AI Prompt Library

Career and Recruitment AI Prompts

Career prompts should clarify genuine experience, not manufacture it. Provide the job description, your actual work and the evidence behind each claim. Recruiters can use the same principle: define the role and assessment criteria before generating questions or scorecards.

Reviewed records appear first. Prompts labelled “Licensed source prompt” are public reference material that has not completed MetaCyberGuru editorial review.

A practical workflow

  1. Provide the real role or vacancy
  2. List evidence you can defend
  3. Tailor language without changing facts
  4. Check every claim before submission

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MetaCyberGuru reviewed
Create an interview practice plan for the role [JOB TITLE] using this job description: [JOB DESCRIPTION]. Identify the five most important competencies, explain what evidence a strong answer should contain, and write two practice questions per competency. Do not invent experience for the candidate. Add a scorecard that rewards specific evidence, clear reasoning and honest limits.

Customize: [JOB TITLE], [JOB DESCRIPTION]

MetaCyberGuru reviewed
Help me compare these career options: [OPTIONS]. My actual experience, constraints and priorities are [BACKGROUND]. Build a decision matrix using criteria I can verify, such as required skills, training time, location, working conditions and realistic entry routes. Do not invent salary figures or guarantee an outcome. Mark facts that need current job-market research, then suggest one low-cost experiment for testing each option.

Customize: [OPTIONS], [BACKGROUND]

MetaCyberGuru reviewed
Create an interview practice session for [JOB TITLE] at [COMPANY] focused on my experience in [INDUSTRY], skill in [SKILL] and verified accomplishment [ACCOMPLISHMENT]. Ask one question at a time, score my response for relevance, evidence and clarity, then suggest a stronger structure without changing the facts.

Customize: [JOB TITLE], [COMPANY], [INDUSTRY], [SKILL], [ACCOMPLISHMENT]

MetaCyberGuru reviewed
Help me prepare STAR-style interview answers using only my real work on [PROJECT A] and [PROJECT B]. Ask for the situation, responsibility, actions, evidence and outcome before drafting. Create concise answers for [JOB TITLE], mark missing facts and suggest follow-up questions. Do not invent metrics, responsibilities or success.

Customize: [PROJECT A], [PROJECT B], [JOB TITLE]

Licensed source prompt
As a [YOUR CURRENT ROLE/EXPERIENCE LEVEL] aspiring to advance my career in [SPECIFIC TECH FIELD/INDUSTRY], I'm seeking comprehensive, tailored guidance to prepare for technical interviews at [SPECIFIC COMPANIES OR TYPES OF COMPANIES]. Could you provide an in-depth, structured approach to mastering the technical concepts, problem-solving strategies, and coding skills typically assessed in these interviews? I'm particularly interested in: A curated list of essential topics and concepts I should focus on, given my background in [YOUR TECHNICAL BACKGROUND]. Detailed explanations of common algorithm and data structure problems, including step-by-step solution approaches and time/space complexity analyses. Practical advice on how to effectively communicate my problem-solving process during interviews, especially for [SPECIFIC TYPES OF QUESTIONS YOU FIND CHALLENGING]. Strategies for optimizing my limited preparation time, considering my current commitments as a [YOUR OCCUPATION]. Guidance on how to approach system design questions, particularly for [SPECIFIC SCALE OR TYPE OF SYSTEMS RELEVANT TO YOUR TARGET ROLES]. Tips for showcasing my [SPECIFIC SKILLS OR EXPERIENCES] during the interview process. Recommendations for mock interview resources or techniques to improve my performance under pressure. Insights into company-specific interview processes or question styles for [TARGET COMPANIES], if available. Additionally, I'd appreciate any advice on how to balance thorough interview preparation with my current professional responsibilities and personal life. Detailed, actionable strategies that I can integrate into my daily routine over the next [YOUR PREPARATION TIMEFRAME] would be immensely helpful. Please provide comprehensive responses for each area, including specific examples, practice problems, and resources where applicable. Your guidance will be crucial in helping me confidently approach these technical interviews and take the next step in my career.​

Customize: [YOUR CURRENT ROLE/EXPERIENCE LEVEL], [SPECIFIC TECH FIELD/INDUSTRY], [SPECIFIC COMPANIES OR TYPES OF COMPANIES], [YOUR TECHNICAL BACKGROUND], [SPECIFIC TYPES OF QUESTIONS YOU FIND CHALLENGING], [YOUR OCCUPATION], [SPECIFIC SCALE OR TYPE OF SYSTEMS RELEVANT TO YOUR TARGET ROLES], [SPECIFIC SKILLS OR EXPERIENCES]

Career and Recruitment

A Technical Recruiter.

Licensed source prompt
I want you to act as a Technical Recruiter. I am looking to hire a Full Stack Developer for my company, and I want you to source, screen, and select qualified candidates for the role. My first request is "Source and screen at least 10 potential candidates for the Full Stack Developer role, and present me with a shortlist of the top 3 candidates along with your recommendations."
Career and Recruitment

Act as a Career Counselor

Licensed source prompt
I want you to act as a career counselor. I will provide you with an individual looking for guidance in their professional life, and your task is to help them determine what careers they are most suited for based on their skills, interests and experience. You should also conduct research into the various options available, explain the job market trends in different industries and advice on which qualifications would be beneficial for pursuing particular fields. My first request is "I want to advise someone who wants to pursue a potential career in software engineering."
Career and Recruitment

Act as a Cover Letter

Licensed source prompt
In order to submit applications for jobs, I want to write a new cover letter. Please compose a cover letter describing my technical skills. I've been working with web technology for two years. I've worked as a frontend developer for 8 months. I've grown by employing some tools. These include [...Tech Stack], and so on. I wish to develop my full-stack development skills. I desire to lead a T-shaped existence. Can you write a cover letter for a job application about myself?

Customize: [...Tech Stack]

Career and Recruitment

Act as a Recruiter

Licensed source prompt
I want you to act as a recruiter. I will provide some information about job openings, and it will be your job to come up with strategies for sourcing qualified applicants. This could include reaching out to potential candidates through social media, networking events or even attending career fairs in order to find the best people for each role. My first request is "I need help improve my CV.”
Career and Recruitment

Act as a Talent Coach

Licensed source prompt
I want you to act as a Talent Coach for interviews. I will give you a job title and you'll suggest what should appear in a curriculum related to that title, as well as some questions the candidate should be able to answer. My first job title is "Software Engineer".
Career and Recruitment

Act as position Interviewer

Licensed source prompt
I want you to act as an interviewer. I will be the candidate and you will ask me the interview questions for the position position. I want you to only reply as the interviewer. Do not write all the conservation at once. I want you to only do the interview with me. Ask me the questions and wait for my answers. Do not write explanations. Ask me the questions one by one like an interviewer does and wait for my answers. My first sentence is "Hi"
As a recruiter for [Industry A], I'm seeking your guidance on how to create an engaging and informative job posting that accurately reflects the requirements and expectations of [Job Title] and appeals to qualified candidates. Please provide insights on the key elements to include and best practices for crafting an effective job posting.

Customize: [Industry A], [Job Title]

As a recruiter, I'm looking to develop a more data-driven approach to our recruitment efforts by tracking key metrics, such as [Metric A] and [Metric B]. Please provide me with guidance on how to select, measure, and analyze these metrics to inform our recruitment strategy and drive continuous improvement.

Customize: [Metric A], [Metric B]

As I gear up for a [Job Title] interview with [Company Name], I need your assistance in addressing potential questions on my [Strength A], [Weakness B], and my experience with [Challenge C]. Please help me create genuine and impactful answers that will showcase my adaptability and growth mindset to the interviewer.

Customize: [Job Title], [Company Name], [Strength A], [Weakness B], [Challenge C]

As I get ready for a [Job Title] interview with [Company Name], I'm seeking your advice on how to tackle questions related to my [Skill A], [Skill B], and my involvement in [Project C]. Please provide me with tips and examples that will help me present my experience and skills confidently and effectively during the interview.

Customize: [Job Title], [Company Name], [Skill A], [Skill B], [Project C]

As I strive to build a successful legal career, I'm seeking your guidance on the most effective networking strategies and professional development opportunities, such as [Event A] and [Event B], for connecting with other legal professionals and staying up-to-date on the latest trends and developments in [Legal Practice Area A] and [Legal Practice Area B].

Customize: [Event A], [Event B], [Legal Practice Area A], [Legal Practice Area B]

As I work on building a strong referral program for [Company Name], I'm looking for tips on how to incentivize and engage our current employees in referring high-quality candidates for [Job Title]. Please provide me with guidance on the key components of a successful referral program

Customize: [Company Name], [Job Title]

As I work on building a talent pipeline for [Company Name], I'm seeking your expertise on how to effectively nurture relationships with [Candidate Segment A] and [Candidate Segment B] to ensure a steady stream of qualified applicants for future job openings. Please provide me with strategies for engaging, nurturing, and maintaining connections with potential candidates.

Customize: [Company Name], [Candidate Segment A], [Candidate Segment B]

Career and Recruitment

Bio Update

Licensed source prompt
I need to update my bio on [platform name]. Here’s my current bio: [insert current bio]. Based on my concept of [your chosen concept], please rewrite this bio to be [specify number of words]. This will help ensure consistency and clarity across all my online profiles, making my presence more cohesive. Please consider the tone and style that fits my brand. The new bio should effectively communicate my key messages while aligning with my other social media and professional profiles. This consistency is crucial for maintaining a unified online presence. Thank you for assisting me with this update. Having a clear and consistent bio across platforms will help strengthen my brand and ensure my message is communicated effectively. I appreciate your help in maintaining a coherent and professional online identity.

Customize: [platform name], [insert current bio], [your chosen concept], [specify number of words]

Licensed source prompt
I want to A/B test my resume to better match the [title] role at [company]. To achieve this, I need to update my resume to emphasize the relevant skills mentioned in the job description [job description]. Here is my current resume [paste resume on a new line].Please suggest five significant edits for creating a new version of my resume. Explain your reasoning behind each edit to help me understand how these changes could improve my chances of being noticed for the [title] position.Feel free to include tips for optimizing the format, layout, or specific sections that could make my resume more appealing to hiring managers at [company]. Any additional insights on aligning my experience with the job requirements would be greatly appreciated.Thank you for your help.

Customize: [title], [company], [job description], [paste resume on a new line], [title], [company]

Licensed source prompt
I am in search of expert advice for building a compelling and results-driven resume for the position of [Job Title], accentuating my key skills, such as [Skill X] and [Skill Y], along with my valuable experiences [Experience A], [Experience B], and [Experience C]. Please help me create a resume that effectively showcases my accomplishments and potential, while also demonstrating my alignment with the company's needs and ambitions.

Customize: [Job Title], [Skill X], [Skill Y], [Experience A], [Experience B], [Experience C]

I am in search of expert advice for constructing a persuasive cover letter for the position of [Job Title] at [X Company]. I aim to highlight my primary skills, such as [Skill X] and [Skill Y], along with my significant experiences [Experience A], [Experience B], and [Experience C]. Furthermore, I wish to convey my genuine enthusiasm for the position and demonstrate how my background resonates with the company's ethos and goals. Please support me in writing a powerful cover letter that will differentiate me from other applicants.

Customize: [Job Title], [X Company], [Skill X], [Skill Y], [Experience A], [Experience B], [Experience C]

I am looking for expert assistance in designing an eye-catching and persuasive resume for the role of [Job Title], emphasizing my core skills, specifically [Skill X] and [Skill Y], and my pertinent experiences, including [Experience A], [Experience B], and [Experience C]. Please support me in crafting a resume that effectively communicates my unique strengths and experiences, while also demonstrating my potential to thrive in the desired position and contribute to the organization's success.

Customize: [Job Title], [Skill X], [Skill Y], [Experience A], [Experience B], [Experience C]

I am looking for expert assistance in putting together a creative and convincing cover letter for a [Job Title] position at [X Company]. I want to accentuate my core skills, specifically [Skill X] and [Skill Y], and my valuable experiences, including [Experience A], [Experience B], and [Experience C]. In addition, I aim to convey my authentic passion for the role and illustrate how my background aligns with the company's values and aspirations. Please help me compose a remarkable cover letter that will make me stand out in the applicant pool.

Customize: [Job Title], [X Company], [Skill X], [Skill Y], [Experience A], [Experience B], [Experience C]