — never invent it.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send the role, team, the work they'll do in the first year and my current draft if I have one.
Immediate result: A clear, inclusive job description with real must-haves, outcomes and salary range placeholder. Copy it or download SKILL.md
Structured interview kit
For: Hiring manager / recruiter · Problem it solves: Unstructured interviews are inconsistent and predict job performance poorly.
Outcome preview
- You paste: Customer success manager: ownership, empathy, commercial sense
- You get: Ownership: 'Tell me about a customer problem nobody owned. What did you do?'
- Probe: 'What happened in the end? What would you do differently?'
- Strong (5): names the action they took, the outcome and what they changed afterwards.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send the job description and the three to five competencies that matter most.
# Skill: Structured interview kit
You are running the "Structured interview kit" skill for me. I work as: Hiring manager / recruiter. What I need from you: an interview kit with competencies, behavioural questions, follow-ups and a scoring guide.
## When I send you the job description and the three to five competencies that matter most
1. Write two behavioural questions per competency.
2. Add follow-up probes.
3. Write a 1–5 scoring guide with what weak, good and strong answers sound like.
4. Split questions across interviewers.
## Reply in this format
- Competencies
- Questions with probes
- Scoring guide
- Interviewer split
- Legal reminders (questions to avoid)
## Rules
- No questions about age, marital status, religion, caste, pregnancy or other protected characteristics.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send the job description and the three to five competencies that matter most.
Immediate result: An interview kit with competencies, behavioural questions, follow-ups and a scoring guide. Copy it or download SKILL.md
Interview scorecard
For: Hiring manager · Problem it solves: Interview feedback is a vague 'good vibe', which makes decisions biased and hard to defend.
Outcome preview
- You paste: Notes from a 45-minute interview for a data analyst
- You get: SQL: 4 — wrote a correct window function, explained it clearly.
- Stakeholder management: no evidence — ask in the next round.
- Summary: strong technically; communication evidence is thin.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send your interview notes and the competencies and scoring guide.
# Skill: Interview scorecard
You are running the "Interview scorecard" skill for me. I work as: Hiring manager. What I need from you: a scorecard turning interview notes into evidence per competency, with a hire / no-hire rationale.
## When I send you my interview notes and the competencies and scoring guide
1. Map notes to competencies.
2. Quote the evidence for each score.
3. Flag competencies with no evidence.
4. Write a summary rationale, not a decision.
## Reply in this format
- Competency table: score, evidence
- Gaps (no evidence)
- Summary for the debrief
## Rules
- The hiring decision is made by people in the debrief; this only organises evidence.
- Ignore anything about appearance, accent or personal life.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send my interview notes and the competencies and scoring guide.
Immediate result: A scorecard turning interview notes into evidence per competency, with a hire / no-hire rationale. Copy it or download SKILL.md
Offer letter drafter
For: HR / people operations · Problem it solves: Offer letters are copied from old ones and contain wrong terms.
Outcome preview
- You paste: Product designer, start 1 Dec, ₹24 lakh CTC, 3-month probation, 60-day notice, Bengaluru, hybrid
- You get: 'We're delighted to offer you the role of Product Designer at [Company]…'
- Compensation: ₹24,00,000 per year (CTC) — breakdown in Annexure A
- Variables: [start date], [reporting manager], [joining bonus — none?]
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send candidate name placeholder, role, start date, pay, benefits, probation, notice period and location.
# Skill: Offer letter drafter
You are running the "Offer letter drafter" skill for me. I work as: HR / people operations. What I need from you: a complete offer letter from my terms, with every variable highlighted for checking.
## When I send you candidate name placeholder, role, start date, pay, benefits, probation, notice period and location
1. Draft a warm opening and the key terms.
2. Lay out pay as a CTC breakdown or salary table.
3. Include conditions (background check, documents) and acceptance steps.
4. Highlight every variable in [brackets] for checking.
## Reply in this format
- Offer letter
- Variables to check
- Attachments to include
## Rules
- Use only the terms provided.
- Recommend legal review for country-specific clauses.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send candidate name placeholder, role, start date, pay, benefits, probation, notice period and location.
Immediate result: A complete offer letter from your terms, with every variable highlighted for checking. Copy it or download SKILL.md
30-60-90 onboarding plan
For: Hiring manager / HR · Problem it solves: New hires spend their first weeks waiting for access and guessing what success looks like.
Outcome preview
- You paste: New sales manager joining a 6-person team, CRM: HubSpot
- You get: Before day 1: HubSpot, email and Slack access; laptop shipped.
- Days 1–30: shadow 10 calls, review every open deal, meet each rep 1:1.
- Day 90 success: owns the forecast and the weekly pipeline review.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send the role, team, tools and what success looks like at 90 days.
# Skill: 30-60-90 onboarding plan
You are running the "30-60-90 onboarding plan" skill for me. I work as: Hiring manager / HR. What I need from you: a 30-60-90 day plan with goals, people to meet, training and check-ins.
## When I send you the role, team, tools and what success looks like at 90 days
1. Set a goal for each phase: learn, contribute, own.
2. List first-week logistics and access.
3. List people to meet and why.
4. Schedule check-ins with questions.
## Reply in this format
- Before day 1
- Days 1–30
- Days 31–60
- Days 61–90
- People to meet
- Check-in questions
## Rules
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send the role, team, tools and what success looks like at 90 days.
Immediate result: A 30-60-90 day plan with goals, people to meet, training and check-ins. Copy it or download SKILL.md
Performance review writer
For: People manager · Problem it solves: Reviews are vague or recency-biased, and the feedback isn't actionable.
Outcome preview
- You paste: Notes: shipped search revamp, mentored 2 juniors, missed 3 deadlines in Q2, 'too quiet in meetings'
- You get: Strength: led the search revamp; search exits fell after launch (add the exact figure).
- Growth: three Q2 deadlines slipped without early warning — flag risk at the first sign.
- Reframe: 'too quiet' → 'share your analysis in design reviews; it's valuable'.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send your notes on the person's work across the period, their goals and any peer feedback.
# Skill: Performance review writer
You are running the "Performance review writer" skill for me. I work as: People manager. What I need from you: a balanced review with specific examples, impact, growth areas and goals for next period.
## When I send you my notes on the person's work across the period, their goals and any peer feedback
1. Organise notes by goal and competency.
2. Write strengths with specific examples and impact (SBI: situation, behaviour, impact).
3. Write one or two growth areas with a concrete suggestion.
4. Propose goals for next period.
## Reply in this format
- Summary
- Strengths (with examples)
- Growth areas
- Goals for next period
- Words to avoid
## Rules
- Only use examples from the notes.
- Avoid personality labels ('abrasive', 'emotional'); describe behaviour.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send my notes on the person's work across the period, their goals and any peer feedback.
Immediate result: A balanced review with specific examples, impact, growth areas and goals for next period. Copy it or download SKILL.md
HR policy explainer
For: HR business partner · Problem it solves: Employees don't read long policy documents and ask HR the same questions.
Outcome preview
- You paste: Leave policy, 6 pages: earned leave, sick leave, carry forward, encashment
- You get: In short: 18 earned leave days a year, up to 30 can carry forward, the rest is encashed in April.
- FAQ: 'Can I take sick leave for a child's illness?' — Yes, up to 3 days (clause 5.3).
- Unclear: clause 4 says 'working days', clause 7 says 'days'.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send the policy document text.
# Skill: HR policy explainer
You are running the "HR policy explainer" skill for me. I work as: HR business partner. What I need from you: a plain-English summary of a policy with an FAQ and examples employees can understand.
## When I send you the policy document text
1. Summarise the policy in five bullet points.
2. Write ten FAQs with answers quoting the relevant clause.
3. Give two worked examples.
4. Flag unclear or contradictory clauses.
## Reply in this format
- In short
- FAQs
- Examples
- Unclear clauses for HR to fix
## Rules
- Never add entitlements that aren't in the policy.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send the policy document text.
Immediate result: A plain-English summary of a policy with an FAQ and examples employees can understand. Copy it or download SKILL.md
Exit interview analysis
For: HR / people analytics · Problem it solves: Exit interview notes are filed away, so the reasons people leave never change.
Outcome preview
- You paste: 34 exit interviews from the last 12 months
- You get: Growth: 15 of 34 — 'I didn't know what it took to get promoted.'
- Engineering, tenure 1–2 years: highest attrition.
- Action: publish promotion criteria by level (structural).
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send exit interview notes or survey answers (anonymised), with team and tenure if available.
# Skill: Exit interview analysis
You are running the "Exit interview analysis" skill for me. I work as: HR / people analytics. What I need from you: themes behind attrition with counts, quotes, the teams affected and actions to take.
## When I send you exit interview notes or survey answers (anonymised), with team and tenure if available
1. Code reasons for leaving (pay, manager, growth, workload, flexibility, culture).
2. Count themes overall and by team and tenure.
3. Pick representative quotes.
4. Recommend actions, separating quick fixes from structural ones.
## Reply in this format
- Theme table
- By team / tenure
- Quotes
- Actions
## Rules
- Don't identify individuals; suppress groups smaller than five.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send exit interview notes or survey answers (anonymised), with team and tenure if available.
Immediate result: Themes behind attrition with counts, quotes, the teams affected and actions to take. Copy it or download SKILL.md
Engagement survey builder
For: HR / people operations · Problem it solves: Surveys ask leading questions and produce data nobody can act on.
Outcome preview
- You paste: 80-person company, want to understand manager quality and workload
- You get: 'My manager gives me useful feedback at least once a month.' (1–5)
- Avoid: 'Do you agree your manager is supportive and fair?' (two questions in one)
- Anonymity: no results for groups under 5.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send what you want to learn and the team size.
# Skill: Engagement survey builder
You are running the "Engagement survey builder" skill for me. I work as: HR / people operations. What I need from you: a short, neutral engagement survey with scales, open questions and an analysis plan.
## When I send you what I want to learn and the team size
1. Write 12–15 neutral questions on a 5-point agreement scale.
2. Add two open-ended questions.
3. Group questions by theme.
4. Plan anonymity thresholds and how results will be shared.
## Reply in this format
- Survey questions by theme
- Open questions
- Anonymity rules
- Analysis plan
- Communication to staff
## Rules
- No double-barrelled or leading questions.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send what I want to learn and the team size.
Immediate result: A short, neutral engagement survey with scales, open questions and an analysis plan. Copy it or download SKILL.md
Training needs analysis
For: L&D specialist · Problem it solves: Training budgets get spent on popular courses rather than the skills gaps that matter.
Outcome preview
- You paste: Support team of 20: product knowledge, de-escalation, written English, tool use
- You get: De-escalation: required 4, average 2.3, 14 people → priority 1
- Format: role-play workshops + call reviews (not e-learning)
- Measure: escalation rate and CSAT on angry-customer tickets.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send roles, the skills each needs, current skill levels (self-ratings or manager ratings) and business goals.
# Skill: Training needs analysis
You are running the "Training needs analysis" skill for me. I work as: L&D specialist. What I need from you: a skills gap analysis by role with priority training and how to measure impact.
## When I send you roles, the skills each needs, current skill levels (self-ratings or manager ratings) and business goals
1. Compare required vs current levels per skill.
2. Prioritise gaps by business impact and number of people.
3. Recommend the training format for each (course, coaching, practice).
4. Define how to measure improvement.
## Reply in this format
- Gap table: role, skill, required, current, gap, people
- Priorities
- Training plan
- Impact measures
## Rules
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send roles, the skills each needs, current skill levels (self-ratings or manager ratings) and business goals.
Immediate result: A skills gap analysis by role with priority training and how to measure impact. Copy it or download SKILL.md
People announcement writer
For: HR / internal comms · Problem it solves: Announcements about policy changes, reorganisations or benefits cause confusion or anxiety.
Outcome preview
- You paste: Moving from 5 office days to 3 (Tue–Thu) from 1 January
- You get: Subject: From January: three office days a week (Tue–Thu)
- What's changing: from 1 January, we'll be in the office Tuesday to Thursday.
- FAQ: 'Can I still come in on Mondays?' — Yes, the office stays open.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send what's changing, why, when it takes effect and who's affected.
# Skill: People announcement writer
You are running the "People announcement writer" skill for me. I work as: HR / internal comms. What I need from you: a clear announcement that says what's changing, why, when, what it means for each group and where to ask.
## When I send you what's changing, why, when it takes effect and who's affected
1. Lead with what's changing and when.
2. Explain why in two sentences.
3. Spell out what it means for each affected group.
4. End with where to ask questions and an FAQ.
## Reply in this format
- Subject line
- Announcement
- What it means for you (by group)
- FAQ
- Manager talking points
## Rules
- No spin; say plainly if something is a reduction.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send what's changing, why, when it takes effect and who's affected.
Immediate result: A clear announcement that says what's changing, why, when, what it means for each group and where to ask. Copy it or download SKILL.md
Pay band builder
For: HR / compensation · Problem it solves: Pay is set deal by deal, creating unfair gaps between people in the same role.
Outcome preview
- You paste: Levels L1–L4 for engineers, market median data from our survey, target 60th percentile
- You get: L2: min ₹14.4 lakh · mid ₹18 lakh · max ₹21.6 lakh (±20% around the 60th percentile)
- 2 of 9 L2 engineers are below the minimum.
- Review: the gap between two L3 salaries of ₹6 lakh — check it has a job-related reason.
Install: add it to your assistant in one tap, or copy the text below as your first message in any AI assistant — then send your levels, current salaries by level (anonymised) and market data you have (survey, published ranges).
# Skill: Pay band builder
You are running the "Pay band builder" skill for me. I work as: HR / compensation. What I need from you: pay bands by level with min, midpoint and max, built from the market data I provide.
## When I send you my levels, current salaries by level (anonymised) and market data I have (survey, published ranges)
1. Set a midpoint per level from the market data and your target percentile.
2. Build bands with a stated spread (e.g. ±20%).
3. Show where current salaries fall in the bands.
4. Flag people below the band minimum and any gaps that look unexplained.
## Reply in this format
- Band table: level, min, mid, max
- Method
- Current salaries vs bands
- Flags to review
## Rules
- Use only market data the user provides; never invent salary benchmarks.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.
Confirm you're ready in one line, then wait for me to send my levels, current salaries by level (anonymised) and market data I have (survey, published ranges).
Immediate result: Pay bands by level with min, midpoint and max, built from the market data you provide. Copy it or download SKILL.md
Prove your skills
Want proof you can do this work? These free tests check the skills on this page, and each has a career guide for the role: how hiring works, what it pays and how to prepare.

AI for HR Professionals Certification
Free 10-minute test, certificate on the spot. Read the career guide
Talent Acquisition and Recruitment Certification
Free 10-minute test, certificate on the spot. Read the career guide
Interviewing and Candidate Evaluation Certification
Free 15-minute test, certificate on the spot. Read the career guide
More AI skills for related jobs
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- 10 AI skills for legal and compliance teams
- 10 AI skills for job seekers
- All 200 AI skills, by job — how skills work and the full series
Frequently asked questions
What are the best AI skills for HR teams and recruiters?
Start with inclusive job description, structured interview kit and interview scorecard: they cover the most common hr & recruiting tasks people bring to AI assistants. All 12 skills on this page are free and work in ChatGPT, Claude, Gemini and Copilot.
How do I install an AI skill in ChatGPT, Claude or Gemini?
Copy the skill, paste it as the first message of a new chat and send your input — that works everywhere. To keep a skill, paste it into a ChatGPT Project or custom GPT's instructions, a Claude Project's instructions or a Gemini Gem. In Claude you can also upload the SKILL.md file as a Claude Skill.
What is the difference between a prompt and a skill?
A prompt is a one-off request. A skill is a reusable job description for the assistant: what input to expect, the steps to follow, the exact reply format and the rules it must not break, such as never inventing facts. That structure is why a skill gives the same quality of result every time you use it.
Are these AI skills free?
Yes. All 200 skills are free to copy, use and adapt, with no sign-up. They work in the free tiers of ChatGPT, Claude, Gemini and Copilot, though longer inputs such as contracts or large data samples work better in paid plans with bigger context windows.
Is it safe to paste work data into these skills?
Treat any AI tool as an outside service. Remove names, contact details, patient or customer identifiers, passwords and anything your employer's AI policy forbids before you paste. Each category page lists what to leave out, and several skills — legal, healthcare and HR — are built to work with placeholders.
Sources
- Indeed Hiring Lab — January 2026 labor market update: jobs mentioning AI are growing
- McKinsey — The state of AI in 2025: Agents, innovation and transformation
- Gibson Dunn — EU AI Act Omnibus agreement: postponed high-risk deadlines (May 2026)
- Agent Skills — open specification (agentskills.io, December 2025)
- Checked October 28, 2026. Figures that change — fees, salaries, prices — are reviewed every six months; if something is out of date, tell us.
Where to go from here
- All 200 AI skills, by job — how skills work, and every job in the series
- AI for HR Professionals Certification — free test that proves these skills
- HR & recruiting skills in the library — copy in one click or download SKILL.md
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