Somewhere right now, someone has connected an AI to a job board and is applying every 90 seconds. Their resume matches every job ad perfectly. That’s the problem. So does everyone else’s.

Hiring managers can tell. The sentences sound like the job ad because they are the job ad, reshuffled. After the tenth one that morning, they stop reading.

AI can still help you get hired. Give it a different job: research the company, find the right person, and help you build proof. Here are the four moves I’d use, each with a prompt you can copy into Claude or ChatGPT.

Before you start

Use public information only. Don’t invent contacts or company facts, and don’t send work you couldn’t explain in an interview. AI can help you build it; your judgment still has to be visible.

First: Pick 3 Companies, Not 300

Every move in this guide takes about an hour per company. That’s the point. Nobody spending 90 seconds per application will match it.

Pick three jobs you would honestly be happy to get. If you can’t name three, fix that before you write anything.

Move 1: Bring a Piece of the Work

Most applications describe what you could do. Yours shows it.

Find one small, real problem in the company’s business that sits inside the job you want, and fix it before anyone asks. It doesn’t have to be big. It has to be real and specific to them.

  • Applying in marketing? Rewrite the weakest page on their website.
  • Customer service? Answer three of their public one-star reviews the way you would.
  • Office or admin role? Redesign one of their forms or checklists so it takes half the time.
  • Sales? Write the follow-up email they should be sending after a quote.

A finished piece of work does more than any adjective on your resume. The hiring manager can inspect it.

Prompt 1: Find the Fix

Find the fixCopy and complete
I want to apply for [JOB TITLE] at [COMPANY]. Their website: [URL].
Job ad: [PASTE, OR DELETE THIS LINE]
My background in 3 lines: [PASTE]

1. Look at their public presence (website, reviews, social media)
   and list 5 small problems that someone in this role would own.
   Only include things you can actually see. If you can't access a
   page, tell me and I'll paste the text.
2. For each problem, estimate how long a fix would take me
   (under 2 hours, half a day, more) and how much it would matter
   to them, with the reason.
3. Pick the one with the best value for the least time. Build the
   fix: the rewritten text, redesigned form, email draft, or
   whatever fits. Show me before and after.

Rules: Don't invent facts about the company. Mark every assumption
with [ASSUMPTION]. Keep the fix small enough that I can honestly say
I made it with AI's help and my own judgment.

Then make it yours. Change what doesn’t sound like you, cut what you can’t defend in an interview, and put it on one clean page.

Move 2: Write to a Person

Application portals are where a lot of good applications disappear. Find the human who would be your manager and send them a short message instead, or in addition.

The message only works if it’s specific. “I’m passionate about your mission” gets deleted. “I saw you opened a second location in March, and your booking page still only shows the first one” gets read.

Prompt 2: Research the Person and the Moment

Research the personVerify every source
I want to reach the person who would manage the [JOB TITLE] role
at [COMPANY].

1. Tell me how to find that person: which titles to look for on
   LinkedIn and which pages of their website to check. Don't guess
   a name. If you find one in public sources, show me the source.
2. Summarize what's happening at the company right now: new products,
   openings, news, and what customers praise and complain about.
   Link or name every source. Mark anything uncertain with [VERIFY].
3. Write a LinkedIn message under 80 words and an email under 120
   words. Each one opens with one concrete observation about their
   business, connects it to what I can do, and ends with a small ask:
   a 15-minute call, or permission to send the fix from Move 1.

About me: [3 LINES]
Tone: friendly, direct, no buzzwords, no "passionate," no "hardworking."

Open every source before you send. One wrong detail about their business kills the whole message.

Move 3: Send a 90-Day Plan

A resume tells them what you did for someone else. A one-page plan tells them what you would do for them.

You don’t need inside knowledge. You need a good guess about why the job exists, and the honesty to say it’s a guess. If you want a reusable way to define the task, sources, limits, and review first, use the five-part setup in this guide.

Prompt 3: The One-Page Plan

90-day planKeep it to one page
Help me write a one-page plan for my first 90 days as [JOB TITLE]
at [COMPANY].
Job ad: [PASTE]
What I know about the company: [NOTES OR URL]
My background: [3 LINES]

1. Why does this job exist? Name the 2 or 3 problems they most
   likely want solved and how they'd probably measure success.
   Label everything you're inferring.
2. Plan:
   - Days 1 to 30: what I'd learn, who I'd talk to, one quick visible win
   - Days 31 to 60: the main thing I'd build or fix
   - Days 61 to 90: what's finished, and which number should have moved
3. End with 3 honest questions I'd need answered to make this plan real.

Keep it to one page. No fake numbers, no fake customer names. Write it
so I could explain every line out loud.

Put the plan in your application and bring a printed copy to the interview. The questions at the end show what you know you still need to learn.

Move 4: Check Before You Send

This is the step almost everyone skips, and it’s where AI applications fall apart. AI writes confidently, including when it’s wrong. It also loves to mirror the job ad, which is exactly what makes mass applications so easy to spot.

Run this on every application in a new chat, so the AI isn’t defending its own work:

Prompt 4: The Echo Test

The echo testRun in a new chat
Act as a busy hiring manager who has read 200 applications this week.

Job ad: [PASTE]
My application (message, cover letter, fix, plan): [PASTE]

1. Echo check: quote every sentence that mostly repeats the job ad
   back to me. Suggest a replacement that uses a real example instead.
2. Fact check: list every claim about the company. For each, tell me
   whether it's supported by what I pasted or needs to be verified.
3. Claim check: list every claim about ME that I'd need to back up
   in an interview.
4. Skim test: if you read only the first 2 lines, would you keep going?
   Rewrite them if not.
5. Tell me honestly: would you reply to this? Why or why not?

Then read the whole thing out loud once. If a sentence sounds like something you would never say, rewrite it until it sounds like you. For decisions with bigger consequences, add the confidence check before you rely on the answer.

After You Send

  • Follow up once, about a week later, with something new: a second small idea, a question, or a link to the fix. Never just “checking in.”
  • Keep a simple list of where you applied, who you wrote to, what you sent, and what happened. After ten applications, you’ll see which move gets replies.
  • Reuse what works, but redo the research every time. The research is the part that makes it work.

The Short Version

Move 1 · 1–2 hours

Bring the work

Send one small, real fix for their business.

Move 2 · 30 minutes

Write to a person

Use one specific observation in a short message.

Move 3 · 45 minutes

Send a plan

Show your first 90 days on one page.

Move 4 · 20 minutes

Check everything

Run the echo test, verify the facts, and read it aloud.

Three applications like this will take you a few evenings. That’s more work than clicking “apply” 500 times, and it’s much more likely to get you a reply.

Read nextBefore You Prompt, Define the Job →