AI has transformed the job search process in ways that were hard to predict two years ago. It can analyse a job description and tailor your resume in 60 seconds. It can generate a compelling cover letter from a prompt. It can run a mock interview and provide coaching feedback on your answers.

Used well, AI gives every job seeker capabilities that were previously available only to those who could afford career coaches and professional resume writers. Used poorly, it produces generic outputs that experienced hiring managers spot immediately.

Here's how to use AI to your advantage without falling into the shortcut trap.

Where AI Genuinely Helps

Resume tailoring: Paste a job description and your current resume into an LLM and ask it to identify gaps, suggest language that mirrors the job posting, and flag which of your experiences are most relevant to this specific role. This is time-consuming to do manually and AI does it extremely well.

Cover letter drafting: Use AI to create a first draft. Provide it with the job description, your key accomplishments, and one or two specific reasons you're interested in this company. Then rewrite the draft in your own voice — adjust the phrasing to sound like you, add a specific anecdote, and remove anything that feels generic.

Interview preparation: AI is an exceptional interview coach. Feed it the job description and ask it to generate likely behavioural questions. Practice your answers out loud, then paste your responses back and ask for feedback on structure, clarity, and conciseness.

Salary research: Ask AI to synthesise compensation data for a specific role, seniority level, and location from public sources. Cross-reference with CareerVault salary data for accuracy.

Where AI Falls Short — And Can Hurt You

Generic language: AI defaults to safe, professional-sounding language that ends up sounding like everyone else. Hiring managers have read thousands of cover letters that begin "I am writing to express my interest in..." — AI produces this by default. Rewrite aggressively.

Factual errors: AI sometimes introduces subtly incorrect details, especially around company-specific information. Always fact-check anything about a specific company before submitting.

Missing your voice: The most compelling application materials have a distinct voice — a perspective, a personality, a specific story. AI can't replicate your voice; it can only approximate professional language. The candidates who stand out are those who use AI's structure and then inject their actual self into it.

The Right Mental Model

Think of AI as a research assistant and first-draft generator, not a final-draft producer. It does the time-consuming groundwork. You do the thinking, the storytelling, and the editing. That combination — AI's efficiency plus your authenticity — is what consistently wins.

The job seekers who will struggle are those at either extreme: those who ignore AI entirely (competitive disadvantage) and those who submit AI output unchanged (indistinguishable from the noise). The ones in the middle — using AI thoughtfully — are winning.