Cover letters that don't sound like ChatGPT wrote them
Everyone uses AI now. The difference between the ones that land and the ones that get skipped is good AI plus 90 seconds of editing.
- Raw AI output has specific tells: 'I am writing to express', three-adjective strings, generic company praise, no numbers.
- The 90-second edit: replace the opening, add one number, cut the adjectives, add one sentence of voice.
- Structure: hook, connection, proof, ask. Four paragraphs, under 250 words. That's it.
- Don't overdo the voice — one sentence of you in the whole letter is perfect. Two starts to feel performative.
The new baseline: everyone uses AI. That's fine.
Pretending you don't use AI to draft cover letters is like pretending you don't use spell check. Hiring managers know. They use it too. The question is no longer "AI or not" — it's "AI you edited, or AI you shipped raw."
Raw AI output has a specific smell. Long, vague adjectives. Zero first-person specifics. A tone that slides between corporate and sycophantic. Every letter reads like every other letter. Hiring managers can spot it in one sentence.
Use AI to get from blank page to 70% draft in 10 seconds. Then spend 90 seconds making it unmistakably yours. That's the whole game.
The tells: what screams 'raw AI'
- "I am writing to express my interest in..." — Dead on arrival. Nobody writes this. AI writes this.
- Three-adjective adjective strings."I am a passionate, dedicated, results-driven professional." Real people use one adjective at most. AI stacks them.
- Generic company praise."Your company's commitment to innovation is exactly why I want to join." What innovation? Delete it.
- No numbers, no specifics.Raw AI avoids numbers because it doesn't know yours. That's the tell.
- "I would be thrilled to contribute to your mission."— Nobody has ever been thrilled about a mission. Say what you'd actually do on the team.
The 90-second edit that makes it human
Take the AI draft. Spend 90 seconds doing exactly these four things, in order.
1. Replace the opening (15 seconds)
Kill whatever the AI wrote. Replace it with one sentence of genuine observation about the company or the role that only someone who actually looked would write. Examples:
- "The way your team writes release notes is one of the reasons I applied — it's the clearest product voice I've seen in the category."
- "I've been using [product] for the last six months and ran into exactly the problem the JD mentions solving. That's why I'm writing."
- "I noticed the JD emphasizes X over Y. That's the right call, and here's why I think so."
2. Add one number (15 seconds)
Find the paragraph about your experience and insert one real, specific number. "I led a team" becomes "I led a 5-person team through a 9-month migration." Numbers are the fastest way to signal "I am a real person with a real past."
3. Cut the adjectives (30 seconds)
Go through and delete every "passionate", "dedicated", "dynamic", "innovative", "results- driven", and "strategic". Replace with nothing. The sentence will be shorter and stronger. If you can't delete the adjective without losing meaning, replace it with an actual concrete claim.
4. Add one sentence of voice (30 seconds)
Somewhere in the middle, drop in one sentence that sounds unmistakably like you. A little dry humor, a specific aside, a mild opinion. One sentence. Not the whole letter. This is what makes the hiring manager smile and share it with a colleague.
Don't overdo the voice. One sentence of you in a 4-paragraph letter is perfect. Two sentences starts to feel performative. Three and you're trying too hard.
The structure that still works
Four paragraphs, in this order. Nothing fancy.
- The hook. One sentence of genuine observation about the company or the role. (See above.)
- The connection. Why you specifically — with one number and one specific thing from your background that lines up with the JD.
- The proof. One concrete story of impact. Situation, action, result. Two to three sentences, max.
- The ask.One sentence: "I'd love to talk about [specific thing from the JD] — happy to follow up with the research I mentioned if that's useful."
That's it. The whole letter is under 250 words. Hiring managers read the first two sentences and the last one. Make those three sentences count.
How Kori does this in one pass
HireDrive's Cover Letter Writer is already scaffolded with the 90-second edit baked in. Kori uses your resume, the JD, and an anti-cliché rubric to draft a letter that comes out specific, number-backed, and adjective-free on the first pass. You still get to add the one sentence of voice — but you're starting from a draft that doesn't need fixing.
Try it free at /cover-letter — paste a job URL, get a letter worth sending.
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