Why Use AI?
AI has become a powerful companion in the job search, helping you think more clearly, draft more effectively, and prepare more efficiently. In particular, generative AI, a type of artificial intelligence that creates new content such as text, images, or ideas based on patterns it has learned from large amounts of data, can assist with everything from brainstorming bullet points to practicing interview responses.
With AI now embedded in nearly every stage of the career journey, this is your opportunity to use it thoughtfully and strategically. Many students are already turning to AI tools, but few are leveraging their full potential. If you’re not using these tools yet, you may be at a competitive disadvantage. And if you are, this resource will help you elevate and refine your approach.
National benchmarking from the Career Services Employment Association (CSEA) shows that the top three ways students overwhelmingly use AI for career support:

86%
Resume Writing

66%
Cover Letters

63%
Interview Prep
Explore CMC-curated prompts, tools, and guidance designed to help you work smarter, strengthen your materials, and stand out at every stage of your career journey.
NOTE: The Rady Career Management Center recognizes the value of generative AI, such as ChatGPT, as a supplementary tool for students’ career journeys and encourages students to explore ways it may be useful. While generative AI has potential, it cannot replace personalized guidance, real-world insights, and holistic career planning, making career center engagement crucial for comprehensive and tailored career development.
How to Use AI Effectively

Define the task, audience, tone, constraints, and what “good” looks like. Provide real materials (job description, resume bullets, notes) so AI stays grounded.

Ask for multiple versions, then refine with follow-up prompts. When you like a draft, ask AI to critique it and improve the strongest option.

Use the best tool for the job: drafting, formatting, analysis, or research. Pick UCSD-supported tools when needed and match the tool to the task.

Never fabricate experience, outcomes, credentials, or metrics. Follow employer instructions and protect private/confidential information.

Pressure-test the output (what’s wrong, what’s missing, what would a recruiter question?). Fact-check key claims with credible sources, then finalize in your voice and log what changed.
Responsible and Ethical Use
| Follow Employer Guidelines: Some assessments prohibit AI assistance. Always respect instructions. |
| Protect Confidential Data: Redact names, companies, project details, and anything covered by NDAs. |
| Avoid Hallucinations: Verify facts by checking multiple independent sources. |
| Know the Legal Landscape: NYC and EU laws regulate certain AI-assisted hiring tools and require transparency in some assessments. |
| Use AI to Support, Not Replace, Your Authentic Voice: Your story, your decisions, your career. |
Prompt Library

This prompt library translates the Rady Career Management Model into a set of practical, ready-to-use AI prompts that mirror how we approach career advising. The prompts are organized to support each stage of the model, from Ideation & Planning and Discovery through Market Testing, Product Design, and Launch, helping students move from self-assessment and exploration to concrete career decisions, polished materials, and offer evaluation. Each prompt is designed to generate structured, actionable output while reinforcing intentional reflection and informed decision-making.
To use the library effectively, students should copy and paste their Rady-approved resume into your preferred AI model first, then paste the selected prompt. This allows the responses to be tailored to their background, program, goals, and constraints (such as location or visa considerations) without requiring repetitive manual inputs. The prompts are meant to complement, not replace, career coaching, and they intentionally point students back to relevant Rady and UC San Diego career resources at each stage of the process.
The prompts included here are starting points, not an exhaustive list. Students are encouraged to adapt, refine, and build upon them to align with their specific goals, industries, and career questions.
Ideation & Planning: Career Exploration and Self-Assessment
1. Self-Assessment
2. Skills & competency gap analysis
3. Values, motivators, and work style
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. 6–12 month career roadmap
2. Weekly execution plan
3. Risk and contingency planning
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Compare career paths with a decision matrix
2. Scenario planning: short, medium, long term
3. Deciding whether to pivot or double down
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
Discovery: Market Research
1. Deep-dive industry overview
2. Compare 2–3 industries
3. Industry-specific language & talking points
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Target company brief
2. Company fit analysis
3. Compare multiple target companies
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Role deep dive
2. Pathways into a role
3. Role fit check
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
Market Testing: Personal Narrative and Networking
1. Career story draft
2. STAR story bank
3. Narrative stress test
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Cold outreach message drafting
2. Networking strategy for a term/quarter
3. Follow-up messages
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Question list tailored to person + role
2. Practice script for informational interviews
3. Extract insights & next steps
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
Product Design: Resumes and Cover Letters
⭐ VMock’s Resume module is a sophisticated AI feedback system that analyzes your resume in real-time, offering personalized suggestions on how to improve content, structure, and impact. Their optimizer tool also allows you to tailor your resume to specific job descriptions, improving your chances of getting past Applicant Tracking Systems and catching a recruiter’s attention.
1. Cover letter from scratch
2. Improve an existing cover letter
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. LinkedIn headline & About section
2. Profile optimization checklist
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Personal positioning statement
2. Content / thought leadership plan
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
Launch: Interview Prep and Salary Negotiation
⭐ VMock’s AI Interview Prep helps you practice, refine, and perfect your interview skills. With role-specific simulations, tailored feedback, and tools to sharpen your introduction, you’ll feel confident walking into interviews. Click here to learn more.
1. Behavioral interview prep pack
2. Job description–specific prep
3. Mock interview simulation
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Compare multiple offers
2. Single offer evaluation
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
1. Negotiation strategy
2. Negotiation email or script
3. Decide when NOT to negotiate (or how hard)
Tip: Click inside the box, then press Ctrl/Cmd + A → Ctrl/Cmd + C.
How the CMC Uses AI
At the Career Management Center (CMC), we thoughtfully integrate AI to enhance your career development experience. Through curated AI tools, prompts, and resources, we help you work smarter across key career stages, such as crafting stronger resumes and cover letters, preparing for interviews, and exploring career paths. These AI-supported strategies are designed to boost efficiency and insight while keeping your goals and individual strengths at the center of your journey.
Use the left and right arrows on the testimonial to learn more about how the CMC uses AI across different areas of career development. ➡️
Thought Leaders of AI

Jeremy Schifeling
AI career strategist and former LinkedIn insider who helps professionals and students use AI tools to accelerate job searches and career growth.

Sandra Peterson
A proud UC San Diego alumna and early AI innovator, Sandra leverages leadership experience at Apple and NVIDIA to help small and mid-sized businesses turn AI into practical, ROI-driven results through Sandstone Partners.

Ethan Mollick
Wharton professor and leading voice on AI at work and in education, known for translating cutting-edge AI research into clear, practical insights.











