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Lesson 2 — Cover Letters That Don't Sound Like AI

Write a cover letter in 10 minutes that sounds like you, fits the role, and doesn't get flagged as ChatGPT-generated.

Course Job Hunting · Lesson 2 of 4

Most AI-written cover letters fail one of two tests:

  1. The recruiter test: “This sounds like every other AI letter.”
  2. The interview test: “If we hire you, can you actually back this up?”

This lesson teaches you a workflow that passes both.

The cover letter formula that works

Strong cover letters follow this 4-paragraph structure:

  1. Hook — Why this specific company/role catches your attention (2 sentences)
  2. Match — Two specific things from your background that fit (3–4 sentences)
  3. Bridge — One reason you’d add something the role description doesn’t already cover (2 sentences)
  4. Close — Brief, warm, no groveling (1–2 sentences)

That’s it. About 200–300 words total. Shorter than you think.

Step 1 — Personal voice samples

The single biggest fix to “AI-sounding” output is to give it samples of how you actually write. Five minutes of effort here saves twenty minutes of editing later.

Pull together:

Save these in a doc. You’ll paste them in.

Step 2 — Research the company quickly

A cover letter that mentions something specific about the company crushes a generic letter. AI helps you skim fast.

Search the company’s website and any recent news. In 5 bullet points, tell me:

1. What this company actually sells/does (in plain English) 2. Who their main customers are 3. Anything unusual about their culture or recent moves (last 6–12 months) 4. A pain point this role would clearly help solve 5. Something I could mention in a cover letter that would prove I read more than the job posting

Be skeptical of marketing fluff.

COMPANY: [name and website]

Use a tool with web search for this — Gemini or ChatGPT with browsing. Without web access, AI will hallucinate company details. Don’t let it.

Step 3 — Draft the letter

Big prompt. Worth it.

You are helping me write a cover letter that sounds like a smart, warm human — not like AI. Use the structure I’ll give you. Use my voice samples to match my actual writing style.

Constraints: - Total length: 200–280 words - No clichés: avoid “passionate,” “dynamic,” “team player,” “results-driven,” “I am writing to apply” - No corporate stiffness. Write like I’m explaining to a friend why this role would be cool. - Mirror 2–3 specific phrases from the job posting in a natural way - Reference 1 specific thing about the company (from the research below) - End warmly without groveling

STRUCTURE TO FOLLOW: Paragraph 1 — Hook: 2 sentences. Why this specific role/company. Paragraph 2 — Match: 3–4 sentences. Two concrete things from my background that fit. Cite specifics. Paragraph 3 — Bridge: 2 sentences. Something I’d add the role description doesn’t cover. Paragraph 4 — Close: 1–2 sentences. Warm, brief, no “thank you for considering my application” boilerplate.

MY VOICE SAMPLES: [paste]

JOB POSTING: [paste]

COMPANY RESEARCH: [paste from Step 2]

MY RESUME (so you know what I’ve actually done): [paste]

Read the output. It’ll be 70–80% there. Now edit.

Step 4 — The “out loud” test

Read the letter out loud. (Yes, actually do it.) The places you trip — phrases that don’t sound like you, sentences that are too long — are the places to edit.

A common edit pattern: AI tends to write in parallel structures (“I am eager to…, I am excited to…, I am ready to…”). Real people don’t talk that way. Break the parallel.

Step 5 — Get a second opinion (from the AI)

Last prompt before you save:

Critique the cover letter below as if you were the hiring manager. What works? What’s weak? What sounds AI-generated? What would you cut? Be honest, not gentle.

LETTER: [paste]

Apply 2–3 of the suggestions. Skip the rest. You’re the boss.

Common failure modes

“It still sounds like AI even after I edit.” → You haven’t pasted in voice samples. Or your voice samples are also formal/AI-feeling. Use casual writing as a sample (a personal email, a text to a friend). The model leans toward whatever tone you give it.

“It feels generic — could fit any company.” → You skipped Step 2. Cover letters live or die on the specific reference to this company. Re-run with real research.

“It’s too long.” → Set a hard word count: “Maximum 220 words. Cut everything that isn’t earning its place.”

“It doesn’t sound like me at all.” → Try: “Rewrite in my exact voice. If you’d use a word I’d never use, replace it. If a sentence is more polished than how I’d actually say it, scuff it up.”

A reusable template

Save this. Adapt. Reuse for every job.

Job: [title at company]
Tone: [warm-professional / casual / formal — pick one]
Length: 200–280 words
Voice: [paste 1–2 short samples]
Posting: [paste]
Research: [paste 5-bullet research output]
Resume: [paste]

Where to next

Lesson 3 — Interview Prep with AI →

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