According to 2026 research, 70% of job seekers rely on generative AI tools during the application process. It’s being used for everything from resumes and cover letters to interview prep and company research—which is great, until it’s not.
Let me explain.
At J2, we’re all for AI. Used well, it can help people work smarter, learn faster, and improve efficiency across all kinds of professional tasks.
The problem is that many people are using AI to communicate in place of their own perspective, personality, and judgment. What sounds like a cleverly written cover letter with catchy language, grammatically accurate structure, and conversational phrasing comes across as generic. And it’s not just cover letters. The exact same thing is happening to resumes, follow-up emails, LinkedIn outreach, and networking messages.
When you rely too heavily on any AI tool, whatever you’re trying to communicate ends up sounding less like a person and more like a template.
Striking the Right Balance: The DOs and DON’Ts
That doesn’t mean AI is bad for your job search. Far from it. It’s about how you use it. Below are some creative ways to tap into the power of AI—and the traps to avoid.
Do: Use AI to identify patterns in your experience
Upload your background and ask:
- What underlying themes tie my career history together?
- What strengths am I consistently demonstrating?
- What kinds of roles does this background align with?
A lot of candidates (and people in general) struggle to articulate their own value because they are simply too close to it. AI is excellent at zooming out and surfacing the overarching narrative you might be missing.
Don’t: Let AI do the writing for you
The more AI-generated your communication becomes, the more generic it starts to sound. Use it as a starting point, then rework it with your own voice.
Employers and recruiters are reading dozens of resumes, cover letters, and LinkedIn messages. Repetitive phrasing and overly articulate language stand out immediately to the trained eye (not in a good way).
Do: Use AI to pressure-test your resume and cover letter
Prior to sending anything out, you want to find the gaps in your materials before a hiring manager or recruiter does. Ask AI things like:
- What questions would a recruiter or hiring manager immediately ask after reading this?
- Which claims would need stronger proof or examples?
- Where would someone want more detail?
- What parts sound stronger on paper than they might in conversation?
If AI helped you draft your materials (the operative word being “helped”), you can even paste the content back into it and ask whether it sounds like AI wrote it.
Don’t: Use AI-generated language you wouldn’t naturally say yourself
Read aloud any AI-crafted response. If it doesn’t sound like you, change it. If it sounds good but you don’t 100% understand it, don’t use it. AI-generated content should be a reflection of you, not a replacement.
Do: Use AI to identify where your communications sound forgettable
Again, it’s about not falling into that sea of sameness. Ask your AI tool:
- Which parts of this piece of content sound generic?
- What could 100 other applicants say about themselves?
- What statements sound good but don’t really say anything?
AI is surprisingly good at spotting repetitive language patterns, even if it is the one that put them there to begin with.
Don’t: Trust AI more than you trust yourself
AI has access to massive amounts of information and pattern recognition, but it can’t replace your instincts, lived experience, judgment, or ability to read nuance. Your individuality is your superpower. That was true before AI, and it’s still true now.
Let’s Connect
Want to talk more about how you can use AI to advance your career? We’re here to listen and brainstorm ideas. We’ve seen what works, what doesn’t, and what’s getting traction in the market today.
https://www.statista.com/chart/35807/ai-use-job-application-process/